diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index b37d62deb0fc219b2e300dae458e06bf48ba7537..d50cc7fca5ef2682951bf701a78dd6f4e7cc32d8 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260429T060016Z", - "generated_at": "2026-04-29T06:09:07Z", + "snapshot_id": "20260429T120025Z", + "generated_at": "2026-04-29T12:08:54Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ { - "cluster_id": "cluster-43979-13", - "summary": "Cluster of 1 issues and 12 PRs centered on issue #43979.", + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", "status": "open", "confidence": 0.8, "canonical_issue_number": 43979, @@ -18,9 +18,7 @@ ], "pr_numbers": [ 43996, - 43997, 44007, - 44010, 44013, 44044, 44066, @@ -36,17 +34,6 @@ "soft_similarity" ], "pr_comparisons": [ - { - "left_pr_number": 43996, - "right_pr_number": 43997, - "code_similarity": 0.142, - "size_similarity": 0.338, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.494, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 43996, "right_pr_number": 44007, @@ -58,17 +45,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 43996, - "right_pr_number": 44010, - "code_similarity": 0.266, - "size_similarity": 0.96, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.495, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 43996, "right_pr_number": 44013, @@ -157,189 +133,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 43997, - "right_pr_number": 44007, - "code_similarity": 0.407, - "size_similarity": 0.588, - "file_overlap": 0.333, - "area_overlap": 0.26, - "patch_similarity": 0.661, - "shared_filenames": [ - "src/transformers/models/regnet/modeling_regnet.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/regnet/modeling_regnet.py", - "left_ranges": [ - [ - 21, - 32 - ], - [ - 235, - 245 - ], - [ - 248, - 256 - ], - [ - 273, - 278 - ], - [ - 283, - 304 - ], - [ - 308, - 313 - ], - [ - 321, - 342 - ], - [ - 345, - 350 - ] - ], - "right_ranges": [ - [ - 26, - 33 - ], - [ - 262, - 268 - ], - [ - 296, - 319 - ], - [ - 337, - 362 - ], - [ - 365, - 370 - ] - ] - } - ] - }, - { - "left_pr_number": 43997, - "right_pr_number": 44010, - "code_similarity": 0.132, - "size_similarity": 0.353, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.407, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43997, - "right_pr_number": 44013, - "code_similarity": 0.264, - "size_similarity": 0.94, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.509, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43997, - "right_pr_number": 44044, - "code_similarity": 0.136, - "size_similarity": 0.392, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.386, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43997, - "right_pr_number": 44066, - "code_similarity": 0.135, - "size_similarity": 0.414, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.347, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43997, - "right_pr_number": 44072, - "code_similarity": 0.283, - "size_similarity": 0.896, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.691, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43997, - "right_pr_number": 44085, - "code_similarity": 0.139, - "size_similarity": 0.432, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.351, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43997, - "right_pr_number": 44129, - "code_similarity": 0.076, - "size_similarity": 0.218, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.215, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43997, - "right_pr_number": 44154, - "code_similarity": 0.176, - "size_similarity": 0.632, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.329, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43997, - "right_pr_number": 44722, - "code_similarity": 0.132, - "size_similarity": 0.399, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.35, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44007, - "right_pr_number": 44010, - "code_similarity": 0.174, - "size_similarity": 0.6, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.36, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 44007, "right_pr_number": 44013, @@ -428,94 +221,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 44010, - 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"code_similarity": 0.217, - "size_similarity": 0.816, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.36, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44010, - "right_pr_number": 44129, - "code_similarity": 0.156, - "size_similarity": 0.617, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.22, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44010, - "right_pr_number": 44154, - "code_similarity": 0.157, - "size_similarity": 0.558, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.3, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44010, - "right_pr_number": 44722, - "code_similarity": 0.227, - "size_similarity": 0.884, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.336, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 44013, "right_pr_number": 44044, @@ -1345,653 +1050,21 @@ ] }, { - 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"filename": "utils/update_metadata.py", + "filename": "src/transformers/tokenization_utils_tokenizers.py", "left_ranges": [ [ - 74, - 84 + 1360, + 1370 + ], + [ + 1374, + 1380 ] ], "right_ranges": [ [ - 74, - 84 + 1360, + 1370 + ], + [ + 1374, + 1380 ] ] } @@ -2993,49 +1538,131 @@ ] }, { - "cluster_id": "cluster-43532-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43532, - "issue_numbers": [], + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], "pr_numbers": [ - 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219, - 227 + 1, + 114 ] ] } @@ -3044,461 +1671,292 @@ ] }, { - "cluster_id": "cluster-45332-2", + "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 45332, + "canonical_pr_number": 44068, "issue_numbers": [], "pr_numbers": [ - 45332, - 45333 + 44018, + 44068 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 45332, - "right_pr_number": 45333, - "code_similarity": 0.49, - "size_similarity": 0.223, - "file_overlap": 0.357, - "area_overlap": 0.831, - "patch_similarity": 0.317, + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, "shared_filenames": [ - "src/transformers/configuration_utils.py", - "src/transformers/heterogeneity/__init__.py", - "src/transformers/heterogeneity/configuration_utils.py", - "tests/heterogeneity/__init__.py", - "tests/heterogeneity/test_configuration_utils.py" + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" ], "shared_file_areas": [ { - "filename": "src/transformers/configuration_utils.py", + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", "left_ranges": [ [ - 31, - 42 + 26, + 46 ], [ - 189, - 196 + 138, + 143 ], [ - 305, - 314 + 182, + 187 ], [ - 317, - 326 + 283, + 295 ], [ - 445, - 462 + 327, + 341 ], [ - 862, - 870 + 348, + 354 ], [ - 1027, - 1035 + 360, + 369 ], [ - 1077, - 1085 + 399, + 406 ], [ - 1323, - 1351 - ] - ], - "right_ranges": [ - [ - 31, - 42 + 411, + 419 ], [ - 189, - 196 + 428, + 433 ], [ - 298, - 307 + 472, + 492 ], [ - 310, - 319 + 507, + 513 ], [ - 438, - 455 + 519, + 528 ], [ - 855, - 863 + 541, + 559 ], [ - 1020, - 1028 + 562, + 567 ], [ - 1070, - 1078 + 595, + 601 ], [ - 1316, - 1344 - ] - ] - }, - { - "filename": "src/transformers/heterogeneity/__init__.py", - 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"shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-42975-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 42976, - "issue_numbers": [], - "pr_numbers": [ - 42975, - 42976 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 42975, - "right_pr_number": 42976, - "code_similarity": 0.131, - "size_similarity": 0.148, - "file_overlap": 0.212, - "area_overlap": 0.095, - "patch_similarity": 0.033, - "shared_filenames": [ - ".github/workflows/build-ci-docker-images.yml", - ".github/workflows/build-docker-images.yml", - ".github/workflows/build-nightly-ci-docker-images.yml", - ".github/workflows/build-past-ci-docker-images.yml", - ".github/workflows/check_failed_tests.yml", - ".github/workflows/new_model_pr_merged_notification.yml", - ".github/workflows/release-conda.yml" - ], - "shared_file_areas": [ - { - 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}, - { - "cluster_id": "cluster-44024-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44076, - "issue_numbers": [], - "pr_numbers": [ - 44024, - 44076 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44024, - "right_pr_number": 44076, - "code_similarity": 0.269, - "size_similarity": 0.976, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.492, - "shared_filenames": [], - "shared_file_areas": [] - } - ] } ], "duplicate_issues": [], "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -3508,15 +1966,6 @@ "target_issue_number": 41211, "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." }, - { - "cluster_id": "cluster-42975-2", - "canonical_pr_number": 42976, - "duplicate_pr_numbers": [ - 42975 - ], - "target_issue_number": null, - "reason": "PRs in cluster-42975-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43240-3", "canonical_pr_number": 43251, @@ -3524,34 +1973,7 @@ 43254 ], "target_issue_number": 43240, - "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference evidence." - }, - { - "cluster_id": "cluster-43532-2", - "canonical_pr_number": 43532, - "duplicate_pr_numbers": [ - 45476 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43532-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-43612-2", - "canonical_pr_number": 43612, - "duplicate_pr_numbers": [ - 43613 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43612-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-43665-2", - "canonical_pr_number": 43665, - "duplicate_pr_numbers": [ - 44815 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43665-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-43698-3", @@ -3569,15 +1991,13 @@ 43842 ], "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43979-13", + "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, "duplicate_pr_numbers": [ 43996, - 43997, - 44010, 44013, 44044, 44066, @@ -3588,44 +2008,16 @@ 44722 ], "target_issue_number": 43979, - "reason": "PRs in cluster-43979-13 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-43998-11", - "canonical_pr_number": 44025, - "duplicate_pr_numbers": [ - 43998, - 44000, - 44001, - 44002, - 44004, - 44026, - 44027, - 44028, - 44029, - 44030 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43998-11 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-44024-2", - "canonical_pr_number": 44076, - "duplicate_pr_numbers": [ - 44024 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44024-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-44056-3", - "canonical_pr_number": 44056, + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, "duplicate_pr_numbers": [ - 44073, - 44074 + 44018 ], "target_issue_number": null, - "reason": "PRs in cluster-44056-3 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-45081-3", @@ -3636,24 +2028,6 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-45332-2", - "canonical_pr_number": 45332, - "duplicate_pr_numbers": [ - 45333 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45332-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-45415-2", - "canonical_pr_number": 45425, - "duplicate_pr_numbers": [ - 45415 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45415-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -3662,15 +2036,6 @@ ], "target_issue_number": 45561, "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-45596-2", - "canonical_pr_number": 45596, - "duplicate_pr_numbers": [ - 45615 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45596-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { @@ -3680,9 +2045,9 @@ "score": 148.0 }, "best_pr": { - "cluster_id": "cluster-43979-13", + "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 13 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 258.886 + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index f2b557fca44dc47dd91f0d829c225ad28d349c4c..f0ba876a35415ecacad14e9f0083c6b452c86d47 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": "20260429T060016Z", - "generated_at": "2026-04-29T06:09:07Z", + "snapshot_id": "20260429T120025Z", + "generated_at": "2026-04-29T12:08:54Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -11,7 +11,7 @@ "component_count": 14, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -26,7 +26,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "bd682bc5ed96575e323c1d921fce23ee3ea3af9b94ffaa92452be582fb951479", + "prepared_review_unit_hash": "40f5333c189e23d751d15d89e6ab7d4b5e7f57f7613af29d3a86bc497743ceed", "component_budget": { "node_count": 3, "item_count": 3, @@ -47,7 +47,28 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These issues do not look like true duplicates. #13244 is a Tapas tokenization mismatch, while #15980 is about a bad auth-related download error message, and #16618 is about failing to load bert-base-uncased. The only plausible overlap is between #15980 and #16618 at a very high level of model-loading failure, but the titles point to different concrete problems.", + "confidence": 0.62, + "canonical_issue_reason": "#16618 is the broadest and most central-sounding of the three issue titles, so it is the best single representative if one must be chosen, but it is not a clear duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 has the widest scope and is the closest to a general model-loading failure report; the other two are either a tokenizer-specific bug or a login/auth messaging issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different concrete problems: Tapas tokenization parity versus failure to load bert-base-uncased. No evidence they refer to the same code path or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model access/loading, but #15980 is specifically about an incorrect error message when downloading a private model without login, while #16618 is a broader load failure for a public model. Too different to treat as the same bug." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -61,12 +82,12 @@ "component_count": 14, "review_unit_index": 1, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:24643", "issue:30277", @@ -185,32 +206,266 @@ "issue:44841|issue:45084", "issue:41093|issue:41762" ], - "prepared_review_unit_hash": "d8deecb6faf045b616d4b7783597966e815d9bc35fdc7792856114bf6b13ab87", + "prepared_review_unit_hash": "97031734799dc5bd0b1be74cdf57d2cce86dac5ea233582c76328d1de6977898", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 67, - "serialized_chars": 47122, - "estimated_input_tokens": 11781, - "estimated_eval_tokens": 23818 + "serialized_chars": 47110, + "estimated_input_tokens": 11778, + "estimated_eval_tokens": 23812 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the titles span unrelated model, docs, tokenizer, quantization, and distributed-training bugs. The only clear duplicate-looking subgroup is the BertModel + DeepSpeed ZeRO-3 \"index 0 is out of bounds\" pair. No PRs are present.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43638 is the better representative for the Bert/ZeRO-3 subgroup because it has broader wording and more issue activity/context, while issue:43596 appears to be the narrower BertModel-specific phrasing of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 is the best issue anchor for the one duplicate-like subgroup: it captures the same DeepSpeed ZeRO-3 index-out-of-bounds failure and has the richer discussion context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failure modes: missing config field vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models and platforms: GPT-OSS on AMD GPUs vs MPS histogram kernel issue." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and different dtype/device problems." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different models and root causes; autocast dtype mismatch is not the GPT-OSS GPU issue." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Both are MoE-related, but they affect different models and different code paths." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/backend failures: Qwen NVFP4 error vs GPT-OSS AMD GPU issue." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated problems." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export is unrelated to Qwen3 MoE FP8 config handling." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failure surfaces: export-time ONNX error vs runtime cudaErrorAssert under device mapping." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed features and different fixes." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export bug and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index errors, but one is ZeRO-3 Bert init and the other is a generic mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both involve index/shape errors, but the reported conditions and failure site differ too much to treat as the same bug." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic mask shape mismatch vs GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping bug and mask/tensor mismatch are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export have no common bug path." + }, + { + "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 init-time index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying bug: BertModel with DeepSpeed ZeRO-3 hits the same index-0-out-of-bounds failure during initialization/load." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save/load inconsistency." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation is unrelated to GPT-OSS tensor-parallel execution." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different models and different failure mechanisms." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as the mask shape/indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures: weight dimensionality error vs collective mismatch." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert/ZeRO-3 init error and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different code paths: preprocessor dtype mismatch vs invalid method call." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config regression and Mistral tokenizer patch crash are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS int-histogram limitation are different problems." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS tensor parallel are different failures." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH loading failure are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights is unrelated to a corrupted checkpoint report." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime issue and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS kernel limitation are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error is unrelated to the MPS histogram int issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype-related only at a high level; the models and exact failures differ." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and missing Gemma3 config field are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template compilation error are different problems." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Generic mask/tensor index mismatch is not the same as the ZeRO-3 Bert init out-of-bounds error." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly conservative, but one key justification is not grounded: issue:43638 actually has more body/discussion activity than issue:43596, so saying 43596 has the 'stronger discussion context' is unsupported. The accepted soft-edge verdict looks plausible, but the representative/canonical issue rationale overstates the evidence and should be toned down." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -220,21 +475,19 @@ "component_count": 14, "review_unit_index": 2, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ - "issue:36331", "issue:39186", "issue:39290", "issue:39692", "issue:40990", "issue:41093", "issue:41553", - "issue:41762", "issue:42915", "issue:43054", "issue:43296", @@ -274,7 +527,9 @@ "issue:45161", "issue:45399", "issue:45464", - "issue:45507" + "issue:45507", + "issue:45632", + "issue:45698" ], "soft_pairs": [ "issue:43296|issue:43366", @@ -290,6 +545,7 @@ "issue:41093|issue:43596", "issue:43541|issue:44589", "issue:40990|issue:44960", + "issue:45632|issue:45698", "issue:43716|issue:44918", "issue:43404|issue:45005", "issue:43645|issue:45399", @@ -308,35 +564,244 @@ "issue:39692|issue:43054", "issue:41553|issue:43883", "issue:43828|issue:44928", - "issue:43866|issue:44403", - "issue:36331|issue:41762" + "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "921e5dac7166eb62c5484c74b3c9a4d89a766ff016ef2d0b600110aeb0c4a30f", + "prepared_review_unit_hash": "b5f203427434ae0fdb68f35b94574cdae1711de35e77afe589be1654682790b0", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37258, - "estimated_input_tokens": 9315, - "estimated_eval_tokens": 18886 + "serialized_chars": 37183, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers/vLLM/model-loading regressions. The only clear duplicate family is the v5 non-persistent-buffer corruption reports, where three issues describe the same underlying bug.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43950 is the most precise and diagnostic report of the shared v5 non-persistent-buffer corruption regression, with the clearest reproduction framing.", + "canonical_pr_reason": null, + "best_issue_reason": "Best standalone issue to keep: it cleanly describes the common non-persistent-buffer bug and is the most actionable representative of the duplicate subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: one is a PaddleOCR-VL/vLLM loading failure, the other is GGUF support for gpt-oss." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated regressions: missing StableLmConfig pad_token_idx vs a pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different failure modes: int4 quantization OOM versus tied-weights handling for translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths and models: Mixtral torch-dynamo grouped_mm tracing error vs GPT-OSS MoE tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different symptoms and subsystems: autocast dtype mismatch in Phi-tiny-MoE vs chat/completions streaming failure on Qwen3.5." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is an init_empty_weights argument mismatch, the other is a PretrainedConfig pydantic-model regression; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different issues entirely: GGUF architecture support versus streaming chat/completions errors." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic field regression in 45070." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading/runtime errors, but for different models and causes: Gemma3 sliding_window_pattern vs MobileLLM key lookup." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one reports poor embedding quality while the other reports nonsensical AutoModel/pipeline output; not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different tensor-shape/indexing failures with different repro contexts and models." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Mixtral tracing error and missing Float8 storage are distinct runtime issues." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different model behavior reports: high perplexity on gpt-oss-20b versus a GLM5 issue with no clear shared root cause." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but one is a cache-path collision and the other is picking the wrong module after save/load; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and mechanisms: image preprocessor dtype mismatch versus unpacking Qwen3.5 embeddings in TRL SFT." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but 43404 is a Mistral3 lm_head tie bug while 45005 is a broader translation-model v5 issue." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type crash on Qwen3.5 is unrelated to tied-weights handling on translation models." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is a different bug from the tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer algorithm discussion and a docs typo do not describe the same issue." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights handling." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape RuntimeError and Qwen3.5 embedding unpacking failure are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a removed run-command docs issue are not the same underlying problem." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: TRL SFT embedding unpacking vs GraniteMoEHybrid invalid-method calls." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek detokenization regression and Qwen-3-8B-NVFP4 runtime error are distinct issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: both describe non-persistent buffers being filled/corrupted with junk during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same bug family: v5 non-persistent-buffer corruption during model loading/from_pretrained." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model/runtime failures with no shared code path." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 documentation-example errors are different from the reported degradation in text embeddings." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to MolmoForCausalLM missing all_tied_weights_keys." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both concern dtype/training stability, but one is a direct autocast mismatch and the other is an RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted Ovis2 checkpoint and vague loading noise are not the same underlying problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only clearly supported duplicate family is the v5 non-persistent-buffer corruption group around 43644/43950/44534." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -346,13 +811,14 @@ "component_count": 14, "review_unit_index": 3, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ + "issue:36331", "issue:38175", "issue:41553", "issue:41762", @@ -395,13 +861,13 @@ "issue:45020", "issue:45081", "issue:45237", - "issue:45305", "issue:45313", "issue:45356", "issue:45399", "issue:45520" ], "soft_pairs": [ + "issue:36331|issue:41762", "issue:41553|issue:43881", "issue:43872|issue:44589", "issue:38175|issue:43054", @@ -420,8 +886,8 @@ "issue:43975|issue:44451", "issue:45020|issue:45356", "issue:44661|issue:45020", - "issue:43054|issue:43278", "issue:43824|issue:43872", + "issue:43054|issue:43278", "issue:44991|issue:45399", "issue:43827|issue:44509", "issue:45081|issue:45399", @@ -436,95 +902,322 @@ "issue:43872|issue:44291", "issue:41553|issue:44488", "issue:43854|issue:44863", - "issue:42915|issue:43872", - "issue:43257|issue:45305" + "issue:42915|issue:43872" ], - "prepared_review_unit_hash": "bdb209c7f40d9865857fc801f4dd183b97817194d2572a37e54ca88c51e16c27", + "prepared_review_unit_hash": "baa1bf0ee0a2b4038d9fb0a9a59af61083c973d5b4a909a7ac07d1c6469c38d0", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 37897, - "estimated_input_tokens": 9475, - "estimated_eval_tokens": 19206 + "serialized_chars": 37893, + "estimated_input_tokens": 9474, + "estimated_eval_tokens": 19204 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "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": 14, - "review_unit_index": 4, - "review_unit_count": 44, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", - "nodes": [ - "issue:24643", - "issue:30064", - "issue:36010", - "issue:36331", - "issue:38175", - "issue:39692", - "issue:41093", - "issue:42491", - "issue:42617", - "issue:42915", - "issue:43317", - "issue:43366", - "issue:43531", - "issue:43550", - "issue:43596", - "issue:43638", - "issue:43644", - "issue:43645", - "issue:43646", - "issue:43720", - "issue:43824", - "issue:43828", - "issue:43872", - "issue:43950", - "issue:43957", - "issue:43994", - "issue:44155", - "issue:44479", - "issue:44530", - "issue:44534", - "issue:44560", - "issue:44589", - "issue:44661", - "issue:44756", - "issue:44805", - "issue:44863", - "issue:44877", - "issue:44910", - "issue:44918", - "issue:44928", - "issue:45030", - "issue:45313", - "issue:45325", - "issue:45357", + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with a few real duplicate subgroups around SigLIP2, tokenizer docs, Whisper audio preprocessing, Qwen ZeRO-3 loading, and the `_is_hf_initialized` init-empty-weights regression. Most other pairs are only superficially related by subsystem or model family.", + "confidence": 0.88, + "canonical_issue_reason": "No single exact duplicate spans the whole cluster; the broadest open tracker is 45020, which is the best umbrella for the remote_code-loading regressions, but the cluster also contains several unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best global issue candidate because it is open, broadly framed, and can absorb related remote_code regression reports, even though the surrounding cluster is mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures and code paths: trainer loss signature mismatch vs Gemma3 ZeRO-3 load error." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and symptoms; one is a bad tokenizer error message, the other is a loading failure for glm-4v-9b." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are compatibility errors, but the underlying storage/type issues are different." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but one reports zero probabilities while the other is a text-embedding quality regression; not clearly the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both involve training/memory concerns, but they describe different regressions and likely different fixes." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy/regression affecting text embeddings and output quality." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated model-loading failures with different root causes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model-loading failure; not the same concrete issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug is unrelated to the flash_attn import key error." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related theme, but one is a specific AutoConfig field-loss symptom and the other is a broad remote_code regression umbrella." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Completely different problems: tokenizer detokenization vs AMD GPU support." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different model-specific loading report; the shared wording about loading is too broad to treat as duplicate." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention efficiency, but one is gradient-checkpointing behavior and the other is MoE training memory usage." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA/ZeRO branch incompatibility vs a tie_word_embeddings warning; not the same underlying problem." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and different loading/configuration paths." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer detokenization bug vs unrelated model loading failure." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is broad remote_code breakage and the other is a specific Kimi-K2.5 tokenizer codec/warning issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Different bug: add-new-model-like mapping logic vs remote_code loading regressions." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing class vs bitsandbytes/init-empty-weights compatibility issue." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "Both mention embeddings, but one is model quality and the other is dtype drift between train/eval." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation cleanup: both say v5 docs still reference removed pipeline tasks." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback behavior; different code paths." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both center on the Whisper audio feature-extraction path; the helper failure plausibly explains the model not running." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying bug vs non-persistent buffer corruption; different mechanisms." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different model families and failures; no clear shared underlying defect." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading key error vs flash-attn fallback issue; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer problems for different models; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "MoE FP8 failure is a specific quantization/config bug, not the remote_code regression tracked in 45020." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific model key error vs broad remote_code breakage; not the same concrete issue." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Very similar ZeRO-3 weight-loading failure for Qwen-family models; same concrete loading path appears to be failing." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These describe the same `_is_hf_initialized`/`init_empty_weights` TypeError regression." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/loading reports for unrelated models." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failures; no shared bug evidence." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different issues: FP8 MoE failure vs bitsandbytes/init-empty-weights compatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The selected umbrella issue (45020) is a reasonable broad tracker, and the accepted soft pairs are plausible duplicates based on the issue titles. The rejected pairs mostly avoid overstating evidence and do not look merged too aggressively." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 4, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45305", + "issue:45325", "issue:45538", "issue:45584", "issue:45588", @@ -532,6 +1225,7 @@ ], "soft_pairs": [ "issue:44928|issue:45588", + "issue:43257|issue:45305", "issue:36331|issue:41093", "issue:41093|issue:44805", "issue:43872|issue:45538", @@ -560,35 +1254,232 @@ "issue:43317|issue:44756", "issue:43644|issue:44534", "issue:38175|issue:39692", - "issue:42491|issue:43720", - "issue:45313|issue:45357" + "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "224855a74cd955297ba6e6d9806913e4ec9c82d2544429ad9357b90b91977479", + "prepared_review_unit_hash": "8159b8257e46085f3f530db2863b62e12b4b596ed78daa9856494b692895bb8a", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37198, - "estimated_input_tokens": 9300, - "estimated_eval_tokens": 18856 + "serialized_chars": 37220, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions, with a few true duplicate pairs. The clearest duplicate is the non-persistent buffer regression, and there is also a close duplicate around custom model initialization.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43644 is the best canonical anchor: it is the older, clearer description of the non-persistent buffer regression and directly matches 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the strongest representative because it names the concrete regression succinctly and has the cleanest duplicate overlap; the rest of the cluster is too heterogeneous to serve as a better umbrella issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes: SDPA/BF16 gradient collapse versus a flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a Qwen3 MoE weight conversion bug and the other is gradient averaging with GAS; not the same code-path problem." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected kwarg in CustomTrainer.compute_loss is unrelated to the mask shape mismatch IndexError." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same error shape family, but no clear evidence they are the same bug; likely separate reproductions/models." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they describe different Qwen VL regressions and different symptoms/code paths." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed 2-D weight error and void segmentation map processing are different subsystems and bugs." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and a Phi MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but one is batched embedding leakage and the other is empty-transcription handling in Whisper generation." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior do not describe the same issue." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different failures: torch.compile/SDPA on Bamba versus Qwen3.5 flash-attention illegal access." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video StopIteration and an MPS histogram Int error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are effectively the same custom model initialization regression, with 43645 just adding the Jupyter-notebook reproduction context." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption from from_pretrained is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to meta-device model loading regressions." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF/gpt-oss support and missing Float8 storage support are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3 MoE FP8 failure is unrelated to meta-device loading issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3/VL audio-video style workflows, but one is a video StopIteration bug and the other is embedding unpacking with TRL SFT; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 model producing wrong/degenerate outputs; 43994 is the broader user-facing report and 38175 is the more specific symptom." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model init regression and non-persistent buffer corruption are different 5.x regressions." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to Qwen3 MoE FP8 behavior." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-VL video StopIteration and a mask/tensor shape IndexError are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config validation for granite_speech and tiny-random glm4v config loading are different validation failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero-sized index with deepspeed zero3 and TOKENIZER_MAPPING_NAMES add-new-model-like failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both are initialization/config edge cases, but one is a Deepspeed/Bert empty-index crash and the other is a tokenizer-mapping registration problem." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map=auto dequantized-model loading on offload is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical non-persistent buffer regression reports; 44534 is essentially the same bug phrased later." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is a runtime output bug and the other is documentation-example errors/quantization failure; not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA hf4.x versus hf5.x compatibility for Qwen3 MoE is unrelated to BitNet packed-weight loading in accelerate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The chosen canonical issue/pairing around 43644 and 44534 is well supported, and the other accepted duplicates (43645/43646, 38175/43994) are also reasonable. No overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -598,12 +1489,12 @@ "component_count": 14, "review_unit_index": 5, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:36010", "issue:39404", @@ -611,10 +1502,8 @@ "issue:41720", "issue:42491", "issue:42915", - "issue:42947", "issue:43257", "issue:43335", - "issue:43381", "issue:43404", "issue:43425", "issue:43454", @@ -648,27 +1537,30 @@ "issue:45216", "issue:45276", "issue:45292", + "issue:45313", "issue:45335", + "issue:45357", "issue:45362", "issue:45406", "issue:45588", "issue:45663" ], "soft_pairs": [ + "issue:45313|issue:45357", "issue:44960|issue:44977", "issue:44451|issue:44488", "issue:43854|issue:43931", "issue:42491|issue:45276", "issue:43708|issue:44075", - "issue:43856|issue:43873", "issue:41720|issue:42915", + "issue:43856|issue:43873", "issue:43257|issue:43854", "issue:39692|issue:43994", "issue:44488|issue:44991", - "issue:45362|issue:45406", "issue:42915|issue:44756", "issue:42491|issue:43931", "issue:43644|issue:43645", + "issue:45362|issue:45406", "issue:43856|issue:44387", "issue:44661|issue:44683", "issue:44910|issue:45588", @@ -688,36 +1580,256 @@ "issue:44291|issue:44756", "issue:44292|issue:44912", "issue:44743|issue:44960", - "issue:45276|issue:45292", - "issue:42947|issue:43381", - "issue:43957|issue:44756" + "issue:45276|issue:45292" ], - "prepared_review_unit_hash": "7145a6543d0e60a0f3e5a3196c9b4cb2a375bfc24d3fcc71f71695291fe1bef5", + "prepared_review_unit_hash": "5b772697984955e5f43f6b7eda7f560cff3fa82c29d48e5a4d6d9a7d7f2bd401", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38422, - "estimated_input_tokens": 9606, - "estimated_eval_tokens": 19468 + "soft_pair_count": 35, + "serialized_chars": 38152, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only pair that looks like the same underlying regression is the resize_token_embeddings/output_embeddings issue; the rest are too model-, backend-, or failure-mode-specific to merge confidently. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45276 is the broadest and most informative representative of the shared resize_token_embeddings regression, covering both output_embeddings and embed_tokens_per_layer.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 best represents the cluster\u2019s only clear duplicate-style bug and is the most descriptive report of that embedding-resize problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is a ZeRO-3 load failure and the other is an incorrect save_pretrained visual-key regression; different code paths." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures: GLM5 vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models and don\u2019t clearly share the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load failures: unit-test loading of GLM-4.7-Flash vs weight-shape mismatch for Qwen3-VL-30B." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA compatibility on hf4.x/hf5.x is a separate compatibility issue from resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume max_steps math is unrelated to SGD optimizer arguments being ignored." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "One is auto device mapping causing cudaErrorAssert; the other is Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both involve quantization/training memory, but one is Qwen3 MoE training efficiency and the other is offloading behavior." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MOE weight-conversion with accelerate+deepspeed is unrelated to GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "The first is a broken documentation example; the second is a runtime correctness issue for SigLIP2 with AutoModel/pipeline." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but the affected models and likely root causes are not shown to be the same." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and mmap OOM on Strix Halo are unrelated system issues." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-related failures: LoRA compatibility versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are separate Transformers 5.0 regressions." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crashes and Gemma4Processor missing _tokenizer are different failures in different components." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/quantization, but one is training inefficiency and the other is int4 CUDA reserved-memory OOM." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping registration and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention illegal-memory-access bug; the other is an AttributeError on sink-less models in flash_attention integration." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA hf4.x/hf5.x compatibility is not the same bug as resize_token_embeddings not updating output_embeddings." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings complaints, but they affect different model families and different internal embedding targets; not enough to treat as one bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern lm_head tying, but they are model-specific reports for different architectures and likely need separate fixes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline behavior are unrelated issues." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized are distinct loading/saving bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model is not the same as loading failure for a different BERT model." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping and AudioFlamingo3 batched inference leakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation/example errors and GLM5 model work are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma-4 FSDP2 shared_kv_states rebuilding are unrelated model bugs." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading-quantization behavior and int4 reserved-memory growth are separate quantization/memory regressions." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility is broader version support, while the meta-device issue is a specific model-loading path." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 OOM and Strix Halo mmap OOM are different memory problems with different triggers." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash loading tests and Qwen3.5 save_pretrained checkpoint correctness are unrelated regressions." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized during init_empty_weights and mmap OOM on Strix Halo are different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen-3 NVFP4 loading error and git-oss-20b MXFP4 fallback are distinct quantization issues." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to GLM5 model behavior." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression: both reports say output embeddings are not updated, and 45276 is the broader, more specific version of the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted near-duplicate, issue:45276 vs issue:45292, is well supported by the titles and descriptions, and the other pairwise rejections do not overstate duplication. No PRs are present, and the cluster-level characterization as mostly unrelated bug reports is consistent with the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -727,14 +1839,13 @@ "component_count": 14, "review_unit_index": 6, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ - "issue:36032", "issue:39404", "issue:40990", "issue:42947", @@ -742,7 +1853,6 @@ "issue:43299", "issue:43381", "issue:43425", - "issue:43452", "issue:43596", "issue:43611", "issue:43645", @@ -781,9 +1891,13 @@ "issue:45335", "issue:45588", "issue:45663", - "issue:45685" + "issue:45684", + "issue:45698" ], "soft_pairs": [ + "issue:45684|issue:45698", + "issue:42947|issue:43381", + "issue:43957|issue:44756", "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:43646|issue:43708", @@ -801,51 +1915,283 @@ "issue:43931|issue:44863", "issue:43611|issue:43645", "issue:39404|issue:44912", - "issue:44530|issue:45084", "issue:43901|issue:44509", + "issue:44530|issue:45084", "issue:43425|issue:43716", - "issue:44863|issue:45663", "issue:43299|issue:43931", + "issue:44863|issue:45663", "issue:43257|issue:45663", - "issue:44265|issue:44898", "issue:44479|issue:44805", + "issue:44265|issue:44898", "issue:43994|issue:44079", "issue:44671|issue:44991", - "issue:39404|issue:44671", "issue:43856|issue:44756", + "issue:39404|issue:44671", "issue:40990|issue:42947", "issue:44589|issue:45084", - "issue:43596|issue:44683", "issue:43425|issue:44918", - "issue:36032|issue:43452", - "issue:43425|issue:45685" + "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "b25cfd121336bb3f3029867a45967b0030d970338a735fceb467ccb0b8d33f16", + "prepared_review_unit_hash": "75ea4695f16a52d5c5a8d868af7d0620f2420713cb69076a8dd27bb134ca21c9", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38228, - "estimated_input_tokens": 9557, - "estimated_eval_tokens": 19370 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37912, + "estimated_input_tokens": 9478, + "estimated_eval_tokens": 19212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "This cluster is mostly a mixed bag of Transformers v5 regression reports, with many unrelated model-loading, training, and docs issues. Only one soft pair looks like the same underlying bug: `resize_token_embeddings` not propagating to tied output/decoder embeddings.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43611 is the best canonical anchor because it is the broadest, most general v5 model-loading regression in the set and overlaps with several custom-model initialization/load reports better than the narrower, model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the strongest global issue candidate: it is high-level, clearly user-facing, and most likely to serve as a stable triage target for related custom-model loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load around custom auto classes, but one is about read-only permissions during `save_pretrained` and the other is about loading the wrong custom module; different failure modes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with PEFT/LoRA and the other is a hard prohibition in eval mode; not the same bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`torch.device('meta')` loading breakage and Strix Halo mmap OOM are unrelated loading/memory issues." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to Qwen3.5 RLHF NaN/SDPA fallback instability." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra-state save/load handling and mmap-induced OOM are different code paths and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in Jupyter and Trainer checkpoint-resume step counting are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma-4 FSDP2 `shared_kv_states` KeyError are distinct attention/training failures." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict config loading for granite_speech are different issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "These are the same underlying bug: `resize_token_embeddings` does not update all tied output/decoder embedding weights, with 45335 being the T5Gemma-specific manifestation." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and failure to load a different model are not the same defect." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and `extra_state` save/load handling are separate regressions." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and NemotronH checkpoint loading are unrelated model-specific loading bugs." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and `meta`-device loading breakage are different execution paths." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility concerns are broader and not the same as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Qwen video-input regression and Gemma-4 FSDP2 attention state bug do not share the same failure mode." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue and a PagedAttentionCache linear_attention crash are not the same underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading failures are different model-loading problems." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "`base_model_prefix` loading regression and Jupyter notebook custom-model initialization breakage are related only at a very broad level, not the same concrete bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about `return_all_scores` docs drift and the other about removed pipeline tasks; different content." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compilation failure are different errors." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a MoE-model regression in dev0 and the other is a specific weight-shape mismatch; too different to merge as one bug." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 `shared_kv_states` reconstruction are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45663", + "accept": false, + "reason": "Qwen3 MoE loading/conversion and Gemma-4 training KeyError are different model families and code paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask/shape IndexError are distinct runtime failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export.export` failing for `torch_compilable_check` models and Perceiver resize/interpolation failure are different issues." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs and `ModelOutput` key assignment behavior are not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and tokenizer loading failure for a different model are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different memory problems." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM output regressions are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on GPT-OSS and LoRA gradient checkpointing issues do not share a concrete code path." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage deserialization error and non-template-node compilation error are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 input-embedding unpacking in TRL SFT trainer are different failures." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but different symptoms and likely different fixes; not enough to treat as one duplicate pair." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention failure on torch>=2.9 are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The broad anchor choice is plausible from the packet, and the soft-edge verdicts avoid overclaiming; the only accepted pair (45292/45335) is well supported by the titles and reasoning." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -855,12 +2201,12 @@ "component_count": 14, "review_unit_index": 7, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:32090", "issue:34567", @@ -875,6 +2221,7 @@ "issue:43377", "issue:43404", "issue:43421", + "issue:43425", "issue:43452", "issue:43482", "issue:43541", @@ -889,7 +2236,6 @@ "issue:43825", "issue:43883", "issue:43957", - "issue:43994", "issue:44164", "issue:44206", "issue:44220", @@ -899,7 +2245,6 @@ "issue:44488", "issue:44530", "issue:44534", - "issue:44610", "issue:44756", "issue:44811", "issue:44849", @@ -909,9 +2254,12 @@ "issue:45084", "issue:45325", "issue:45507", - "issue:45584" + "issue:45584", + "issue:45685" ], "soft_pairs": [ + "issue:36032|issue:43452", + "issue:43425|issue:45685", "issue:32090|issue:39404", "issue:44991|issue:45081", "issue:43883|issue:44488", @@ -921,10 +2269,10 @@ "issue:44488|issue:45081", "issue:44164|issue:44479", "issue:43611|issue:43644", - "issue:44811|issue:45584", "issue:44488|issue:44987", "issue:44206|issue:44220", "issue:43883|issue:44991", + "issue:44811|issue:45584", "issue:34567|issue:40444", "issue:43716|issue:45084", "issue:42947|issue:44756", @@ -943,32 +2291,243 @@ "issue:44987|issue:44991", "issue:43262|issue:43377", "issue:43646|issue:44534", - "issue:45084|issue:45507", - "issue:43994|issue:44610", - "issue:43645|issue:44534" + "issue:45084|issue:45507" ], - "prepared_review_unit_hash": "2dfe3f9fd14a273a6a30a533279016d34c90ff9b5373c57c8a60093da85a785c", + "prepared_review_unit_hash": "06710f3aad28d77b461c8f6535922f36a922856b5f940d3f0c6329960f2092f0", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38012, - "estimated_input_tokens": 9503, - "estimated_eval_tokens": 19262 + "serialized_chars": 37937, + "estimated_input_tokens": 9485, + "estimated_eval_tokens": 19226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated, with many being separate Transformers v5 regressions or model-specific bugs rather than duplicates. No soft edge looks like the same underlying defect.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the v5/custom-model initialization regression theme, while the others are narrower and model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the strongest single anchor for this cluster because it describes a general Transformers v5 initialization break, which is closer to the repeated broad regressions than the other, more specialized reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token conflict and gguf_file loading failure are different code paths." + }, + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Torch version incompatibility and an MPS histogram type error are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast NoneType error and Whisper return_language pipeline bug are distinct." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Generic tokenizer load failure and Mistral regex patch crash are separate failures." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and model-loading failure for sleng-bert do not match." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading regression and extra_state save/load handling are different issues." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity quality regression and runtime post-processor update bug are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag break are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures for different models and mechanisms." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization of extra_state and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base model prefix loading break and junk non-persistent buffers are distinct regressions." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two separate model-loading failures for different repositories and causes." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center argument in feature extractor and fbank extraction issue differ." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights attribute and tokenizer loading failure are not the same bug." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Skip_special_tokens handling and empty-transcription generation failure are different Whisper bugs." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter bug and multi-image iterable dataset failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-compilation error are different code paths." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "LoRA gradient checkpointing and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is buffer serialization and the other custom initialization." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache group-type crash differ." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve loading, but gguf_file path break and Qwen2.5-GGUF v5 failure are distinct." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different repository load failures with no shared underlying mechanism shown." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 special-token method conflict and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map offload failure and Qwen2.5-GGUF loading break are different problems." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error and template compilation error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config failure and PagedAttentionCache linear_attention crash are different." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index bug are separate model regressions." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Whisper return_language regression and pipeline translation error-message issue are not the same." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weights and inconsistent serialization are related broadly but not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict and Jupyter custom-model initialization break are different failures." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Two separate model/tokenizer loading failures for different checkpoints." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio sampling-rate default and MIMI batching/padding-mask issue are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization break and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method are distinct bugs." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -982,18 +2541,17 @@ "component_count": 14, "review_unit_index": 8, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:36032", "issue:40444", "issue:40990", "issue:41553", - "issue:41720", "issue:42175", "issue:42915", "issue:43296", @@ -1002,16 +2560,17 @@ "issue:43377", "issue:43404", "issue:43421", - "issue:43425", "issue:43531", "issue:43540", "issue:43582", "issue:43611", "issue:43632", + "issue:43645", "issue:43742", "issue:43818", "issue:43819", "issue:43856", + "issue:43994", "issue:44062", "issue:44079", "issue:44220", @@ -1039,10 +2598,12 @@ "issue:45663" ], "soft_pairs": [ + "issue:43994|issue:44610", + "issue:43645|issue:44534", "issue:41553|issue:43582", "issue:43322|issue:43540", - "issue:45216|issue:45357", "issue:44403|issue:45081", + "issue:45216|issue:45357", "issue:43377|issue:43819", "issue:44451|issue:45081", "issue:44220|issue:44683", @@ -1055,47 +2616,237 @@ "issue:44062|issue:44987", "issue:43296|issue:43531", "issue:42915|issue:44291", - "issue:40990|issue:44811", "issue:43611|issue:44534", + "issue:40990|issue:44811", "issue:36032|issue:43742", "issue:43317|issue:43856", "issue:40444|issue:45325", "issue:44079|issue:45663", "issue:43421|issue:44568", - "issue:42175|issue:45542", "issue:43531|issue:44877", - "issue:43632|issue:44534", + "issue:42175|issue:45542", "issue:42915|issue:44589", - "issue:43818|issue:45357", - "issue:36032|issue:41720", - "issue:43425|issue:44403" + "issue:43632|issue:44534", + "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "82faf983d2d911eb4addc65e3edfb38486ce74daa6c4f703885f4f24fd21f641", + "prepared_review_unit_hash": "fabbf2a8ad191c5a028eea1412dd2fc32d6370f9c8bafd70d161339d8e6f1551", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36677, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "Mostly a heterogeneous bag of Transformers regression reports. Most soft pairs are only superficially similar by subsystem; the only clear duplicate-like subgroup is the Qwen3.5 `save_pretrained` checkpoint corruption reports.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45216 is the broadest/earliest concrete report of the Qwen3.5 `save_pretrained` regression, and issue:45357 reads like a later, narrower follow-up about the same corrupted-save problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative of the cluster\u2019s one real duplicate family because it captures the concrete `save_pretrained` checkpoint bug in a way that can subsume the later visual-encoder-key symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are model-quality/loading complaints, but they involve different models and different failure modes; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Both relate to v5 model behavior, but one is notebook/custom-model initialization and the other is non-persistent buffer state; different code paths." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer-loading error vs Apple Silicon allocator warmup TypeError; unrelated issues." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video model failures, but the affected models and crash paths differ." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs a Mistral tokenizer patch crash; not the same underlying defect." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report Qwen3.5 `save_pretrained` producing incorrect checkpoints; the later one is a narrower symptom of the same save-path bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs DAC latent/STE mismatch; unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures with no shared concrete code path." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue vs compiled flex_attention regression; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure vs OmDet processor size mismatch; different bugs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight tying bug in Mistral3 conditional generation vs LoRA merge collapse after vocab extension; similar theme, different defect." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` regression vs mmap OOM on Strix Halo; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 config failure vs template-node compilation error; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "General loading failure for a specific model vs tokenizer backend patch crash; not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen vision/video regressions, but one is a broad video-input regression and the other is a still-image rope-index scaling bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer `AddedToken` argument conflict vs a model-loading failure for a specific repo; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure vs Qwen3-MoE sliding-window issue; different models and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both mention newer-transformers/loading regressions, but the FP8 config issue and `_is_hf_initialized` init_empty_weights error are distinct." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is `base_model_prefix` loading and the other is buffer initialization; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity on gpt-oss-20b vs Whisper `batch_decode` special-token handling; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer `add_special_tokens` conflict vs MobileLLM key error; different tokenizer/model-loading paths." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "GPU/CPU offload dequantization failure vs Qwen3 MoE training memory usage; not the same issue." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure vs Qwen2.5-VL temporal position scaling; unrelated multimodal bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "`ModelOutput` key assignment bug vs Gemma4 FSDP2 shared-kv-state KeyError; different code paths." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "TokenizersBackend runtime special-token refresh vs tokenizer not adding BOS/EOS; related theme but different concrete defects." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding window issue vs strict config preventing granite_speech load; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend dependency issue vs tensorboard-without-TF backend error; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3MoE FP8 config failure vs missing Float8 storage type; separate low-level issues." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "`_is_hf_initialized` flag regression vs non-persistent buffer junk; different failures." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug vs Qwen3.5 checkpoint-save regression; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:45216 \u2194 issue:45357, is well supported by the titles and dates as the same Qwen3.5 save_pretrained regression with a narrower later symptom. The remaining soft pairs are appropriately rejected as unrelated or only superficially similar." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1105,21 +2856,23 @@ "component_count": 14, "review_unit_index": 9, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:33666", "issue:35707", + "issue:36032", "issue:40444", "issue:41720", "issue:42175", "issue:42915", "issue:43296", "issue:43377", + "issue:43425", "issue:43454", "issue:43482", "issue:43525", @@ -1129,7 +2882,6 @@ "issue:43632", "issue:43644", "issue:43646", - "issue:43701", "issue:43749", "issue:43792", "issue:43828", @@ -1161,8 +2913,10 @@ "issue:45538" ], "soft_pairs": [ - "issue:44683|issue:45020", + "issue:36032|issue:41720", + "issue:43425|issue:44403", "issue:44829|issue:45479", + "issue:44683|issue:45020", "issue:33666|issue:40444", "issue:43482|issue:45538", "issue:44403|issue:44991", @@ -1178,9 +2932,9 @@ "issue:40444|issue:45381", "issue:44265|issue:45072", "issue:45325|issue:45381", - "issue:43611|issue:43646", "issue:43632|issue:45072", "issue:41720|issue:45081", + "issue:43611|issue:43646", "issue:43531|issue:44291", "issue:43994|issue:44898", "issue:43454|issue:44466", @@ -1189,36 +2943,232 @@ "issue:42915|issue:43482", "issue:43526|issue:43883", "issue:43828|issue:44683", - "issue:43792|issue:43957", - "issue:43701|issue:45325", - "issue:43881|issue:44991" + "issue:43792|issue:43957" ], - "prepared_review_unit_hash": "d855b9291f7a25b4e3a7250327812315c68788ca595487fcda3d2775145e076e", + "prepared_review_unit_hash": "7e81cc2584e3c2dd5708492bb7df9ef4a5712eecd040f7bd31660ecf4b6497c5", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36418, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "analyst_result": { + "summary": "This cluster is best understood as a broad set of Transformers v5 regression reports, mostly around model loading/initialization and related compatibility issues. Most pairs are only thematically similar, not clearly the same bug. One soft pair (43611/43646) looks plausibly like the same custom-model initialization regression, but the evidence is still approximate.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45020 is the best open umbrella for the recurring v5 loading/init regressions, especially around remote_code and custom model paths, even though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest representative issue because it is open, broad, and matches the dominant cluster theme of recent-version loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: T5 tokenizer loading error vs Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated: torch version compatibility vs noisy loading output." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are sequence-classification problems, but the failure modes differ and don\u2019t look like one underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different subsystems: compiled flex_attention on torch >= 2.9 vs broad model-loading regressions." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen2.x-VL finetuning, but the model/setup and failure modes are different." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different loading/tokenizer issues for unrelated models." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer loading failure; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different runtime failures: Whisper run failure vs float8 storage lookup error." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Both concern model state/buffers, but the concrete bugs are different." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to iterable-dataset multi-image finetuning." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching-related, but padding-mask correctness and sliding-window NaNs are distinct issues." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Unrelated model/version loading failure vs missing pad_token_id attribute." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs ModelOutput key bookkeeping are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Meta/init loading error vs float8 storage-object lookup error are not the same root cause." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate regressions." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model loading failures affecting different models." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen2.5-VL area, but multi-image finetuning and video position-id bugs are different failures." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/compilable-check failure is unrelated to the bfloat16 dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL position ids, but still-image temporal scaling and video vision_position_ids are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized/meta-init regression is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during Qwen3 loading is unrelated to the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": true, + "reason": "Both describe Transformers v5 breaking custom model loading/initialization paths, so they plausibly share the same underlying regression." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights/_is_hf_initialized." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures on different architectures and code paths." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but the concrete behavior differs and doesn\u2019t clearly indicate one bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend installation issue vs model loading failure in vLLM; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different OOM contexts with different models and causes." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image-processor label reduction bug vs tied-weights attribute error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention failure are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper run failure vs meta-device loading regression; different failure modes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The main cluster theme is grounded, but the response overstates certainty by referring to \"true duplicates\". The packet only supports broad thematic similarity from titles/bodies and soft similarity scores, not duplicate-level evidence. The one accepted pair (43611/43646) is plausibly related, but the evidence is still only approximate. Please keep the verdicts more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1228,12 +3178,12 @@ "component_count": 14, "review_unit_index": 10, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:34634", "issue:35707", @@ -1253,6 +3203,7 @@ "issue:43577", "issue:43606", "issue:43632", + "issue:43701", "issue:43708", "issue:43720", "issue:43746", @@ -1284,30 +3235,32 @@ "issue:45684" ], "soft_pairs": [ + "issue:43701|issue:45325", + "issue:43881|issue:44991", "issue:43262|issue:43746", "issue:40990|issue:45584", - "issue:43632|issue:45563", "issue:43317|issue:43873", + "issue:43632|issue:45563", "issue:34634|issue:35707", "issue:44291|issue:44877", "issue:43606|issue:44265", "issue:44186|issue:44265", "issue:44610|issue:45325", "issue:35707|issue:41720", - "issue:43606|issue:43819", "issue:43454|issue:43550", + "issue:43606|issue:43819", "issue:43377|issue:44898", "issue:43377|issue:44610", "issue:43454|issue:45072", - "issue:45632|issue:45684", - "issue:44466|issue:45357", "issue:39692|issue:40444", "issue:43749|issue:44534", + "issue:44466|issue:45357", "issue:43454|issue:43720", "issue:43792|issue:44683", "issue:43296|issue:44991", "issue:43296|issue:44877", "issue:41720|issue:43322", + "issue:45632|issue:45684", "issue:43526|issue:43881", "issue:43404|issue:45357", "issue:41720|issue:44977", @@ -1316,28 +3269,235 @@ "issue:43873|issue:44756", "issue:43577|issue:43708" ], - "prepared_review_unit_hash": "98212e40a347b0ff2795e8bdddb31abc6c92192526c76356f75bccc72ccf9032", + "prepared_review_unit_hash": "31b6e67eb407ea8bb552ff344a54b5ed6c3b7fe2b8fddb3e66091062a1f3e067", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36688, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37812, + "estimated_input_tokens": 9453, + "estimated_eval_tokens": 19162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No convincing duplicates here: the soft pairs mostly share a broad subsystem or model family, but not the same concrete bug/change path. I would not merge any of the candidate pairs, and there are no PRs in this set.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43873 is the best representative of the set because it is a current, broadly scoped, still-open offloading/quantization bug with active discussion and references; the rest are narrower, unrelated regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is also the strongest standalone issue: clear symptom, broad impact, and unresolved state make it the most useful canonical bug report here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint-resume key mismatch vs Qwen2.5-VL rope-index scaling; different code paths and symptoms." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure for glm-4v-9b vs tokenizer loading failure for est-roberta; unrelated model/component bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT local-checkpoint loading bug; not the same issue." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on WikiText-2 vs empty-transcription generation failure after align_special_tokens; different failure modes." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading regression; not clearly the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "_is_hf_initialized breakage in v5 vs a stale generate() warning; unrelated behavior." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset bug vs progressive generation with inputs_embeds/past_key_values; different subsystems." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized constructor issue vs strict config loading failure; distinct root causes." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small vs torch.export incompatibility with torch_compilable_check; not the same code path." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crash vs torch.export failure; unrelated components." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor image-size mismatch vs temporal position-id scaling; both multimodal, but separate bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation issue vs auto device-mapping cuda assert; different execution failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying bug vs torch.compile/SDPA failure; not the same underlying problem." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device-mismatch under CPU offload vs DAC from_latents/STE mismatch; different model logic." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching/padding-mask discrepancy vs Perceiver non-default-resolution failure; distinct issues." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs OmDet-Turbo processor/model size mismatch; unrelated bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying bug vs dtype mismatches in SwitchTransformers/TimmWrapperModel; different defect classes." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors vs Qwen2.5-VL finetuning with IterableDataset and multiple images; not the same change." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression vs non-persistent buffer junk-fill regression; separate initialization/loading bugs." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization depending on device vs Qwen3.5 visual-encoder keys saved incorrectly; both save_pretrained-related, but not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight-tying bug in Mistral3/AyaVision-style generation vs packed-weight unpacking during accelerate loading; different models and paths." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure vs compiled flex_attention failure on torch >= 2.9; unrelated components." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure vs tokenizer loading failure for a different model family; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Model load failure for PaddleOCR-VL vs strict config preventing granite_speech loading; different root causes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert vs Llava Next segfault on load; both multimodal loading problems, but not the same underlying failure." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models vs read-only permissions propagation in save_pretrained; filesystem issues, but distinct." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs model loading failure for glm-4v-9b; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head tying bug in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different model families and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-mapping cuda assert vs flash-attention generation issue; both Qwen3.5-related but not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash from str.to() misuse vs Gemma4Processor missing _tokenizer; separate serve-time failures." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs dtype mismatches in inference; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading bug vs disabling mmap on Strix Halo to avoid OOM; different memory-management problems." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug vs trainer max_steps miscalculation on checkpoint resume; separate training/load behaviors." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -1351,12 +3511,12 @@ "component_count": 14, "review_unit_index": 11, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:30064", "issue:33357", @@ -1425,8 +3585,8 @@ "issue:44292|issue:44479", "issue:43388|issue:45059", "issue:44186|issue:44361", - "issue:43540|issue:43782", "issue:42915|issue:43322", + "issue:43540|issue:43782", "issue:41720|issue:43873", "issue:36010|issue:42617", "issue:45406|issue:45464", @@ -1441,32 +3601,242 @@ "issue:44625|issue:45479", "issue:44368|issue:45357" ], - "prepared_review_unit_hash": "20158e278eb0700719c43d00fb59a19b1f1eb4bb6ee3a868207d8d62823c2bec", + "prepared_review_unit_hash": "cedad397103b77d6772af1cd327c122aa97105e348672104bce778f4bbe15736", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36918, - "estimated_input_tokens": 9230, - "estimated_eval_tokens": 18716 + "serialized_chars": 36916, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issues; only one pair looks like a true duplicate (`Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False`).", + "confidence": 0.9, + "canonical_issue_reason": "Issue #44514 is the best canonical issue because it is the earlier, more established report of the exact same batched `apply_chat_template` crash as #44545.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44514 is the strongest representative for the cluster only because it is a clear exact-duplicate candidate; the rest of the items do not form a coherent duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different failures in different contexts: `3d_parallel.py` runtime vs Qwen3Moe FP8 config loading. Same broad area is not enough." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both involve config/tokenizer loading behavior after v5, but they describe different models and different breakages." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision/image-related, but one is an OmDet-Turbo input-size mismatch and the other is Perceiver interpolation behavior; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "One is a torch.compile + SDPA failure, the other is accelerate loading of packed BitNet weights; unrelated code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss signature mismatch vs Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5 and input handling, but one is a video-input regression and the other is TRL SFT unpacking of embeddings." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer `compute_loss` API mismatch has nothing to do with `3d_parallel.py` execution." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are input/padding-related, but one is tokenizer batching/NER crashes and the other is processor output resolution mismatch." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT MLM predictions and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-field issues, but `Gemma3TextConfig` API discrepancy and GPTNeoX rotary_pct reload are different parameters and behaviors." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs dequantized model offload load failure are different issues." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are loading/runtime failures with offload/SDPA themes, but they affect different models and different mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and `3d_parallel.py` failure are not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a missing `pad_token_idx` in StableLmConfig." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention model parallelism / MoE, but one is an A800 CUDA assert with auto device mapping and the other is TP not working for GPT-OSS MoE." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "NVFP4 runtime error and video-input regression are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bbox weird behavior are different bugs in different subsystems." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer padding/NER crash vs MLukeTokenizer task AttributeError are different tokenizer bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are unrelated model-loading problems." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and Qwen3VL weight_only loading error are different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping is not the same as a general offloading/quantization behavior report." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing `GenerationMixin` and running `3d_parallel.py` are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` and Qwen3.5-0.8B streaming chat/completions failure are different processor/runtime issues." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer loss API mismatch vs Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with a community CLIP model and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs and outdated pipeline task docs are both documentation issues, but not the same change." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact title and same crash scenario (`apply_chat_template` on batched input with `padding=False`), so these are duplicates." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and GraniteSpeech PEFT/local-checkpoint loading failure are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps in Image Processor and BarkProcessor `voice_preset` are different processors and different failures." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and BitNet packed-weight unpacking during accelerate loading are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "SDPA/torch.compile failure and tokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and a classification zero-loss regression are related only by classification config, not the same underlying issue." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings` in LoRA fine-tuning and incorrect visual encoder keys saved by `save_pretrained` are different config/save behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate pair, #44514/#44545, is well supported by the near-identical titles and matching crash scenario, and the other soft-edge rejections are appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1476,12 +3846,12 @@ "component_count": 14, "review_unit_index": 12, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:34567", "issue:34634", @@ -1535,17 +3905,17 @@ "issue:43421|issue:43927", "issue:43606|issue:43653", "issue:34567|issue:35707", - "issue:42886|issue:44843", "issue:43421|issue:43653", + "issue:42886|issue:44843", "issue:34634|issue:41720", "issue:44062|issue:44451", - "issue:43782|issue:45381", "issue:44898|issue:45072", + "issue:43782|issue:45381", "issue:44451|issue:44991", "issue:44077|issue:44625", "issue:44987|issue:45042", - "issue:43994|issue:44671", "issue:43421|issue:44186", + "issue:43994|issue:44671", "issue:43531|issue:44589", "issue:44918|issue:44936", "issue:39692|issue:44610", @@ -1554,28 +3924,28 @@ "issue:43525|issue:43531", "issue:43596|issue:44220", "issue:43618|issue:43697", + "issue:39692|issue:43873", "issue:45183|issue:45479", "issue:43746|issue:45381", - "issue:39692|issue:43873", "issue:43746|issue:43873", "issue:40444|issue:43746", "issue:44220|issue:44661", "issue:43540|issue:44008" ], - "prepared_review_unit_hash": "00d3574d1b759905b713a26853d98f8911847d8e36bc3029783f3b72fbc00d22", + "prepared_review_unit_hash": "57b2dc7a0130ca8c4c5c5324d0893943a22c8aa7c75c09efa451ad6c99267462", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36042, + "serialized_chars": 36041, "estimated_input_tokens": 9011, "estimated_eval_tokens": 18278 }, @@ -1583,11 +3953,173 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "These items are mostly unrelated standalone bugs. The only strong duplicate-like match is the offline tokenizer/cache regression pair around `HF_HUB_OFFLINE` and `_patch_mistral_regex`; the rest are broad subsystem similarities at most, not the same underlying defect.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report for the offline tokenizer cache failure: it identifies the exact `_patch_mistral_regex` / `model_info()` call that breaks `HF_HUB_OFFLINE` and best anchors the duplicate set with 42886.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest standalone issue here: specific, reproducible, and directly tied to a concrete code path, making it the best issue to keep as the representative bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer-related token metadata, but one is runtime post-processor updates and the other is save/load loss of custom token IDs leading to generation errors; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to BigBirdTokenizer mask-token registration and empty decode output." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer state token counting and progressive generation with `inputs_embeds`/`past_key_values` are separate training vs generation issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizer special-token handling, but one is about runtime post-processor refresh and the other is a tokenizer-specific missing special-token registration; not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "These describe the same offline tokenizer-loading failure: generic cache/offline breakage versus the specific `_patch_mistral_regex`/`model_info()` cause." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument collision is a different tokenizer construction bug than failing to load a specific model checkpoint/tokenizer." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size interpolation failure and bfloat16 dtype mismatch in other models are unrelated issues." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen-VL family reports, but one is a `from_pretrained` weight loading failure and the other is a video position-id bug; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions for different models, but the titles point to distinct failures and no shared concrete bug is evident." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer `post_init` policy and Qwen3.5 `num_labels` propagation are unrelated configuration issues." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "SFT input-embedding unpacking and `trainer.evaluate()` after `trainer.train()` are different trainer failures." + }, + { + "left": "issue:39692", + "right": "issue:45042", + "accept": false, + "reason": "SigLIP2 doc example problems and PIL backend processor `torchvision` dependency regressions are separate issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient blow-up are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention `fix_mistral_regex`, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec/ warning regression; too different to merge as one bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4 `pad_token_id` missing and Qwen3-MoE `sliding_window` behavior are unrelated model config issues." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing failure and `_torch_extract_fbank_features()` are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions output regression and RTDetrV2 differing outputs in v5 are separate model behavior changes." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example failures and quantization/offloading behavior are not the same underlying defect." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR error messaging and single-label classification zero-loss behavior are different bugs across different model classes." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Local PEFT checkpoint loading and Qwen2.5-VL video position IDs are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Adapter loading from checkpoints and offloading with quantization are different failure modes." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure and GraniteSpeech PEFT local checkpoint loading are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and `add-new-model-like` failing in tokenizer mapping are different subsystems and bugs." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Gemma3n variable-name collision with `audio_mel_mask` are distinct multimodal-forward bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only strong duplicate-like link is the offline tokenizer/cache regression around issues 42886 and 44843; the rest are reasonably treated as separate bugs based on their titles and described failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1597,12 +4129,12 @@ "component_count": 14, "review_unit_index": 13, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:30064", "issue:36010", @@ -1654,58 +4186,241 @@ "issue:45685" ], "soft_pairs": [ - "issue:43335|issue:43756", "issue:43720|issue:43819", + "issue:43335|issue:43756", "issue:43716|issue:44008", "issue:43653|issue:43720", "issue:30064|issue:36010", "issue:44062|issue:44488", "issue:44843|issue:45081", "issue:43421|issue:44811", - "issue:44186|issue:44898", "issue:43322|issue:45685", + "issue:44186|issue:44898", "issue:43577|issue:43818", - "issue:43643|issue:44877", "issue:43550|issue:45072", "issue:43531|issue:43643", + "issue:43643|issue:44877", "issue:43550|issue:43927", "issue:43540|issue:45381", "issue:44448|issue:44671", "issue:43644|issue:43749", - "issue:44561|issue:45020", "issue:43825|issue:43994", "issue:43782|issue:44977", "issue:43653|issue:43819", + "issue:44561|issue:45020", "issue:43577|issue:43582", "issue:43825|issue:43827", "issue:43550|issue:43819", - "issue:44186|issue:44442", "issue:44821|issue:45084", + "issue:44186|issue:44442", "issue:41720|issue:44991", "issue:44485|issue:44509" ], - "prepared_review_unit_hash": "c39f36141a13cb02ae4245655f3116b696c0258dcb992fcee4c7c0ae9e88e589", + "prepared_review_unit_hash": "38b9d524bf26b08eaecdc95a31d150e72244f9fa8c7ab8fc24f1c7faa0179f60", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36521, + "serialized_chars": 36524, "estimated_input_tokens": 9131, "estimated_eval_tokens": 18518 }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair is close enough to merge as a true duplicate; most are only loosely related by subsystem, model family, or a broad v5 regression theme. The best umbrella issue is the broad remote_code regression report, while there is no PR to nominate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45020 is the strongest umbrella candidate: it explicitly summarizes the broader 'remote_code' regression family and can subsume several narrower loading/configuration reports better than the model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most useful global anchor because it is broad, open, and likely to capture the shared regression class behind multiple remote_code-related complaints without overfitting to one model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and different failure modes; one is accelerate weight unpacking, the other is a DAC STE/forward mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Unrelated model families and bugs; sparse-layer creation is not the same issue as RoPE layer dropping." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different architectures and code paths; image preprocessor dtype mismatch is unrelated to a Gemma 3n forward variable collision." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and packed-weight loading are unrelated failure modes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely different subsystems: image processor segmentation handling vs an import error for GenerationMixin." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both concern tokenizers, but one is an AddedToken constructor conflict and the other is a tokenizer load failure for a specific model." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but the bugs differ: offline model_info access vs backend_tokenizer attribute access." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor update logic and Whisper batch_decode skip_special_tokens are different code paths and symptoms." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A Llava Next segfault and an MPS histogram dtype error are unrelated issues." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different tokenization/layout bug versus image classification interpolation bug; only broad vision-input context overlaps." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing are unrelated failures." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA instability and bfloat16 dtype mismatch are not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are distinct problems." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different model bugs: compile/SDPA versus saved token IDs causing generation IndexError." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen model variants and different tensors/position-id logic." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 regressions, but the affected models and outputs are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM-efficient loading are separate issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs mismatch about removed pipeline tasks; the other is a model output quality problem." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model variants and different generation failures; not the same code-path bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent decoding mismatch are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related by remote_code regressions, but 44561 is a specific removed-function breakage while 45020 is a broader umbrella report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype handling and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One report is runtime messaging; the other is stale documentation. Same theme, different artifact and fix." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model bugs and different code paths; compile/SDPA is not the same as DAC STE handling." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading issues, but for different tokenizers and different failure mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and errors: cuda assert during device mapping vs tokenizer loading failure." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion and docs referencing removed pipeline tasks are unrelated." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -1719,12 +4434,12 @@ "component_count": 14, "review_unit_index": 14, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:30064", "issue:34634", @@ -1786,13 +4501,13 @@ "issue:44610|issue:45072", "issue:44060|issue:44368", "issue:45081|issue:45406", - "issue:43749|issue:44291", "issue:43653|issue:44671", + "issue:43749|issue:44291", "issue:43720|issue:45072", "issue:43526|issue:43697", "issue:43582|issue:44857", - "issue:43262|issue:43819", "issue:43526|issue:44554", + "issue:43262|issue:43819", "issue:43329|issue:45600", "issue:43653|issue:44912", "issue:45084|issue:45538", @@ -1806,14 +4521,14 @@ "issue:43854|issue:44977", "issue:43746|issue:44811" ], - "prepared_review_unit_hash": "c43e2b4859911fcd1d1251a86153220cd5195e78440c22e7be9f6e1b0cd68a9d", + "prepared_review_unit_hash": "153d0d9513e28b1882797b93bd8e24a7035c37940c07a55769d6587b9ad703b2", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, @@ -1827,7 +4542,190 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformer bug reports rather than a duplicate set. The soft pairs share broad subsystems at best, but not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and failures: image segmentation map processing vs a trainer method signature change." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Both are runtime errors, but one is a mask indexing shape bug and the other is trainer lifecycle/evaluate behavior." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated model-specific problems: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No substantive overlap; one is a nonsensical issue title, the other is a reproduction of a different upstream bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging issue vs tokenizer regex patch crash; different code paths and symptoms." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice preset handling and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both mention Qwen VL models, but the bugs differ: weight_only loading vs rope index scaling." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor input-size mismatch is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar wording about tied weights, but they describe different warnings and different model/config situations." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different failures in different processors: missing backend_tokenizer attribute vs missing _tokenizer field." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "Tokenizer special-token registration bug vs masked LM prediction regression; not the same defect." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate load is unrelated to a dtype mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output drift are different issues." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are distinct platform-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image processor label reduction bug does not match the MPS attention correctness issue." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs auto_mappings referencing removed configs; different areas entirely." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug is not the same as MXFP4 quantization fallback behavior." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length bug are different tokenizer/template problems." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor preset handling and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but one is special-token insertion and the other is pre-tokenizer override behavior." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "General from_pretrained gguf_file breakage vs a specific tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "MOE weight conversion during accelerate/deepspeed loading is unrelated to multimodal token counting." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 non-pretrained Bert index error and trainer.evaluate after train are different training pipeline failures." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and mechanisms: zero probabilities vs wrong processor image size." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying in AyaVision and dtype propagation in Blip2 are separate loading/model-init bugs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-generation regressions, but they involve different models and distinct failure modes." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skip_special_tokens behavior." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -1841,12 +4739,12 @@ "component_count": 14, "review_unit_index": 15, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:33357", "issue:34567", @@ -1905,58 +4803,262 @@ "issue:44568|issue:45356", "issue:43819|issue:43927", "issue:43720|issue:44610", - "issue:43749|issue:44756", "issue:43550|issue:44912", + "issue:43749|issue:44756", "issue:43262|issue:44811", "issue:43329|issue:44479", "issue:43531|issue:45042", "issue:36010|issue:36331", - "issue:43257|issue:43931", "issue:34567|issue:40990", - "issue:43257|issue:43756", + "issue:43257|issue:43931", "issue:43329|issue:43450", + "issue:43257|issue:43756", "issue:43697|issue:45357", "issue:44987|issue:45538", "issue:44479|issue:45381", "issue:43577|issue:45072", + "issue:43452|issue:43582", "issue:33357|issue:34567", "issue:41720|issue:43540", - "issue:43452|issue:43582", "issue:43927|issue:44912", - "issue:44291|issue:45042", "issue:42915|issue:43742", + "issue:44291|issue:45042", "issue:43540|issue:44560", "issue:43317|issue:45538", "issue:42175|issue:43824", - "issue:42175|issue:44938", - "issue:42915|issue:45538" + "issue:42915|issue:45538", + "issue:42175|issue:44938" ], - "prepared_review_unit_hash": "3e198f2468b26b98f7b18836b0029d4b52688d3b56287fd0e3b0ca0c99acff8d", + "prepared_review_unit_hash": "8c6a7f211da58231de8a97d2e4b3642086fd1016199639d125b980d6d9e83f1c", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37411, - "estimated_input_tokens": 9353, - "estimated_eval_tokens": 18962 + "serialized_chars": 37405, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "Almost all soft pairs are false positives across unrelated bugs. Only issue:44479 and issue:45381 look like the same Qwen video-input regression; the rest should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44479 is the best canonical issue because it is the broadest report of the shared Qwen VL 5.3.0 video-input regression, and issue:45381 reads like a specific manifestation of that same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative of the only plausible duplicate family; it covers the shared video regression more broadly than the more specific symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: Float8 storage import/type error vs PIL backend requiring torchvision." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failure modes: Qwen3 MoE weight conversion/loading vs GPT-oss OOM on load." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc example/model mismatch and quantization failure vs MXFP4 load fallback on gpt-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error vs Jupyter custom-model initialization regression; not the same code-path." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer issues, but one is add_special_tokens/BOS-EOS behavior and the other is codec/warning regression in Kimi-K2.5." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig save/load custom token ID loss." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug is unrelated to gpt-oss-20b MXFP4 quantization loading." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory, but one is FSDP CPU RAM-efficient loading and the other is mmap on Strix Halo OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor issues, but different paths: chat template sampling rate vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both touch video processing, but 43329 is an undefined-helper bug in token counting while 44479 is a broader video-input regression." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and custom trainer compute_loss signature are unrelated issues." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to high perplexity on gpt-oss-20b." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen models and failures: MoE weight conversion vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video token-count helpers vs batched video processor shape error are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading/conversion issue is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 is unrelated to Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast in >=5.1.0 and CLIPTokenizer max-length handling are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen VL video-input regression; 45381 is a specific vision_position_ids symptom of the broader 44479 report." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype preservation and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are distinct issues." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading bug and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP model loading is unrelated to TrainerState num_input_tokens_seen updates." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and Qwen3OmniMoe video ValueError are different failures." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID corruption is unrelated to gpt-oss-20b perplexity." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM-125M key error are unrelated model-loading bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument issue is unrelated to PIL backend torchvision dependency." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video bugs: Qwen3OmniMoe processing ValueError vs Qwen3-vl embedding StopIteration." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map=auto offload/dequantization failure is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow packaging/backends issue is unrelated to Qwen2_5_VL import failure." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max-length are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow optional dependency packaging and Python 3.14 load failure are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted duplicate pair (44479/45381) is well supported by their closely matching Qwen video-regression titles, and the rest of the soft pairs are reasonably separated by distinct failure modes in the issue titles. No evidence is overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1966,12 +5068,12 @@ "component_count": 14, "review_unit_index": 16, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:28282", "issue:29127", @@ -2036,49 +5138,229 @@ "issue:43749|issue:44164", "issue:43756|issue:45325", "issue:36010|issue:42175", - "issue:43643|issue:45375", "issue:28282|issue:29127", "issue:43493|issue:43994", "issue:43742|issue:44291", + "issue:43643|issue:45375", "issue:43582|issue:43782", "issue:44062|issue:45081", - "issue:44484|issue:44704", "issue:34567|issue:36331", "issue:43452|issue:44488", + "issue:44484|issue:44704", "issue:44291|issue:44821", "issue:44792|issue:44964", "issue:43643|issue:44561", "issue:45405|issue:45600", "issue:43688|issue:43749", - "issue:43697|issue:45216", - "issue:45042|issue:45081" + "issue:45042|issue:45081", + "issue:43697|issue:45216" ], - "prepared_review_unit_hash": "e2b419f554c47adc4824aed004b76564ee8aef2f2fc8db0788ce5915391f4766", + "prepared_review_unit_hash": "d32ff7836de0d55fffdbdf55c1b1edaada1e9a692da9316ff962144da09770ee", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36613, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated issues. The only plausible duplicate-like pair is the SigLIP2 implementation mismatch vs. nonsensical-output report; the rest differ by model, subsystem, or failure mode.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43493 is the most root-cause-oriented SigLIP2 report; it describes the HF vs. JAX implementation mismatch that likely underlies the bad-output symptom in issue:43994.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best representative issue because it is specific, technical, and points at the likely underlying defect rather than only downstream symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Different failure modes: AddedToken keyword handling vs tokenizer loading for a specific model." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated subsystems: FP8 config loading vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video inputs, but they target different Qwen model paths and concrete bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Processor label-reduction bug is unrelated to the sequence-classification zero-loss issue." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version pinning are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging complaint vs a model-loading regression for an unrelated checkpoint." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Insufficient evidence that the isolated reproduction of issue 38071 is the same bug as the Qwen2.5-VL position-id regression." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 zero probabilities vs Perceiver image-resolution failure." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "CPU device placement bug in XLNet is unrelated to the flash-attention s_aux=None crash." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing import error is not the same as the Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:43749", + "right": "issue:44164", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and save/from_pretrained extra_state handling are different code paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "RoPE-layer counting issue and Qwen2.5-VL temporal position scaling are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 output-correctness reports; one describes the HF/JAX implementation mismatch, the other the same bad behavior as nonsensical outputs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights unexpected-argument error are different loading failures." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but they affect different APIs and appear to be separate field-propagation bugs." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "AppleSilicon caching allocator TypeError and Qwen3VL weight_only loading error are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken argument conflict is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer compute_loss signature mismatch are different trainer issues." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file handling and a specific checkpoint-loading failure are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Default max_shard_size documentation/behavior question is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different failures; no shared concrete code-path bug is evident." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields and the other is a removed helper breaking model code; not the same defect." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP loading are different bugs in different areas." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL/torchvision backend dependency issue is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are different regressions." + } + ] }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36620, - "estimated_input_tokens": 9155, - "estimated_eval_tokens": 18566 + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted pair, issue:43493 vs issue:43994, is a plausible same-bug duplicate based on the shared SigLIP2/HF-vs-JAX bad-output theme. The other soft-edge rejections are appropriately cautious and do not overclaim evidence." }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2088,12 +5370,12 @@ "component_count": 14, "review_unit_index": 17, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:24643", "issue:28282", @@ -2149,53 +5431,236 @@ "issue:43531|issue:44821", "issue:44514|issue:45290", "issue:44625|issue:44877", - "issue:43452|issue:44843", "issue:43452|issue:43577", - "issue:43653|issue:44568", + "issue:43452|issue:44843", "issue:43688|issue:45440", "issue:43720|issue:44898", + "issue:43653|issue:44568", "issue:43295|issue:45356", "issue:41762|issue:44936", - "issue:43819|issue:44811", "issue:44466|issue:45005", + "issue:43819|issue:44811", "issue:43525|issue:43643", - "issue:44464|issue:44743", "issue:24643|issue:29127", + "issue:44464|issue:44743", "issue:38175|issue:43295", "issue:41720|issue:43906", "issue:43577|issue:43697", "issue:44843|issue:44991", "issue:44361|issue:44442", "issue:43646|issue:43749", - "issue:43653|issue:44361", "issue:28282|issue:32090", + "issue:43653|issue:44361", "issue:28282|issue:33357", "issue:28282|issue:35141", "issue:44479|issue:44936", "issue:44977|issue:45356" ], - "prepared_review_unit_hash": "308f3e433413118e9a3274177bf8dc901d76116bafdc8113d87f66948e0bec70", + "prepared_review_unit_hash": "f32d7b72c53a8ff6227c09624a3b10945b7bf5d9ce8afc997f0290effc452c6b", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36051, - "estimated_input_tokens": 9013, - "estimated_eval_tokens": 18282 + "serialized_chars": 36056, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports; none of the soft pairs look like true duplicates. The broadest and most reusable issue here is the generic v5 custom-model initialization regression.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the most general, umbrella-style regression report in the set; it best serves as a representative issue even though the cluster itself is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest global issue target because it is broad, regression-oriented, and less model-specific than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: MobileLLM loading key error vs float8 storage/type lookup error." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is batched chat-template padding crash and the other is video vision_position_ids regression." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated subsystems: Qwen3-MoE sliding-window behavior vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same general API area, but distinct triggers and code paths: batched padding crash vs tool-call/no-content assistant message crash." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Config propagation bug vs strict config loading failure; not the same underlying issue." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading via gguf_file is different from BLIP2 dtype preservation during load." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading bug is unrelated to the offline model_info/_patch_mistral_regex regression." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both involve MoE models, but the reported problems are different: auxiliary-loss normalization vs native/remote implementation divergence." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to Perceiver interpolation/resolution handling." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs with different symptoms and models; not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load failure is unrelated to trainer.evaluate() failing after training." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a translation-model-specific tied-weights issue; too broad to merge." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on a specific config is not the same as missing fields from trust_remote_code AutoConfig return values." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-dimension runtime error is unrelated to LayoutLMv3 box-information error messaging." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Generation inconsistency with compiled forward is a different code path from recurrent-state reset in modular_qwen3_5.py." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the processor.tokenizer regression." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype remains float32; RTDetrV2 output drift is a different model and bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode model_info call bug is distinct from a tokenizer-loading failure for a specific model." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are different tokenizer issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Generic custom model initialization regression is not the same as FSDP_CPU_RAM_EFFICIENT_LOADING breaking." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-not-found ImportError is unrelated to NoneType being passed to _gpu_broadcast_one." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to a MacOS bus error when loading a CLIP model." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch dependency error is unrelated to tied embedding reinitialization." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Qwen VL video-input regression is unrelated to trainer.evaluate() failing after train." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Flash-attention generation problems and tokenizer codec regression are different bugs." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -2209,12 +5674,12 @@ "component_count": 14, "review_unit_index": 18, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:30064", "issue:32090", @@ -2226,6 +5691,7 @@ "issue:43257", "issue:43262", "issue:43278", + "issue:43295", "issue:43299", "issue:43329", "issue:43334", @@ -2260,7 +5726,6 @@ "issue:44849", "issue:44913", "issue:44977", - "issue:45084", "issue:45325", "issue:45357", "issue:45588" @@ -2275,51 +5740,246 @@ "issue:43329|issue:45325", "issue:44464|issue:44977", "issue:44479|issue:44625", - "issue:43550|issue:44361", "issue:32090|issue:34567", + "issue:43550|issue:44361", "issue:43452|issue:44451", "issue:43504|issue:43720", - "issue:43504|issue:43550", "issue:32090|issue:33666", "issue:43278|issue:43688", - "issue:43504|issue:44610", + "issue:43504|issue:43550", "issue:41720|issue:44464", - "issue:43334|issue:43572", + "issue:43504|issue:44610", "issue:44849|issue:45357", + "issue:43334|issue:43572", "issue:43493|issue:43825", "issue:43756|issue:44913", "issue:43525|issue:43572", - "issue:43262|issue:45084", "issue:43742|issue:44821", "issue:33666|issue:36010", - "issue:43540|issue:43716", + "issue:43262|issue:43295", "issue:43688|issue:43873", + "issue:43540|issue:43716", "issue:43720|issue:43927", "issue:43606|issue:43927", "issue:43257|issue:43299" ], - "prepared_review_unit_hash": "20869d9f24f92c3f30fbe771e55548856cc88b85edbedc7dfd59db9a46bdf89d", + "prepared_review_unit_hash": "04778f566fb84946f6edceac036e65fb66d9407d3b28420c78b88898b88936f0", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36985, - "estimated_input_tokens": 9247, - "estimated_eval_tokens": 18750 + "serialized_chars": 37040, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated bugs in image processors, tokenizers/configs, multimodal model loading, training, and generation. None of the soft pairs look like the same underlying issue, so there is no convincing duplicate canonical here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "One is a void-segmentation image processor bug; the other is a Qwen2-VL multi-GPU training request." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenization regression between versions is unrelated to an isolated reproduction of a different bug." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype retention and flash-attention s_aux handling are different code paths and failures." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "A dtype mismatch in BLIP2 is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DiaConfig token-ID persistence are different defects." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a MobileLLM loading key error." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined variables in multimodal video token counting do not match a still-image RoPE scaling bug." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is distinct from a Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "A video-input regression across VLMs is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "GPU broadcast of NoneType and TrainerState token counting are unrelated trainer issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile + SDPA failure for Bamba is not the same as a tokenizer AttributeError in tasks." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage is a different model-loading path than failing to load a specific model by name." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit semantic-segmentation legacy-field loading and BitNet packed-weight unpacking are separate model-loading bugs." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast and Qwen2-VL multi-GPU training do not describe the same failure." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "A BF16-to-FP32 dtype drift in evaluation is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "These affect different models and mechanisms: preset loading vs compile/SDPA execution." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and chunked-generation inconsistency are different runtime problems." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained loading and OmDet-Turbo processor/model input-size mismatch are not the same issue." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "A hidden-states bug in Qwen3.5 is unrelated to incorrect visual-encoder keys being saved." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and StableLmConfig missing pad_token_idx are similar shape but model-specific, not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer dropout and GPTNeoX rotary_pct reload persistence are different configuration issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Llama4 missing pad_token_id and StableLm missing pad_token_idx are different config fields and models." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "A MobileLLM key error is not the same as failing to load AutoImageProcessor from a URL." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated subsystems." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and processor.tokenizer regression are different processor behaviors." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and offloading-with-quantization are separate issues." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Video processing ValueError in Qwen3OmniMoe is unrelated to a Mistral-3 dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is a different bug from DiaConfig save/load token IDs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE deepspeed conversion and Qwen3-VL loading failures are separate model-loading problems." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -2333,12 +5993,12 @@ "component_count": 14, "review_unit_index": 19, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:29942", "issue:30333", @@ -2402,8 +6062,8 @@ "issue:43756|issue:44479", "issue:45200|issue:45229", "issue:43688|issue:43746", - "issue:43824|issue:44589", "issue:43646|issue:44466", + "issue:43824|issue:44589", "issue:44589|issue:45520", "issue:39692|issue:43295", "issue:44423|issue:44734", @@ -2411,38 +6071,227 @@ "issue:43572|issue:44291", "issue:43504|issue:43606", "issue:43575|issue:45405", - "issue:43504|issue:43653", "issue:43994|issue:44493", + "issue:43504|issue:43653", "issue:43927|issue:44361", - "issue:44792|issue:45405", - "issue:44521|issue:45290", "issue:44464|issue:45584", + "issue:44521|issue:45290", + "issue:44792|issue:45405", "issue:43278|issue:43701", "issue:43606|issue:44112", "issue:29942|issue:30333" ], - "prepared_review_unit_hash": "99f49ff73ed7c771d91ff1dac152d50b5ed31bfcf06d9f39231adf474783cb75", + "prepared_review_unit_hash": "e2de6c8fb60347d13612de5dcba0093652d95410697af045c0845ff73506237a", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36832, - "estimated_input_tokens": 9208, - "estimated_eval_tokens": 18672 + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad similarity bucket, not a duplicate set: it spans unrelated model-loading regressions, tokenizer/config bugs, multimodal serving issues, training/API breaks, and documentation problems. None of the soft pairs looks like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue: the items are too heterogeneous to represent a single duplicate thread.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "Issue 43646 is the broadest compatibility-regression report, but it still does not explain the rest of the items.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different problems: dtype drift between train/eval vs ZeRO-3 gradient inflation; no shared code path." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading/tokenizer code, but one is a specific model load failure and the other is an offline hub lookup bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Doc-example mistakes vs SigLIP2 implementation parity mismatch are different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Multimodal model loading failure vs PEFT version pinning issue; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "HF/JAX SigLIP2 parity bug is not the same as DeepSpeed gradient growth." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading bug vs MLukeTokenizer AttributeError; unrelated subsystems." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training issue vs CustomTrainer API break; different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is video-input processing and the other is flash-attention generation." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs Whisper empty-transcription crash; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44479", + "accept": false, + "reason": "Smollm3 RoPE-layer bug vs Qwen3.5 video-input regression; no common root cause." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids and multi-GPU OOM are different issues." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Aux-loss normalization and PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one breaks initialization and the other serialization; not the same fix." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import vs Float8 storage lookup failure; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage type error vs flash_attn import KeyError on Python 3.13; different failure points." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc-example errors vs processor.tokenizer / image-tokenizer regression; different code paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash vs KV-cache continuation indexing bug; both in serving, but not the same defect." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are 5.0 compatibility breaks, but one is a missing config field and the other is an unexpected init argument." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading and CPU offload device mismatch are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs vs unexpected position-id key errors; different models and symptoms." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy BEiT preset field vs BigBirdTokenizer special-token registration; unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are custom-tokenizer/config failures, but they affect different models and error mechanisms." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled chunked-generation inconsistency vs Whisper empty-transcription crash; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templates, but one corrupts assistant masks while the other crashes on tool-call messages." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure vs PEFT version bump; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Evaluate dtype drift vs resume_from_checkpoint key mismatch; different state-management bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch vs GraniteSpeech CI stale device override test; different models and causes." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failure vs MLflow job-reporting bug; unrelated." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -2456,12 +6305,12 @@ "component_count": 14, "review_unit_index": 20, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:15354", "issue:37428", @@ -2516,9 +6365,9 @@ "issue:44554|issue:45446", "issue:43844|issue:44964", "issue:45084|issue:45520", - "issue:39401|issue:44568", "issue:43232|issue:44849", "issue:43540|issue:45200", + "issue:39401|issue:44568", "issue:43582|issue:44977", "issue:45072|issue:45198", "issue:37428|issue:43957", @@ -2528,34 +6377,34 @@ "issue:43295|issue:44610", "issue:45200|issue:45325", "issue:43493|issue:43701", - "issue:44466|issue:45127", "issue:44898|issue:45412", + "issue:44466|issue:45127", "issue:44792|issue:45563", "issue:43873|issue:44464", - "issue:37428|issue:43824", "issue:43388|issue:43526", + "issue:37428|issue:43824", "issue:43572|issue:44987", "issue:43844|issue:44936", "issue:43824|issue:43975", "issue:43572|issue:43957", "issue:43295|issue:43450", - "issue:44514|issue:44521", - "issue:43295|issue:43873" + "issue:43295|issue:43873", + "issue:44514|issue:44521" ], - "prepared_review_unit_hash": "84162963ca20b5f8cd6aa611d4a52afdc9cad0ab02bf47a2b3fe60b7fe393c7b", + "prepared_review_unit_hash": "471aaffe5bbc9b7546ffaf85021c965d6b4c0fccac5e1d5aed8e82f3527e8003", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36074, + "serialized_chars": 36073, "estimated_input_tokens": 9019, "estimated_eval_tokens": 18294 }, @@ -2563,7 +6412,190 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is heterogeneous: it spans unrelated regressions in model loading, tokenizers, generation, processors, and backend-specific behavior. None of the soft pairs are strong enough to treat as the same underlying bug or change, so there is no safe duplicate canonical here.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "Different subsystems and failures: TorchScript GeneratorExp export vs SigLIP2 zero-probability output." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug and a flex_attention import/version check bug are unrelated code paths." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training is unrelated to Phi-4 multimodal model loading failure." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Jinja/template compilation error and a Python 3.13 flash_attn import KeyError are different problems." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is not the same as a Qwen3.5 hidden-states bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input parsing in Qwen3OmniMoe and Gemma 4 mm_token_type_ids handling are different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to BOS/EOS not being added for mDeBERTa." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch CI issue and Wav2Vec2 save/tokenization failure do not share the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model loading breakage are different initialization issues." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger kernel not applied in model_init is unrelated to a Qwen3.5 hidden-states regression." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs (Qwen3-VL vs Llama4) and are not clearly the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "processor.tokenizer regression in custom model code is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids requirement and Qwen2.5-VL rope index scaling are different multimodal bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights and LoRA merge collapse are not the same code path." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale paged-generate warning are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization offloading and compiled-forward chunked generation are different runtime behaviors." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Gathering tuple labels in metrics and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols: a flash-attention helper vs a Qwen2.5-VL model class." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm pad_token_idx regression and loading physical-intelligence/fast on transformers>=5.1.0 are not the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed gradient growth during training is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing import for Qwen2.5-VL model class and DeepSeek detokenization regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as meta-device loading failures in some models." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Custom model code accessing processor.tokenizer and batched video processor shape issues are different regressions." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Batched apply_chat_template crash with padding=False is different from all-zero assistant_masks for multimodal inputs." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -2577,12 +6609,12 @@ "component_count": 14, "review_unit_index": 21, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:29942", "issue:32090", @@ -2635,22 +6667,22 @@ "soft_pairs": [ "issue:44360|issue:44561", "issue:38175|issue:45412", - "issue:44442|issue:45198", "issue:43295|issue:43994", + "issue:44442|issue:45198", "issue:42915|issue:43824", "issue:43827|issue:43901", "issue:38175|issue:43493", "issue:43278|issue:43856", "issue:44849|issue:45003", "issue:44568|issue:44991", - "issue:43653|issue:44112", "issue:44206|issue:45584", + "issue:43653|issue:44112", "issue:43450|issue:43493", - "issue:44462|issue:44561", "issue:45127|issue:45245", + "issue:44462|issue:44561", "issue:44561|issue:44779", - "issue:43819|issue:45083", "issue:43450|issue:43575", + "issue:43819|issue:45083", "issue:45290|issue:45381", "issue:44610|issue:44857", "issue:44857|issue:45593", @@ -2658,37 +6690,223 @@ "issue:43262|issue:43450", "issue:43278|issue:43825", "issue:37428|issue:43425", + "issue:45200|issue:45588", "issue:44448|issue:44743", "issue:43606|issue:45083", - "issue:29942|issue:32090", - "issue:45200|issue:45588" + "issue:29942|issue:32090" ], - "prepared_review_unit_hash": "d40bb2f989cceb541eb8b5a83b05bc153187753e2ad9b3a3f3bb093226bc8d44", + "prepared_review_unit_hash": "281e1e7cd0ee08aafcbeb672911df05ee32c1fefe6c4a327611ed2d4b1c0d3c5", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35814, - "estimated_input_tokens": 8954, - "estimated_eval_tokens": 18164 + "serialized_chars": 35806, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues spanning models, tokenizers, processors, docs, and training/runtime regressions. The only strong duplicate-looking pair is the two SigLIP2 reports, which both point to the same underlying implementation mismatch.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43493 is the better canonical issue because it describes the broader root problem (HF vs original JAX discrepancy) and can subsume the narrower zero-probabilities symptom reported in issue:38175.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best representative issue for the cluster because it most clearly captures the shared SigLIP2 bug theme and is phrased at the right level of generality.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Unrelated failures: DSA indexer/ReLU discussion versus a v5 trust_remote_code break from a removed helper." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Both mention model behavior, but one is a SigLIP2 correctness issue and the other is an RT-DETR memory-leak problem." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2/processor-style problems, but one is a regression around processor.tokenizer/image handling while the other is nonsensical outputs for AutoModel/pipeline; not the same concrete bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer bugs in different models; no evidence they share the same underlying failure." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different docs pages and different mismatches; not the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Strong match: both report SigLIP2 producing wrong outputs, with one describing the symptom and the other the broader HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: dtype mismatch during eval versus MoE training memory usage." + }, + { + "left": "issue:44849", + "right": "issue:45003", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failure modes." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated audio issues: unsupported feature-extractor arg versus Whisper empty-transcription generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Different subsystems and failures: batched video shape bug versus SigLIP2 output discrepancy." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embeddings collapse and category-count overflow are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the removed is_torch_fx_available helper breakage." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5-related tokenizer/model regressions, but they are distinct code paths and symptoms." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video shape bug and Qwen2-57B TP OOM are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to qwen3_omni_moe feature-extract length behavior." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different issues." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch and float16 CUDA loss crash are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-train bugs: AMP/CUDA crash versus auxiliary-loss omission." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and GraniteSpeech stale device override are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and pipeline error-message/docs issue are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a missing flash-attention helper is unrelated to Torch 2.10 incompatibility." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids handling and flash_attention s_aux=None crash are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Qwen3.5 recurrent-state reset are unrelated model bugs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The lone accepted pair (38175/43493) is a plausible SigLIP2 duplicate, and the other soft-edge rejections are appropriately cautious and well-justified from the issue titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2698,12 +6916,12 @@ "component_count": 14, "review_unit_index": 22, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:29127", "issue:32090", @@ -2722,10 +6940,10 @@ "issue:43606", "issue:43611", "issue:43653", - "issue:43701", "issue:43720", "issue:43723", "issue:43819", + "issue:43927", "issue:43931", "issue:44112", "issue:44292", @@ -2739,7 +6957,6 @@ "issue:44855", "issue:44857", "issue:44977", - "issue:44987", "issue:45072", "issue:45083", "issue:45200", @@ -2752,14 +6969,15 @@ "issue:45520", "issue:45563", "issue:45588", - "issue:45593" + "issue:45593", + "issue:45698" ], "soft_pairs": [ "issue:45310|issue:45478", - "issue:37428|issue:44351", "issue:43335|issue:43550", - "issue:43611|issue:43931", + "issue:37428|issue:44351", "issue:39692|issue:43526", + "issue:43611|issue:43931", "issue:43819|issue:44493", "issue:29127|issue:32090", "issue:45200|issue:45381", @@ -2769,8 +6987,8 @@ "issue:44292|issue:45520", "issue:39692|issue:44493", "issue:43335|issue:45083", - "issue:44855|issue:45083", "issue:43335|issue:43504", + "issue:44855|issue:45083", "issue:38175|issue:44493", "issue:43550|issue:44112", "issue:44568|issue:45491", @@ -2780,42 +6998,251 @@ "issue:40444|issue:43526", "issue:43335|issue:45593", "issue:43720|issue:44112", - "issue:43066|issue:44462", "issue:44448|issue:44977", + "issue:43066|issue:44462", "issue:34689|issue:35141", + "issue:43606|issue:44857", "issue:45372|issue:45588", "issue:44977|issue:45563", - "issue:43606|issue:44857", - "issue:44857|issue:45072", - "issue:43701|issue:45083", - "issue:37428|issue:44987" + "issue:43927|issue:45698", + "issue:44857|issue:45072" ], - "prepared_review_unit_hash": "40e6b39152eeef90cab0f0c8e6dd5b3549c6fe31e89f61e8b6aef8d66746819a", + "prepared_review_unit_hash": "f44fe30636bb554a0ed2f2a08ac066e460e83789ff7984a0732b0e74e0ddbd8e", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "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 unrelated Transformers issues. The only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression pair; the rest are separate bugs across different models/subsystems and should not be merged.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the earlier, more established report of the same Qwen3.5 MoE `from_pretrained` failure; 45478 is an exact duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best representative issue in this cluster because it is a clear duplicate target with the strongest overlap and is better documented than its twin.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same underlying Qwen3.5 MoE `from_pretrained` error; exact duplicate." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failure modes: SwitchTransformers config construction vs Bamba torch.compile/SDPA." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different breakages." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "One is a SigLIP2 docs/example problem; the other is a BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading issues, but one is about `base_model_prefix` and the other is a shape mismatch for a specific model." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: DAC forward/latent mismatch vs position-id key warnings across many models." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated errors in different areas: LayoutLMv3 box validation vs trainer GPU broadcast of None." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal inputs, but one is Gemma 4 token-type defaults and the other is Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Video batch shape handling is unrelated to BeitImageProcessorFast `reduce_labels` behavior." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/config bugs in different models; only broad Transformers similarity." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer/output differences, but they affect different models and are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to the Python 3.13 `flash_attn` import failure." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example errors vs a general position-id key warning are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different BEiT/semantic-segmentation loading bug vs SwitchTransformers sparse-layer config bug." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing error is unrelated to qwen3_omni_moe helper output lengths." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability output issue is not the same as the generic unexpected key warning." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is distinct from a stale GraniteSpeech device override test." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both involve Qwen/Gemma inference issues, but they are different models and distinct failure modes." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to dtype mismatch failures in inference tests." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading regression is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BEiT label reduction." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading issue in BitNet is unrelated to the GraniteSpeech stale device override test." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model regressions: Pegasus output drift vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type migration bug is distinct from AutoTokenizer ignoring repository `tokenizer.json`." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage for Llama 3.2 Vision and embedding reinit on resize are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device mismatch under CPU offload is unrelated to LwDetrImageLoss float16 AMP crashes." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure and flash_attention `s_aux=None` crash are different code paths." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to the stale `num_return_sequences` warning." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load behavior, but one loses custom token IDs in DiaConfig and the other loads the wrong custom module." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP loss crash and bfloat16 dtype mismatch are distinct issues." + } + ] }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38034, - "estimated_input_tokens": 9509, - "estimated_eval_tokens": 19274 + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the duplicate pair 45310/45478 is the only clearly related cluster edge, and the rest of the pair verdicts are conservative in distinguishing different models/failure modes. The summary stays within the packet evidence. Minor wording note: if you want maximum caution, phrase 45478 as a likely/clear duplicate rather than an exact duplicate, but this is still acceptable given the identical titles." }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2825,24 +7252,23 @@ "component_count": 14, "review_unit_index": 23, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:25251", "issue:29942", - "issue:30064", "issue:32090", "issue:33357", "issue:35141", + "issue:37428", "issue:41720", "issue:42915", "issue:42994", "issue:43065", - "issue:43257", "issue:43278", "issue:43329", "issue:43381", @@ -2850,23 +7276,23 @@ "issue:43421", "issue:43550", "issue:43653", + "issue:43701", "issue:43756", "issue:43873", "issue:43976", "issue:43994", "issue:44186", - "issue:44206", "issue:44265", "issue:44361", "issue:44448", "issue:44451", "issue:44466", - "issue:44479", "issue:44493", "issue:44743", "issue:44857", "issue:44871", "issue:44977", + "issue:44987", "issue:45083", "issue:45198", "issue:45229", @@ -2882,10 +7308,12 @@ "issue:45588" ], "soft_pairs": [ - "issue:43976|issue:45440", - "issue:29942|issue:35141", + "issue:43701|issue:45083", + "issue:37428|issue:44987", "issue:43873|issue:44493", + "issue:43976|issue:45440", "issue:43412|issue:45588", + "issue:29942|issue:35141", "issue:43550|issue:45083", "issue:43873|issue:45229", "issue:45245|issue:45563", @@ -2898,44 +7326,224 @@ "issue:44448|issue:44466", "issue:25251|issue:32090", "issue:43065|issue:45412", - "issue:44451|issue:45520", "issue:43653|issue:44743", - "issue:43421|issue:45491", + "issue:44451|issue:45520", "issue:44857|issue:45588", - "issue:44186|issue:45198", + "issue:43421|issue:45491", "issue:43278|issue:43381", + "issue:44186|issue:45198", "issue:43994|issue:45412", "issue:44361|issue:45198", - "issue:44265|issue:45198", "issue:44871|issue:44977", "issue:42915|issue:42994", - "issue:43756|issue:45440", - "issue:44206|issue:44479", - "issue:43257|issue:43278", - "issue:29942|issue:30064" + "issue:44265|issue:45198", + "issue:43756|issue:45440" ], - "prepared_review_unit_hash": "dbdcd74d590aa2f4c9188f6982872aa230071b609a08f07895ca969d00d718cd", + "prepared_review_unit_hash": "bfd7fa36c5613f9bb60176a928eb4ed0dbfe837ee27a8e1e8605265e1edad525", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37068, - "estimated_input_tokens": 9267, - "estimated_eval_tokens": 18790 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36177, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than a true duplicate set: it mixes unrelated bugs across tokenizers, model loading, quantization, export, attention, and training/runtime behavior. All soft edges look like superficial similarity only and should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue stands out; the cluster is too mixed for a reliable duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must anchor the cluster, issue:44987 is the most broadly framed user-facing regression report, but it still does not represent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper bug are different subsystems and failure modes." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but one is a missing flash-attention import symbol and the other is a model-loading failure; not the same code path." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to unexpected position-id key warnings." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python compatibility issue and DeepSeek implementation divergence are unrelated bugs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard/support issue vs flash-attention crash on sink-less models; different paths." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match token-embedding resize reinitialization." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to the qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading bug vs multi-GPU OOM; different root causes." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale num_return_sequences warning are not the same issue." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift and undefined video-branch names are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and Mac bus error with CLIP are different failures." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import dependency breakage is not the same as protobuf-error masking in tokenizers." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma 4 loading, but one is an import-time dependency issue and the other is a missing _tokenizer attribute." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "SAM3 pixel-decoder dummy Conv2d and SigLIP2 nonsensical outputs are different model bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output regression and lm_head.weight serialization inconsistency are different concrete bugs." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d implementation and RT-DETR memory leak are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token decode bug and recurrent-state reset in modular_qwen3_5 are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure vs Python 3.13 flash_attn import KeyError; different causes." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash is unrelated to flash-attention s_aux=None AttributeError." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor update behavior and Gemma3 NaN embeddings from sliding-window attention are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch and gradient-checkpointing eval-mode restriction are different concerns." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation bug do not share a concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized model saving failure are different quantization operations." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are unrelated model-implementation bugs." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -2949,15 +7557,16 @@ "component_count": 14, "review_unit_index": 24, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:29127", "issue:29942", + "issue:30064", "issue:32090", "issue:33290", "issue:33357", @@ -2967,7 +7576,9 @@ "issue:39692", "issue:42915", "issue:43232", + "issue:43257", "issue:43262", + "issue:43278", "issue:43334", "issue:43381", "issue:43388", @@ -2980,19 +7591,16 @@ "issue:43761", "issue:43824", "issue:43931", - "issue:43994", "issue:44079", "issue:44186", "issue:44206", "issue:44279", "issue:44442", "issue:44464", + "issue:44479", "issue:44610", - "issue:44743", - "issue:44811", "issue:44857", "issue:44977", - "issue:45003", "issue:45072", "issue:45103", "issue:45229", @@ -3006,10 +7614,13 @@ "issue:45593" ], "soft_pairs": [ + "issue:44206|issue:44479", + "issue:43257|issue:43278", "issue:44610|issue:45412", - "issue:45103|issue:45372", - "issue:33357|issue:39692", + "issue:29942|issue:30064", "issue:43824|issue:44279", + "issue:33357|issue:39692", + "issue:45103|issue:45372", "issue:45440|issue:45593", "issue:32090|issue:33290", "issue:29127|issue:34567", @@ -3019,44 +7630,218 @@ "issue:43334|issue:43531", "issue:43526|issue:44186", "issue:44464|issue:45491", - "issue:29942|issue:36010", "issue:44977|issue:45245", "issue:29127|issue:33357", + "issue:29942|issue:36010", "issue:29127|issue:35141", "issue:42915|issue:43931", - "issue:43761|issue:44079", "issue:43232|issue:43388", - "issue:43262|issue:44206", + "issue:43761|issue:44079", "issue:43526|issue:44857", + "issue:43262|issue:44206", "issue:44442|issue:45072", "issue:43441|issue:45588", - "issue:43723|issue:45479", - "issue:45003|issue:45440", - "issue:44743|issue:44811", - "issue:43526|issue:43994" + "issue:43723|issue:45479" ], - "prepared_review_unit_hash": "05f3441a8053fc3593a623ab08e5ad2117d2f5a104152554baac0cc778b8a9ae", + "prepared_review_unit_hash": "f9b43e8eec9e5b1c1df3d3e75e161ad316e0849bb95167d8e10685749b72c4bd", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36216, - "estimated_input_tokens": 9054, - "estimated_eval_tokens": 18364 + "serialized_chars": 36210, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "All suggested soft links look like false positives: the paired issues span unrelated regressions across models, tokenizers, training, inference, and docs. No pair appears to describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue exists for this mixed, unrelated set; if one must be chosen, issue:44479 is the clearest standalone regression report with a concrete model-family scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative issue in this set because it has a specific regression description and a well-scoped affected surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "One is a feature-extractor argument crash; the other is a Qwen video-input regression. Different code paths and failures." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Different symptoms: MOE weight conversion/loading with accelerate+deepspeed vs embedding dtype drift between train and eval." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch vs model memory not being released. Distinct bugs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing class export vs generic dependency issue. Not the same import failure." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error for a CLIP model vs documentation example errors. Different problem types." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling vs Gemma4 processor import dependency breakage. Separate failures." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss behavior. Different models and code paths." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError vs deepspeed Adafactor OOM. Not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs TrainerState counter not updating. Unrelated behavior." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs resume checkpoint key mismatch. Different training-state issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration vs AutoTokenizer loading failure for a different tokenizer." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "bf16 dtype mismatch in inference vs multi-GPU CUDA OOM. Not the same underlying issue." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL config vs sliding-window issue in Qwen3-MoE. Different model families and failures." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "ImageProcessor label-reduction bug vs LayoutLMv2 tokenizer NER/padding crash. Distinct preprocessing paths." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings from sliding-window padding. Different mechanisms." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression vs category-count limit error. Completely unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging vs CLIP MacOS bus error. No shared bug surface." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention test breakage vs GenerationMixin import removal/breakage. Unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box validation messaging vs embedding reinit after resize. Different model lifecycle bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3-MoE vs Qwen3-VL shape mismatch at load. Different model types and failure modes." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs metric-gathering label truncation. Different subsystems." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states omission vs ModelOutput key assignment when previous value was None. Related area, but not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label reduction in BEiT fast processor vs CUDA/AMP loss crash in LwDetrImageLoss. Different components." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs LASR feature extractor center-arg crash. Unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer load failure vs bf16 dtype mismatch in inference. Not the same issue." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 vs flash_attention.py crashing on s_aux=None. Both touch flash attention, but different code paths and bugs." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading failure vs zero-loss classification behavior. Different layers of the stack." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -3070,32 +7855,32 @@ "component_count": 14, "review_unit_index": 25, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:33290", "issue:34567", "issue:34689", "issue:35141", - "issue:36010", "issue:39692", "issue:41628", + "issue:42907", "issue:43316", "issue:43381", "issue:43452", "issue:43493", "issue:43525", + "issue:43526", "issue:43575", "issue:43611", "issue:43643", "issue:43646", "issue:43673", "issue:43701", - "issue:43720", "issue:43749", "issue:43761", "issue:43827", @@ -3103,7 +7888,6 @@ "issue:43931", "issue:43994", "issue:44077", - "issue:44162", "issue:44188", "issue:44190", "issue:44206", @@ -3112,31 +7896,36 @@ "issue:44479", "issue:44496", "issue:44743", - "issue:44792", - "issue:44871", + "issue:44811", "issue:44898", "issue:44913", "issue:44977", + "issue:45003", "issue:45216", "issue:45290", "issue:45372", + "issue:45440", "issue:45491", "issue:45584", "issue:45588", "issue:45600", - "issue:45656" + "issue:45698" ], "soft_pairs": [ + "issue:45003|issue:45440", + "issue:44743|issue:44811", + "issue:43526|issue:43994", "issue:43452|issue:45588", "issue:43575|issue:43701", "issue:43646|issue:44077", - "issue:43316|issue:43525", "issue:45588|issue:45600", - "issue:44977|issue:45584", + "issue:43316|issue:43525", "issue:43761|issue:44188", + "issue:44977|issue:45584", "issue:44479|issue:45290", - "issue:43931|issue:45216", "issue:43575|issue:44387", + "issue:43931|issue:45216", + "issue:42907|issue:45698", "issue:39692|issue:45491", "issue:43994|issue:44206", "issue:43873|issue:45588", @@ -3147,40 +7936,224 @@ "issue:43493|issue:43827", "issue:43381|issue:43873", "issue:33290|issue:34689", - "issue:41628|issue:45372", "issue:33290|issue:35141", + "issue:41628|issue:45372", "issue:44077|issue:44479", "issue:43643|issue:44913", "issue:43749|issue:43931", - "issue:43720|issue:44442", - "issue:44190|issue:44496", - "issue:43873|issue:44871", - "issue:34689|issue:36010", - "issue:33290|issue:45656", - "issue:44162|issue:44792" + "issue:44190|issue:44496" ], - "prepared_review_unit_hash": "978a4164ea5841d2c4f183214823c4d1a0525a8e06763839f84ab4968ebc761d", + "prepared_review_unit_hash": "d571a2723950c2b5913bcf969ba892dd0fa779d334a933207389bdcd0968716a", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37107, - "estimated_input_tokens": 9277, - "estimated_eval_tokens": 18810 + "soft_pair_count": 30, + "serialized_chars": 36741, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the soft pairs share broad themes (loading, OOM, cache, docs) but not the same concrete bug or code path, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated regressions across different models, processors, loading paths, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for deduping the cluster; the overlaps are superficial rather than the same underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Both touch model internals, but one is about unsafe sys.modules access in modeling_utils and the other about DeepSeekV3 implementation divergence; different bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset under cache in qwen3.5 is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43526", + "right": "issue:43994", + "accept": false, + "reason": "reduce_labels truncating labels in BeitImageProcessorFast is a different processor bug than SigLIP2 nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading failures and flash_attention crashes on s_aux=None affect different code paths and failure modes." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B-A14B-Instruct is not the same as a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization regression and patchtsmixer post_init policy are distinct model-construction issues." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "flash_attention.py crashing on sink-less models is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and missing pad_token_id on Llama4Config are different config-schema problems." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and diverging attention kernels under torch.compile are different defects." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and Whisper empty-transcription handling do not share the same code path." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM-related, but one is tensor-parallel model loading and the other is increased reserved memory under int4 quantization; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch while loading a model is different from a save_pretrained checkpoint regression." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save failure and wrong custom module load after save_pretrained are separate save/load bugs." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to Gemma3 NaN embeddings with mixed-length batching." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 output quality issues and LasrFeatureExtractor center-arg crash are different components with different failures." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization offloading behavior and flash_attention sink-less AttributeError are not the same underlying problem." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "These are both loading regressions, but they stem from different version changes and different loader assumptions." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM and TrainerState num_input_tokens_seen not updating are unrelated trainer bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2Conformer and Perceiver non-default-resolution classification failure are different model/processor issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and recurrent-state reset with cache are both cache-themed, but not the same defect." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy is unrelated to documentation still referencing pipeline() after removals." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading under quantization affect different subsystems and failure modes." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM does not match a Llama 3.2 model-loading regression in Transformers 4.46.2." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM during training with AdaFactor/DeepSpeed is unrelated to output embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and ReasoningEffort import failure are both import errors, but for different modules and loading flows." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is different from rotary_pct not persisting on reload." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL weight-shape mismatch are distinct loading problems." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to AutoModel failing on an unrecognized custom model type." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -3194,20 +8167,22 @@ "component_count": 14, "review_unit_index": 26, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:16998", "issue:22355", "issue:25251", "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", "issue:41950", "issue:42175", - "issue:42617", "issue:43065", "issue:43295", "issue:43316", @@ -3215,95 +8190,261 @@ "issue:43388", "issue:43404", "issue:43441", - "issue:43452", "issue:43475", "issue:43540", "issue:43550", - "issue:43575", - "issue:43606", - "issue:43646", "issue:43688", "issue:43701", "issue:43716", + "issue:43720", "issue:43742", "issue:43761", "issue:43825", "issue:43856", - "issue:43931", - "issue:44060", + "issue:43873", "issue:44077", - "issue:44242", + "issue:44162", + "issue:44442", "issue:44479", - "issue:44496", "issue:44514", "issue:44534", "issue:44617", "issue:44734", + "issue:44792", "issue:44855", "issue:44871", "issue:44877", - "issue:44913", + "issue:44936", "issue:45127", "issue:45137", "issue:45200", "issue:45406", - "issue:45563", - "issue:45584" + "issue:45584", + "issue:45656", + "issue:45698" ], "soft_pairs": [ + "issue:43720|issue:44442", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:33290|issue:45656", "issue:43381|issue:43856", + "issue:44162|issue:44792", "issue:43316|issue:44877", "issue:44855|issue:45137", - "issue:42175|issue:43316", "issue:43540|issue:44514", + "issue:42175|issue:43316", "issue:43404|issue:43441", "issue:43381|issue:43742", "issue:43388|issue:43688", - "issue:16998|issue:22355", "issue:25251|issue:28282", "issue:41950|issue:43475", + "issue:16998|issue:22355", "issue:43316|issue:43716", "issue:43295|issue:43825", "issue:43065|issue:44617", "issue:44871|issue:45584", "issue:43761|issue:44479", - "issue:45127|issue:45200", "issue:44077|issue:44534", "issue:43295|issue:44871", + "issue:45127|issue:45200", + "issue:44936|issue:45698", "issue:44734|issue:45406", - "issue:43550|issue:43701", - "issue:43606|issue:43701", - "issue:43646|issue:44913", - "issue:43452|issue:44496", - "issue:43761|issue:44242", - "issue:43575|issue:43742", - "issue:43931|issue:44060", - "issue:42617|issue:43575", - "issue:44617|issue:45584", - "issue:45563|issue:45584" + "issue:43550|issue:43701" ], - "prepared_review_unit_hash": "d62776e4cab54722b3b37b26dc3a74575b12e21d14aa385fcc99fbdcf4cba9b2", + "prepared_review_unit_hash": "7ff6cfc9cd395374e70c958004baa47f62c00131dd4a165f54447c0e30209713", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36578, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "soft_pair_count": 27, + "serialized_chars": 35585, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "These items are not a single duplicate cluster; they span many unrelated Transformers bugs across loading, processors, training, serving, and model-specific regressions. No soft edge looks like the same underlying bug/change, so all candidate links should stay unmerged.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43873 is the most active, broadly impactful report in the set, so it is the best representative issue here even though the overall cluster is too heterogeneous to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the strongest combination of discussion activity and inbound references, and it describes a concrete user-facing bug rather than a narrow edge-case question.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different failures: BitNet packed-weight loading during Accelerate load vs AutoTokenizer failing on a specific tokenizer class." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision model-loading regression is not the same as a missing GenerationMixin import path issue." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is an OOM with Adafactor while the other is double optimizer stepping; different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory usage are unrelated runtime problems." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure do not share the same code path." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is distinct from strict config loading failing for granite_speech." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "DebertaV2 import parsing on Python 3.13 and DeepSpeed ZeRO3 deque errors are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is not the same as batched apply_chat_template padding failure." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency omission is unrelated to a Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3ForConditionalGeneration is a different problem than FlashAttention failure for Ministral-3." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Checkpointing/eval-mode semantics do not match a MobileLLM-125M key error while loading weights." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops labels in the last batch, while the other is about auxiliary loss normalization." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification looking for image processors is not the same as Sam3VisionEncoderOutput missing an attribute." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is not the same as a transformers.onnx import error." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image-preprocessor dtype mismatch are different model issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is distinct from an incorrect pipeline error message about translation support." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are separate SAM3 problems, not one bug." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model-path failures." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init handling for patchtsmixer is unrelated to non-persistent buffer junk in Transformers v5." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor.tokenizer regression and Gemma eos_token_id mismatch do not share a concrete fix." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary is not the same as mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "Trainer evaluate-after-train behavior and wrong custom module loading after save_pretrained are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache tensor indexing in transformers serve is a different code path from Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Bamba SDPA torch.compile failure and resume_from_checkpoint key mismatch are not the same underlying bug." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -3317,43 +8458,45 @@ "component_count": 14, "review_unit_index": 27, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:32090", "issue:35141", "issue:41720", + "issue:42617", "issue:43065", - "issue:43335", "issue:43388", - "issue:43540", - "issue:43550", + "issue:43452", "issue:43575", - "issue:43644", + "issue:43606", + "issue:43646", "issue:43650", + "issue:43701", + "issue:43742", "issue:43761", "issue:43827", "issue:43906", - "issue:43976", + "issue:43931", "issue:43994", - "issue:44077", + "issue:44060", "issue:44079", - "issue:44112", "issue:44190", "issue:44220", + "issue:44242", "issue:44464", "issue:44479", + "issue:44496", "issue:44521", "issue:44534", "issue:44610", + "issue:44617", "issue:44734", - "issue:44743", "issue:44792", - "issue:44855", "issue:44871", "issue:44913", "issue:44933", @@ -3362,7 +8505,6 @@ "issue:44977", "issue:45127", "issue:45245", - "issue:45276", "issue:45290", "issue:45357", "issue:45362", @@ -3370,62 +8512,237 @@ "issue:45542", "issue:45563", "issue:45584", - "issue:45588", "issue:45600" ], "soft_pairs": [ - "issue:32090|issue:35141", + "issue:43606|issue:43701", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:43761|issue:44242", + "issue:43931|issue:44060", + "issue:42617|issue:43575", + "issue:44617|issue:45584", + "issue:45563|issue:45584", "issue:41720|issue:43575", + "issue:32090|issue:35141", "issue:43906|issue:45290", "issue:44521|issue:45381", "issue:44933|issue:45362", - "issue:44479|issue:44734", "issue:44464|issue:44871", + "issue:44479|issue:44734", "issue:43065|issue:44610", "issue:43827|issue:43994", "issue:44792|issue:44977", - "issue:44534|issue:44913", "issue:44464|issue:45563", + "issue:44534|issue:44913", "issue:41720|issue:45245", - "issue:44792|issue:45600", "issue:44190|issue:44964", - "issue:45127|issue:45357", + "issue:44792|issue:45600", "issue:44938|issue:45542", "issue:43388|issue:44079", - "issue:43650|issue:44220", - "issue:44855|issue:45588", - "issue:43761|issue:44743", - "issue:43644|issue:44913", - "issue:43976|issue:44855", - "issue:44077|issue:44079", - "issue:43335|issue:44855", - "issue:43550|issue:44190", - "issue:43540|issue:44734", - "issue:45276|issue:45584", - "issue:44112|issue:45600" + "issue:45127|issue:45357", + "issue:43650|issue:44220" ], - "prepared_review_unit_hash": "400003e2ff07c901d7b93d122fb8274bbdbccaae78be3fcce52e5776c6ecb7fa", + "prepared_review_unit_hash": "b417cbd350b91541d46bbbdaf9bb20dea68e498d3f350fb2a57b79de0904ec8b", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36404, - "estimated_input_tokens": 9101, - "estimated_eval_tokens": 18458 + "soft_pair_count": 28, + "serialized_chars": 35917, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs across different models, APIs, and regressions, so none should be merged as duplicates. The broadest issue here is 43646, but it is only a loose anchor, not a true canonical duplicate target.", + "confidence": 0.18, + "canonical_issue_reason": "issue:43646 is the broadest regression-style report in the set and the least specific anchor, but it does not actually subsume the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue by scope, though the cluster itself is too mixed for it to be a strong duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression vs config reload losing rotary_pct; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading path breakage vs unknown-model config error; unrelated loading problems." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP OOM on a large Qwen model vs key error loading MobileLLM; different code paths." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression vs MoE router loss omission; not the same underlying issue." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Shape mismatch while loading Qwen3-VL vs incorrect tied-weights warning in Qwen3-Next; different bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure vs tensor-parallel OOM; no concrete overlap." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM vs Whisper empty transcription crash; unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning behavior vs Whisper transcription failure; different features." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "Auto device mapping cuda assert on Qwen3 vs TP OOM on Qwen2; distinct failures." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error vs embedding reinit after resize; different mechanisms." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Isolated reproduction of another issue vs chat template crash on tool-call messages; no clear same bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks vs wrong vision_position_ids; both multimodal, but not the same defect." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency vs EOS config mismatch; different problems." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression in Qwen VL models vs serve KV-cache indexing bug; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs processor/model resolution mismatch; not the same issue." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline() vs siglip2 model producing nonsense; different categories." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation bug; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs stale warning in paged generate; not a duplicate." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs rotary_pct reload bug; both config-adjacent but distinct." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Device-mapping CUDA assert vs category-count limit error; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script vs model loading failure for Phi-4 multimodal; different targets." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure vs auto_mappings reference cleanup; unrelated CI issues." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure vs tensorboard-only TensorFlow backend error; different root causes." + }, + { + "left": "issue:43388", + "right": "issue:44079", + "accept": false, + "reason": "Metric gathering truncation bug vs ModelOutput key assignment with None; not the same behavior." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocab collapse vs incorrect visual-encoder keys on save_pretrained; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Non-descriptive data request vs fbank feature extraction issue; no duplicate relation." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -3439,12 +8756,12 @@ "component_count": 14, "review_unit_index": 28, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:36246", "issue:38175", @@ -3453,20 +8770,21 @@ "issue:41628", "issue:41950", "issue:42175", - "issue:42907", "issue:43065", "issue:43116", "issue:43295", - "issue:43299", + "issue:43335", "issue:43404", - "issue:43441", "issue:43479", - "issue:43531", + "issue:43540", + "issue:43550", "issue:43643", - "issue:43824", + "issue:43644", + "issue:43761", "issue:43976", "issue:44016", - "issue:44062", + "issue:44077", + "issue:44079", "issue:44112", "issue:44186", "issue:44190", @@ -3478,75 +8796,264 @@ "issue:44561", "issue:44683", "issue:44734", + "issue:44743", + "issue:44855", "issue:44913", - "issue:44933", - "issue:44964", - "issue:44987", "issue:45003", "issue:45216", "issue:45245", "issue:45276", - "issue:45335", "issue:45375", "issue:45406", "issue:45446", "issue:45584", + "issue:45588", "issue:45600", "issue:45632" ], "soft_pairs": [ + "issue:44855|issue:45588", + "issue:43761|issue:44743", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:43976|issue:44855", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:44112|issue:45600", "issue:43116|issue:44190", "issue:43295|issue:45276", "issue:41950|issue:44016", "issue:39692|issue:44190", "issue:43479|issue:45375", - "issue:36246|issue:41628", - "issue:44734|issue:45632", "issue:45245|issue:45584", + "issue:44734|issue:45632", + "issue:36246|issue:41628", "issue:43404|issue:45216", "issue:36246|issue:38617", - "issue:44561|issue:45632", "issue:44016|issue:44220", + "issue:44561|issue:45632", "issue:38175|issue:43065", "issue:42175|issue:44279", - "issue:45406|issue:45632", - "issue:44186|issue:44734", "issue:44683|issue:45446", + "issue:44186|issue:44734", + "issue:45406|issue:45632", "issue:44466|issue:44913", "issue:44246|issue:45003", - "issue:43643|issue:44496", - "issue:42907|issue:43441", - "issue:44016|issue:44062", - "issue:44964|issue:45600", - "issue:43295|issue:45335", - "issue:43299|issue:45216", - "issue:43976|issue:44987", - "issue:44112|issue:44964", - "issue:43531|issue:45600", - "issue:43824|issue:44933" + "issue:43643|issue:44496" ], - "prepared_review_unit_hash": "be832efd661a871c86e237ef19cf687bb1b244a1302b46b0a4f50b236caa65a9", + "prepared_review_unit_hash": "f824b19d4ca484c164a06a5e80e3f09550f586a610ec516457094c4c78e9b7ad", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35862, - "estimated_input_tokens": 8966, - "estimated_eval_tokens": 18188 + "soft_pair_count": 30, + "serialized_chars": 36370, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "The items are largely unrelated single-issue reports across different models, configs, and example scripts. None of the soft-edge pairs look like the same underlying bug or change, so all soft links are rejected.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45003 is the broadest low-level runtime bug in the set and is still open, making it the best single representative if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 has the widest potential impact because it targets a core utility path (`modeling_utils` / `sys.modules`) rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Python 3.13 import/parsing error vs flash-attention `s_aux=None` crash in sink-less models." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Unrelated code paths: CLIP vision hidden states regression vs Qwen3.5 recurrent-state caching bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different bug classes: non-persistent buffer serialization junk vs GPTNeoX config reload dropping `rotary_pct`." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers config construction issue is unrelated to DebertaV2 import parsing on Python 3.13." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression is not the same as the DebertaV2 `@torch.jit.script` parsing/import failure." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Both are model-object bugs, but one is about `post_init` policy and the other is about `ModelOutput` key assignment; not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is unrelated to the local-dataset loading problem in an image-classification example script." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video processing error and `transformers serve` KV-cache indexing crash are different subsystems and symptoms." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize bug and Whisper empty-transcription generation failure are distinct model-specific behaviors." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failure in GraniteSpeech device override tests is unrelated to stale Sam3LiteText auto-mapping references." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failure modes: multi-label classification empty outputs vs local dataset loading." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding/output weight resize behavior." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch and quantization issue is not the same as the image-classification local dataset loader bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs in different models; one is default initialization, the other is a missing field dropped by strict handling." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count runtime limit and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation crash in server responses is unrelated to trust-remote-code cache-path collisions." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing model-specific image processor export and the other is a missing top-level `AutoImageProcessor` export." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 tied-weight serialization bug and Qwen3.5 save_pretrained regression affect different model families and code paths." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing symbols from different modules; no shared underlying bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and `_torch_extract_fbank_features()` issue are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve `trust_remote_code`, but one is a removed API dependency break and the other is a local cache-directory collision." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probability behavior and Sam3PixelDecoder dummy-conv issue are different model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing TensorFlow backend in `.[torch]` install is not the same as a generic dependency issue." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is compiled flex_attention on torch>=2.9 and the other is an incorrect version check for AuxRequest import; not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to server KV-cache continuation indexing." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` and trust-remote-code cache collisions are different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config/serialization state, but one is tied-weight serialization and the other is `rotary_pct` reload behavior; not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness and unsafe `sys.modules[]` access are different runtime concerns." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from `AutoConfig.from_pretrained` with `trust_remote_code` is a different problem from an unrecognized model/config schema error." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -3560,46 +9067,47 @@ "component_count": 14, "review_unit_index": 29, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ - "issue:38175", - "issue:39692", "issue:41950", + "issue:42907", "issue:43295", "issue:43299", "issue:43381", - "issue:43450", + "issue:43441", "issue:43479", "issue:43525", "issue:43526", + "issue:43531", "issue:43577", "issue:43650", "issue:43673", + "issue:43824", "issue:43854", "issue:43901", "issue:43976", "issue:44016", + "issue:44062", "issue:44075", + "issue:44112", "issue:44242", "issue:44279", - "issue:44291", - "issue:44297", "issue:44336", "issue:44351", "issue:44368", "issue:44462", "issue:44496", "issue:44521", - "issue:44617", "issue:44683", - "issue:44779", "issue:44877", + "issue:44933", "issue:44964", + "issue:44987", "issue:45020", "issue:45042", "issue:45081", @@ -3611,17 +9119,24 @@ "issue:45357", "issue:45405", "issue:45542", - "issue:45561", "issue:45584", "issue:45593", - "issue:45632" + "issue:45600" ], "soft_pairs": [ + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:43295|issue:45335", + "issue:44964|issue:45600", + "issue:43299|issue:45216", + "issue:43976|issue:44987", + "issue:44112|issue:44964", + "issue:43531|issue:45600", "issue:43673|issue:44336", - "issue:43854|issue:44964", "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43854|issue:44964", "issue:43976|issue:44279", - "issue:45561|issue:45632", "issue:45335|issue:45584", "issue:43526|issue:43901", "issue:43299|issue:45357", @@ -3629,48 +9144,228 @@ "issue:43381|issue:45593", "issue:44521|issue:45325", "issue:43577|issue:45216", - "issue:44351|issue:45278", "issue:43901|issue:44496", + "issue:44351|issue:45278", "issue:43976|issue:45405", "issue:44242|issue:45200", - "issue:43479|issue:43525", "issue:41950|issue:45020", + "issue:43479|issue:43525", "issue:44462|issue:45081", "issue:41950|issue:43650", "issue:44496|issue:44877", - "issue:44683|issue:45542", - "issue:44297|issue:44462", - "issue:44279|issue:45405", - "issue:43299|issue:43854", - "issue:44462|issue:44779", - "issue:43295|issue:44779", - "issue:39692|issue:43901", - "issue:38175|issue:44617", - "issue:44016|issue:44291", - "issue:43450|issue:44279" + "issue:44683|issue:45542" ], - "prepared_review_unit_hash": "11db9451c6926672588957d065d99e9a7cffc1640ef1800fead3eef58b604efc", + "prepared_review_unit_hash": "90e40a3510f7777b78d0c824ea71d16084f806c84d31036897392d5e6ae759f7", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37019, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "soft_pair_count": 30, + "serialized_chars": 36594, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports, with a few recurring themes around v5 regressions, model loading, and multimodal processors. None of the soft-similarity pairs look like the same underlying bug/change, so no pair should be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45020 is the best umbrella issue because it is the broadest and most representative of the recurring v5 regression / model-loading breakage theme in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest standalone issue: it is broad, clearly framed, and most likely to subsume related model-loading regressions if any were to be grouped.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: saving dequantized Ministrals/Devstrals vs FlashAttention load failure for Ministral-3." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated bugs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different code paths: processor/tokenizer regression vs t5gemma embedding resize bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading issue vs stale auto_mappings reference to removed Sam3LiteText configs." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related but one is model loading breakage and the other is incorrect save_pretrained checkpoint contents." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python support/version compatibility issue vs loading failure for a specific model on transformers>=5.1.0." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake on GraniteSpeech is not the same as Phi-4 multimodal model loading." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed config references in auto_mappings." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing and ANSI escape codes in loading_report are separate subsystems and failures." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading vs PIL backend processors incorrectly requiring torchvision." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing exported model class and nonexistent image_utils import are different import regressions." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash unit test load failure is model-specific and not the same as Phi-4 multimodal loading." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility problem vs vague dependency issue; no shared concrete bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug in t5gemma and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both Qwen3.5-related but one is load failure and the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args not used has no overlap with a Qwen3.5 tie_word_embeddings warning." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary losses." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Assistant mask generation and rope index scaling are different multimodal generation bugs." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation bug is unrelated to Qwen3.5 checkpoint saving." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs mismatch and unrecognized-model config loading are different issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import failure and broad import errors after upgrade are not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support issue is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss handling and Gemma 4 mm_token_type_ids defaulting are different model-trainer behaviors." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to general remote_code breakage." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal config defaulting and Llama4Config missing pad_token_id are separate config issues." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crash are different tokenizer-loading bugs." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video processor lookup bug and an uninformative data-request issue are not duplicates." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Unrecognized model loading and strict config blocking granite_speech config are different config-path failures." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "torch 2.9 flex_attention compilation failure is unrelated to tensorboard-only tf backend detection." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -3684,24 +9379,25 @@ "component_count": 14, "review_unit_index": 30, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ + "issue:38175", + "issue:39692", "issue:42175", "issue:42994", "issue:43065", "issue:43122", "issue:43262", "issue:43295", + "issue:43299", "issue:43317", - "issue:43352", "issue:43441", - "issue:43475", - "issue:43525", + "issue:43450", "issue:43650", "issue:43653", "issue:43673", @@ -3709,7 +9405,7 @@ "issue:43761", "issue:43784", "issue:43824", - "issue:43881", + "issue:43854", "issue:43901", "issue:43976", "issue:43994", @@ -3717,11 +9413,13 @@ "issue:44162", "issue:44261", "issue:44263", + "issue:44279", + "issue:44291", "issue:44297", "issue:44361", + "issue:44462", "issue:44466", "issue:44521", - "issue:44589", "issue:44617", "issue:44623", "issue:44671", @@ -3730,17 +9428,23 @@ "issue:44779", "issue:44898", "issue:44987", - "issue:45250", "issue:45276", "issue:45290", - "issue:45362", "issue:45397", + "issue:45405", "issue:45542", - "issue:45561", - "issue:45563", "issue:45593" ], "soft_pairs": [ + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:44462|issue:44779", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:38175|issue:44617", + "issue:44016|issue:44291", + "issue:43450|issue:44279", "issue:43723|issue:44162", "issue:44261|issue:44263", "issue:43065|issue:44898", @@ -3750,47 +9454,217 @@ "issue:43650|issue:45290", "issue:43262|issue:44521", "issue:44623|issue:45397", - "issue:43784|issue:45542", "issue:44623|issue:44749", - "issue:44671|issue:44779", + "issue:43784|issue:45542", "issue:43673|issue:43761", + "issue:44671|issue:44779", "issue:43653|issue:45593", "issue:43901|issue:43994", "issue:43122|issue:43650", - "issue:44987|issue:45542", "issue:42175|issue:43976", + "issue:44987|issue:45542", "issue:44361|issue:45593", - "issue:44297|issue:45397", - "issue:43824|issue:43976", - "issue:43475|issue:44016", - "issue:45561|issue:45563", - "issue:43525|issue:43881", - "issue:44589|issue:45362", - "issue:43352|issue:45250", - "issue:43295|issue:44617" + "issue:43824|issue:43976" ], - "prepared_review_unit_hash": "97b44963769f33e6eecbd713b4f13212adcfd4dc70f1df32ab8afa5e2b4d6306", + "prepared_review_unit_hash": "4c6587f8a9e8b0c43a832aaf83209858ef44844cd6c7a67a608f9b2adfe59bca", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35510, - "estimated_input_tokens": 8878, - "estimated_eval_tokens": 18012 + "soft_pair_count": 29, + "serialized_chars": 36271, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers regression reports and model-specific bugs; the soft pairs mostly share broad subsystems or version regressions, but not the same concrete root cause. I would not merge any of the proposed soft edges as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43824 is the strongest anchor: it reports a concrete, high-impact import regression, has the most discussion/inbound references, and is a cleaner representative of the broader v5 breakage theme than the more niche reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is also the best overall issue for the cluster because it is specific, reproducible, and broadly actionable; many other items are narrower model/tooling regressions that do not subsume the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Save-path tokenizer_class mismatch and load-path tokenizer.json ignore are related, but they are different failure modes in opposite directions." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated dependency problems: one is a generic transformers dependency issue, the other is a PEFT minimum-version bump." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but they concern different model families and likely different code paths." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenization regressions, but one is repository tokenizer loading while the other is incorrect Deepseek tokenization behavior." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer access regression is not the same bug as Deepseek tokenization output changes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a SigLIP2 example problem and the other is stale pipeline documentation text." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero-probability output and Sam3Video CUDA OOM are unrelated model/runtime issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are completely different failures." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "A video processor shape bug does not match a dependency/package issue." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage are different model-specific bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both touch GLM-related code, but one is an RMS norm config precision issue and the other is a torch.split return-value issue." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy conv in Sam3PixelDecoder and Perceiver non-default-resolution failure are unrelated model architecture bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model loading/offload are distinct workflows with different root causes." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure on one model and compiled flex_attention failure on newer torch are different backend problems." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights and resize_token_embeddings not updating embeddings are separate model-state bugs." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Placeholder text issue and tool-call chat template crash are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are opposite lifecycle phases and different bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving processor files and a Chinese-reported slowdown regression are not the same underlying issue." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/backend environment problems, but they involve different optional dependencies and different failure points." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing and CLIPVision hidden_states regression are unrelated forward-pass/generation bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but CamemBERT masked LM output and Deepseek tokenization are different code paths and model families." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenization changes across versions and a placeholder issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version compatibility are different environment constraints." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for a specific repo and an undefined tf backend error are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer attribute failure and D-FINE loss behavior are unrelated model bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Importing a missing model class and a Python version support problem are distinct release issues." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -3804,12 +9678,12 @@ "component_count": 14, "review_unit_index": 31, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:36246", "issue:41628", @@ -3817,21 +9691,25 @@ "issue:42491", "issue:42757", "issue:43066", + "issue:43295", "issue:43299", - "issue:43441", + "issue:43352", + "issue:43475", + "issue:43525", "issue:43526", "issue:43531", - "issue:43540", - "issue:43596", "issue:43673", + "issue:43881", "issue:43901", "issue:43976", + "issue:44016", "issue:44162", "issue:44188", "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", "issue:44373", @@ -3839,28 +9717,32 @@ "issue:44485", "issue:44496", "issue:44561", + "issue:44589", + "issue:44617", "issue:44661", - "issue:44749", "issue:44779", "issue:44857", "issue:44871", - "issue:44877", - "issue:44987", "issue:45003", "issue:45200", - "issue:45292", + "issue:45250", "issue:45356", "issue:45362", - "issue:45375", "issue:45397", - "issue:45459", "issue:45542", "issue:45561", - "issue:45584", + "issue:45563", "issue:45593" ], "soft_pairs": [ + "issue:43475|issue:44016", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:45561|issue:45563", + "issue:44589|issue:45362", + "issue:43352|issue:45250", "issue:44188|issue:44336", + "issue:43295|issue:44617", "issue:41628|issue:43976", "issue:42491|issue:43299", "issue:43901|issue:44246", @@ -3872,8 +9754,8 @@ "issue:44661|issue:45542", "issue:44246|issue:44496", "issue:45003|issue:45561", - "issue:36246|issue:42757", "issue:43531|issue:45362", + "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:43526|issue:45003", "issue:43673|issue:44561", @@ -3881,37 +9763,213 @@ "issue:44162|issue:45200", "issue:44246|issue:44871", "issue:44242|issue:44857", - "issue:44877|issue:45375", - "issue:36246|issue:43596", - "issue:43066|issue:44779", - "issue:44295|issue:44749", - "issue:43441|issue:43540", - "issue:44779|issue:45292", - "issue:44987|issue:45459", - "issue:45292|issue:45584" + "issue:43066|issue:44779" ], - "prepared_review_unit_hash": "9a931a538e7e291600bc531af50b0aae5b46ec80f74d12430a555116c90366a5", + "prepared_review_unit_hash": "53e321b543b6fe2683eca0fb4b9409d7e21e3ba8a35d4f46f88887f4745a310b", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35620, - "estimated_input_tokens": 8905, - "estimated_eval_tokens": 18066 + "serialized_chars": 36017, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model-loading regressions, tokenizer bugs, docs issues, performance complaints, and test-infra problems. None of the soft pairs look like the same underlying bug/change, so all should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video attribute crash and a notebook syntax error are unrelated failures in different parts of the stack." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch in save_pretrained is unrelated to gemma-4 ZeRO3 from_pretrained loading." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and GLM-4V loading failure are different model-specific bugs." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and a stale generation warning are different issues in unrelated code paths." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are distinct runtime problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model lacking Flash Attention 2 support is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression and SAM3Video OOM are different symptoms and code paths." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import and Python-version compatibility are separate import/package issues." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE models, but one is hf4.x/hf5.x LoRA incompatibility and the other is a v5 loading break; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import latency." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup and _torch_extract_fbank_features are different subsystems." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and D-FINE auxiliary-loss behavior are unrelated training-loss bugs." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output in loading_report is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a registered position_ids buffer and gemma-4 zero3 loading failure are different problems." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Kimi-K2.5 codec regression are distinct tokenizer bugs." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES model-registration failure and tensorboard-without-TF backend error are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance issue and Gemma-3 eos_token_id inconsistency are different classes of bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a test file race are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and Qwen3.5-35B chat crash are different model behaviors." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2.5-VL image processor import and missing is_offline_mode from huggingface_hub are different missing-symbol errors." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and packages, so they are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and removal of is_torch_fx_available are separate v5 regressions." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation discussion are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are different model-specific issues." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma-3 eos_token_id mismatch are unrelated; same pair as above if deduped." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and LwDetrImageLoss AMP crash are unrelated training bugs." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenizer incorrect results are different tokenizer regressions with different failure modes." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -3925,13 +9983,14 @@ "component_count": 14, "review_unit_index": 32, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ + "issue:36246", "issue:41628", "issue:41950", "issue:42886", @@ -3941,50 +10000,56 @@ "issue:43262", "issue:43295", "issue:43408", + "issue:43441", "issue:43475", "issue:43540", - "issue:43646", + "issue:43596", "issue:43653", "issue:43673", "issue:43901", - "issue:43931", "issue:44060", "issue:44077", "issue:44162", "issue:44246", - "issue:44297", + "issue:44295", "issue:44336", - "issue:44361", "issue:44368", "issue:44466", "issue:44496", - "issue:44623", "issue:44734", "issue:44749", - "issue:44869", + "issue:44779", + "issue:44877", "issue:44933", "issue:44977", + "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", "issue:45229", - "issue:45278", "issue:45292", "issue:45335", - "issue:45356", + "issue:45375", "issue:45397", "issue:45459", "issue:45563", + "issue:45584", "issue:45588", - "issue:45600", "issue:45656" ], "soft_pairs": [ + "issue:36246|issue:43596", + "issue:43441|issue:43540", + "issue:44295|issue:44749", + "issue:44987|issue:45459", + "issue:44779|issue:45292", + "issue:44877|issue:45375", + "issue:45292|issue:45584", "issue:42886|issue:45229", "issue:41628|issue:41950", - "issue:43065|issue:43408", "issue:43901|issue:45003", + "issue:43065|issue:43408", "issue:44995|issue:45200", "issue:43232|issue:44336", "issue:43257|issue:45137", @@ -3998,40 +10063,203 @@ "issue:44368|issue:45563", "issue:44466|issue:45335", "issue:44368|issue:44977", - "issue:45397|issue:45656", "issue:43673|issue:44734", - "issue:44933|issue:45459", - "issue:44869|issue:45356", - "issue:45137|issue:45600", - "issue:43931|issue:44368", - "issue:43673|issue:45278", - "issue:43232|issue:43673", - "issue:44297|issue:44623", - "issue:43646|issue:44162", - "issue:44361|issue:44749" + "issue:45397|issue:45656", + "issue:44933|issue:45459" ], - "prepared_review_unit_hash": "005339ff35064973e055573d747838f53c29f691916c96076d253cac2c9250f5", + "prepared_review_unit_hash": "83a4c980975c5ab64613f8e6d5e2f7e747a3dc428ad364811e5de4bda175d976", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35533, - "estimated_input_tokens": 8884, - "estimated_eval_tokens": 18024 + "soft_pair_count": 27, + "serialized_chars": 35318, + "estimated_input_tokens": 8830, + "estimated_eval_tokens": 17916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the proposed soft pairs mostly share only broad subsystem keywords (tokenizers, vision, deepspeed, generation, embeddings) but not the same underlying bug. I would reject all soft edges. If one issue must serve as the best representative, `issue:45292` is the most concrete, broadly applicable API bug in the group.", + "confidence": 0.61, + "canonical_issue_reason": "`issue:45292` is the strongest representative because it describes a concrete, reusable API failure (`resize_token_embeddings` not updating outputs) rather than a model-specific or symptom-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best overall issue to anchor the cluster: clear reproduction area, general model API impact, and easier to relate to nearby embedding/weight-tying reports than the other, more niche issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different bugs: a missing Qwen2.5-VL import versus a DeepSpeed ZeRO3/BertModel index error." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Both mention model/runtime failures, but one is FlashAttention on Ministral-3 and the other is video input handling in Qwen3OmniMoe." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated symptoms: position_ids buffer access error versus a performance regression during filtering after upgrading Transformers." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading failure for a specific model package is not the same as tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness and embedding resizing/output updates are different code paths and failure modes." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but one is strict config load rejection while the other is silent dropping of a missing field." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading for tokenizers is unrelated to Gemma4 multi-GPU inference OOM." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "AutoImageProcessor import failure and video-classification pipeline image-processor lookup are different import/pipeline bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline does not match unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Shared SAM3 naming, but one is a dummy Conv2d implementation and the other is a model-type mismatch warning." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale cache crash in GlmMoeDsa is unrelated to Gemma 4 requiring default mm_token_type_ids." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus has nothing to do with ANSI code emission in loading_report." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both touch DeepSpeed, but one is MOE weight conversion during loading and the other is a deque pop error in ZeRO3 init." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading is a different problem than unsafe sys.modules access." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Weight-tying warnings for Qwen3-Next are not the same as changing patchtsmixer post_init eligibility." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression with images passed to tokenizer is different from resize_token_embeddings not updating outputs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and slow import behavior are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct tokenizer/model issues." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder output attribute error and Qwen3OmniMoe video-processing ValueError are different model bugs." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A second-forward stale cache crash is not the same as flash_attention.py failing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-weights warning in Qwen3.5 fine-tuning is unrelated to a stale paged-generate warning about num_return_sequences." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings/weights, but one is inconsistent lm_head serialization by device and the other is resize_token_embeddings not affecting decoder.embed_tokens." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings differs from a Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Chunked-prefill cache availability in GenerationMixin is unrelated to a serve API KV-cache indexing crash." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 from_pretrained and optimizer.step being called twice under deepspeed are different training/runtime issues." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "A nonexistent image_utils import and tokenizer decode error masking from protobuf handling are not the same bug." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -4045,16 +10273,15 @@ "component_count": 14, "review_unit_index": 33, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:41628", "issue:42222", "issue:42371", @@ -4062,46 +10289,55 @@ "issue:42831", "issue:42994", "issue:43232", - "issue:43377", "issue:43475", - "issue:43479", "issue:43482", - "issue:43504", "issue:43525", - "issue:43526", "issue:43643", + "issue:43646", "issue:43673", "issue:43704", "issue:43873", + "issue:43931", "issue:44038", - "issue:44079", - "issue:44164", + "issue:44162", "issue:44188", "issue:44222", - "issue:44242", + "issue:44297", "issue:44351", - "issue:44496", + "issue:44361", + "issue:44368", "issue:44623", "issue:44661", "issue:44749", - "issue:44792", + "issue:44869", "issue:44933", "issue:44945", "issue:45081", "issue:45092", "issue:45103", + "issue:45137", "issue:45200", "issue:45230", + "issue:45278", "issue:45310", + "issue:45356", "issue:45362", "issue:45375", "issue:45381", "issue:45397", "issue:45478", - "issue:45561", + "issue:45600", "issue:45656" ], "soft_pairs": [ + "issue:44869|issue:45356", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:43673|issue:45278", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", "issue:28282|issue:30990", "issue:44623|issue:45656", "issue:42673|issue:43704", @@ -4111,58 +10347,252 @@ "issue:44749|issue:45656", "issue:44038|issue:44623", "issue:43475|issue:43643", - "issue:45230|issue:45397", "issue:45375|issue:45478", "issue:43475|issue:45381", + "issue:45230|issue:45397", "issue:41628|issue:44933", "issue:45310|issue:45375", "issue:45081|issue:45103", "issue:42994|issue:43525", "issue:43475|issue:44661", - "issue:45362|issue:45375", "issue:43873|issue:44945", + "issue:45362|issue:45375", "issue:42831|issue:44222", "issue:43232|issue:44188", "issue:42222|issue:45200", "issue:41628|issue:44351", - "issue:44222|issue:45310", - "issue:42994|issue:44164", - "issue:44038|issue:45310", - "issue:43526|issue:45561", - "issue:44496|issue:45561", - "issue:36010|issue:41628", - "issue:43377|issue:44242", - "issue:43504|issue:45561", - "issue:43673|issue:44188", - "issue:43232|issue:44792", - "issue:43479|issue:44079" + "issue:44222|issue:45310" ], - "prepared_review_unit_hash": "0997f860e5fea7792f95c21d676e63ac1a193145e60f3e652470851d0132c96c", + "prepared_review_unit_hash": "e7eafc920e49ed145eb8bd473414e9d8a6deb0d7d52d484bb1c4dc56e8a20deb", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37566, - "estimated_input_tokens": 9392, - "estimated_eval_tokens": 19040 + "soft_pair_count": 32, + "serialized_chars": 36976, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers bug reports. The only clear duplicate pair among the soft edges is the Qwen3ForCausalLM VRAM leak report: 42673 and 43704 describe the same issue.", + "confidence": 0.84, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier and more discussed report of the same Qwen3ForCausalLM VRAM leak seen in issue:43704, and its title/description match the same concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative of the only accepted duplicate pair, with the clearest and earliest report of the VRAM leak behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/decoding regressions, but they affect different models and failure modes." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and auto_mappings CI breakage are unrelated problems." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A generation cache bug and a broad import-error report are different underlying issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "These are different generation-path failures with different symptoms and triggers." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch and processor save missing files are separate serialization bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to ESM2 breakage." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to the upgrade-related slowdown regression." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError and Sentence Transformers loading hang are different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to the DeepSpeed optimizer-step duplication bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads; 43704 is a duplicate of 42673." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Data-loading slowdown after upgrade and Qwen3.5 Moe from_pretrained failure are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate quantization/serialization problems." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression in filtering data is not the same as the optimizer-step duplication bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor save_pretrained missing files are different issues." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 missing attribute and AutoConfig trust_remote_code missing fields are distinct model/config bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field while the other is a generic from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different vision/video model failures with different symptoms and code paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a Gemma 4 zero3 from_pretrained failure are not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "One is a generic Qwen3.5 MoE from_pretrained error; the other is a specific missing config field." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer patch crash and auto-docstring annotation crash are unrelated AttributeErrors." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and missing pad_token_id on Llama4Config are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 vision encoder attribute error and add-new-model-like mapping failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallelism output corruption are different issues." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5-35B chat crash and missing Qwen3_5MoeVisionConfig field are different failures." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained failure are separate bugs." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling and attention-kernel divergence under torch.compile are different problems." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose breakage and Gemma 4 token-type defaulting are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor import failure and HybridCache import failure are different missing exports." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on moe and Qwen3.5 MoE from_pretrained error are separate code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the canonical issue rationale overstates the packet evidence: issue:42673 does have more discussion activity than 43704, but it does not have inbound references (both show 0). The rest of the cluster-level claim about a single clear duplicate pair is plausible, but this specific reasoning is not fully grounded/conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4172,49 +10602,49 @@ "component_count": 14, "review_unit_index": 34, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ - "issue:22355", - "issue:28282", "issue:30333", "issue:30990", "issue:33290", "issue:35141", - "issue:36331", + "issue:36010", "issue:41628", "issue:42175", - "issue:42757", - "issue:42831", "issue:42898", + "issue:42994", + "issue:43232", "issue:43278", - "issue:43295", + "issue:43377", "issue:43479", - "issue:43644", + "issue:43504", + "issue:43526", + "issue:43673", "issue:43723", "issue:43784", "issue:43824", "issue:43874", "issue:43976", + "issue:44038", "issue:44060", + "issue:44079", + "issue:44164", "issue:44188", - "issue:44206", - "issue:44222", + "issue:44242", "issue:44295", - "issue:44297", "issue:44373", - "issue:44442", "issue:44448", - "issue:44483", - "issue:44484", + "issue:44496", "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44792", "issue:44869", "issue:44933", "issue:44964", @@ -4224,68 +10654,253 @@ "issue:45137", "issue:45310", "issue:45356", - "issue:45406", "issue:45459", + "issue:45561", "issue:45656" ], "soft_pairs": [ + "issue:42994|issue:44164", + "issue:44038|issue:45310", + "issue:43526|issue:45561", + "issue:36010|issue:41628", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:43673|issue:44188", + "issue:43504|issue:45561", + "issue:43232|issue:44792", "issue:42898|issue:44568", "issue:30990|issue:35141", + "issue:43479|issue:44079", "issue:43479|issue:44869", "issue:43976|issue:44933", "issue:42175|issue:44933", "issue:44964|issue:45137", - "issue:43784|issue:43824", "issue:44188|issue:44373", "issue:44623|issue:45310", - "issue:43723|issue:44568", + "issue:43784|issue:43824", "issue:43278|issue:45137", + "issue:43723|issue:44568", "issue:42898|issue:45356", "issue:44060|issue:45125", "issue:42898|issue:44779", "issue:44734|issue:45103", - "issue:43874|issue:45092", "issue:30333|issue:33290", + "issue:43874|issue:45092", "issue:42898|issue:44448", "issue:41628|issue:45459", - "issue:44295|issue:45656", - "issue:42898|issue:43295", - "issue:44222|issue:44297", - "issue:43479|issue:43644", - "issue:44297|issue:45656", - "issue:44442|issue:45459", - "issue:42831|issue:44623", - "issue:44222|issue:44623", - "issue:44206|issue:45103", - "issue:22355|issue:28282", - "issue:41628|issue:42757", - "issue:30333|issue:36331", - "issue:44483|issue:45406", - "issue:44297|issue:45310", - "issue:44222|issue:44484" + "issue:44295|issue:45656" ], - "prepared_review_unit_hash": "f0d4b00a0f61f4acf00e332343d6774719780dc3d91479039e88c82f68a8a740", + "prepared_review_unit_hash": "e7f4c08d6de3cb20648f45f8244d8fca00b6d9c51758ef12817116644c877c07", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37928, - "estimated_input_tokens": 9482, - "estimated_eval_tokens": 19220 + "soft_pair_count": 30, + "serialized_chars": 36723, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it mixes unrelated tokenizer regressions, import/export breakages, multimodal model-loading issues, generation bugs, DeepSpeed problems, and even test-infra races. None of the soft pairs look like the same underlying bug, so there is no clear duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out; the items span distinct bug classes and code paths rather than one shared defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative. If forced to pick one, 44964 is the clearest standalone user bug report, but it does not explain the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both involve save/load behavior, but one is quantized model saving and the other is extra_state handling; different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen MoE area, but different model generations and different from_pretrained error paths." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Image label reduction bug vs pytest-xdist file race; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules, so they are not the same underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue vs test-infra race; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Encoder padding-mask output mismatch vs router-logit gating of load-balancing loss; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Both touch generation/runtime, but one is cache availability in chunked prefill and the other is a torch.compile kernel divergence." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model loading bug vs xdist race; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg update bug vs janus image-generation test failure; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is special-token insertion." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang vs embedding reinitialization after resize; different subsystems." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config default initialization vs ModelOutput key assignment; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue vs missing image_utils import; different problems." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging vs image_utils import export issue; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load regression vs DeepSpeed ZeRO3 deque error; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Kernel divergence bug vs docstring typo; not the same issue." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing saved processor files vs Qwen3.5 MoE from_pretrained error; different save/load failures." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import failures, but on different missing symbols and different compatibility breakages." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype drift during evaluation vs DeepSpeed ZeRO3 deque error; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure vs special-token insertion regression; different behaviors." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces and the other is codec/warning handling." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both Qwen-family issues, but tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions on different models and code paths." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash vs auto-docstring annotation crash; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting issue vs DeepSpeed OOM; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both are multimodal/vision loading reports, but on different models and different root causes." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup-space regression vs model output drift across versions; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Different import-related problems: missing AutoImageProcessor export vs tokenizer error masking without protobuf." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error vs DeepSpeed double optimizer step; unrelated." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -4299,53 +10914,51 @@ "component_count": 14, "review_unit_index": 35, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ + "issue:22355", "issue:28282", "issue:30333", "issue:30990", - "issue:33357", "issue:34689", "issue:35141", + "issue:36331", "issue:38175", "issue:41628", - "issue:42371", "issue:42757", "issue:42831", "issue:42886", + "issue:42898", "issue:42994", - "issue:43066", - "issue:43122", - "issue:43232", + "issue:43295", "issue:43479", - "issue:43576", + "issue:43644", "issue:43723", "issue:43756", - "issue:43784", "issue:43824", - "issue:43976", "issue:44038", "issue:44060", - "issue:44117", + "issue:44206", + "issue:44222", "issue:44261", "issue:44263", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", "issue:44442", + "issue:44483", + "issue:44484", "issue:44485", "issue:44514", - "issue:44521", "issue:44623", - "issue:44704", "issue:44871", "issue:44913", - "issue:44945", "issue:44977", "issue:44991", "issue:45092", @@ -4353,19 +10966,35 @@ "issue:45278", "issue:45310", "issue:45357", - "issue:45593" + "issue:45406", + "issue:45459", + "issue:45656" ], "soft_pairs": [ + "issue:42898|issue:43295", + "issue:44222|issue:44297", + "issue:43479|issue:43644", + "issue:44297|issue:45656", + "issue:44442|issue:45459", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "issue:30333|issue:36331", + "issue:44297|issue:45310", "issue:44263|issue:44360", "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44483|issue:45406", "issue:44263|issue:45092", "issue:30333|issue:34689", "issue:28282|issue:30333", "issue:30333|issue:35141", "issue:44295|issue:44623", - "issue:44261|issue:45092", "issue:43723|issue:44871", "issue:44514|issue:45103", + "issue:44261|issue:45092", "issue:43723|issue:44991", "issue:44373|issue:44485", "issue:43479|issue:44913", @@ -4377,39 +11006,262 @@ "issue:42831|issue:45310", "issue:42831|issue:44038", "issue:42757|issue:45278", - "issue:43576|issue:43784", "issue:44263|issue:44373", - "issue:43756|issue:44060", - "issue:43232|issue:45593", - "issue:43122|issue:44521", - "issue:42886|issue:43066", - "issue:44117|issue:44704", - "issue:42371|issue:44263", - "issue:30990|issue:33357", - "issue:43976|issue:44945" + "issue:43756|issue:44060" ], - "prepared_review_unit_hash": "2eef1110cbb6b56f0e53ba2d3d190eb9e1e1fc1c596715cd2f6c4c935d8c1244", + "prepared_review_unit_hash": "03c58641b487c01584a95f7740e03f79880a36a5af71cbfbb2040620b918a674", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36660, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "soft_pair_count": 37, + "serialized_chars": 38554, + "estimated_input_tokens": 9639, + "estimated_eval_tokens": 19534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "The cluster is broadly heterogeneous: most pairs are only superficially similar (imports, tokenizers, save_pretrained, v5 regressions) but describe different code paths and failures. No soft edge looks like a true duplicate, and there are no PRs to consider.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43723 is the best representative anchor because it is a concrete, user-facing v5 tokenizer-loading regression and sits near the center of the tokenizer-related subgroup in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the strongest standalone issue: it is specific, reproducible, and closest to several other tokenizer-related reports without being overly broad.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Different regressions: tokenization cleanup behavior vs processor/tokenizer access in v5.5.3." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention saving, but one is FP8/MoE model saving and the other is tokenizer metadata serialization." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization bug vs non-persistent buffer corruption; unrelated code paths." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "Both are tokenizer-related, but one is AutoTokenizer model registration and the other is exception masking when protobuf is absent." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue is not the same as missing files in processor.save_pretrained()." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Different save_pretrained failures: MoE FP8 model saving vs processor artifact omission." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash is unrelated to the auto_docstring AttributeError under future annotations." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is transformers.onnx and the other is missing PyTorch." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different packages: transformers AutoImageProcessor vs huggingface_hub is_offline_mode." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer serialization mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both touch DSA indexer, but one is torch.split return handling and the other is a missing ReLU." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation failure are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8/MoE save bug is unrelated to the 50GB shard-size default question." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection and Gemma4Processor missing _tokenizer are separate server/processor failures." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job state reporting is not the same as a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import and failed-job MLflow reporting are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding reinitialization during post_init are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/read error is unrelated to missing processor files on save." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and eos_token_id config inconsistency are distinct issues." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat-template crash is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision bug is not the same as InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading complaints, but they affect different models and likely different failure modes." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo and GLM-5 RoPE implementation bug are not the same artifact." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they concern different parameters and reload behaviors." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer failing for a specific tokenizer class is separate from the v5 tokenizer-loading regression being discussed here." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility is unrelated to Qwen3.5 visual encoder key saving." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading stall and SigLIP2 zero-probability outputs are different failures." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to quantized model saving failure." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different import issues: AutoImageProcessor missing vs Qwen2_5_VLForConditionalGeneration missing." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy issue is not the same as the Qwen3-VL-Moe bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing helper import is not the same as a broad report of many import errors after upgrade." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexing logic bug and docstring wording issue are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3-Next tied-weights warning are different model-specific bugs." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -4423,39 +11275,41 @@ "component_count": 14, "review_unit_index": 36, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:29127", "issue:30990", + "issue:33357", "issue:36296", "issue:39401", "issue:41628", "issue:42371", - "issue:42757", "issue:42831", + "issue:42886", "issue:42907", + "issue:43066", "issue:43116", "issue:43122", "issue:43232", - "issue:43278", "issue:43408", "issue:43452", "issue:43475", + "issue:43576", "issue:43784", - "issue:43824", "issue:43937", - "issue:43992", + "issue:43976", "issue:44038", + "issue:44117", "issue:44222", "issue:44261", + "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", "issue:44373", "issue:44485", @@ -4469,33 +11323,38 @@ "issue:44829", "issue:44945", "issue:44964", - "issue:44977", "issue:45200", - "issue:45216", "issue:45245", "issue:45278", "issue:45290", - "issue:45446", - "issue:45478", + "issue:45593", "issue:45600" ], "soft_pairs": [ + "issue:43232|issue:45593", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", "issue:42907|issue:44945", - "issue:44704|issue:45290", + "issue:43976|issue:44945", "issue:43122|issue:44514", + "issue:44704|issue:45290", "issue:43232|issue:44743", "issue:39401|issue:44488", "issue:44295|issue:44297", - "issue:42907|issue:43937", "issue:43408|issue:43475", "issue:43232|issue:45245", - "issue:43784|issue:45600", + "issue:42907|issue:43937", "issue:41628|issue:45278", + "issue:43784|issue:45600", "issue:44625|issue:44829", "issue:44360|issue:44485", "issue:39401|issue:44521", - "issue:43122|issue:44779", "issue:44261|issue:44373", + "issue:43122|issue:44779", "issue:29127|issue:30990", "issue:43116|issue:45200", "issue:42371|issue:42831", @@ -4504,38 +11363,237 @@ "issue:44038|issue:44295", "issue:36296|issue:43116", "issue:42907|issue:43452", - "issue:44038|issue:44222", - "issue:43824|issue:44351", - "issue:45216|issue:45478", - "issue:43992|issue:44704", - "issue:42757|issue:44351", - "issue:43122|issue:44977", - "issue:42907|issue:44222", - "issue:43278|issue:44945", - "issue:43784|issue:45446" + "issue:44038|issue:44222" ], - "prepared_review_unit_hash": "9fbe58b86d2b10810e66e6c8e3a23310997abb97f911c8f140e70aaa92a54ae4", + "prepared_review_unit_hash": "76fb63881ad5cab9381d33e9abbb679ca403de167a058371662d5710e4af1bee", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37181, - "estimated_input_tokens": 9296, - "estimated_eval_tokens": 18848 + "serialized_chars": 36549, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenization regressions, chat-template/processor bugs, model-loading/import failures, generation-state issues, and a few precision/training reports. The soft pairs are largely superficial similarities rather than true duplicates, so I would not merge any of them.", + "confidence": 0.27, + "canonical_issue_reason": "issue:43122 is the broadest and most reusable bug report in the tokenizer-regression subset ('different tokenization with same tokenizer from 4.57.3 to 5.0'), making it the best anchor among these mostly unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the cleanest representative issue to keep as the cluster anchor because it captures a general, user-facing tokenizer behavior regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Different code paths: generation kwarg propagation after sync_gpus vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Unrelated failures: transformers env CLI issue vs sentence-transformers import NameError." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both tokenizer-related, but one is offline cache loading and the other is decoder-type mismatch in v5; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization/chat templating, but one is a general tokenizer regression and the other is an assistant-mask bug for multimodal inputs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Different areas: TF32 configuration warning vs torch.split return-value handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor cached_file kwarg forwarding; different call sites." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in sentence-transformers vs MacOS bus error on a CLIP model; unrelated symptoms and layers." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Model save/dequantization failure vs incorrect output under pipeline parallelism; not the same underlying issue." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility problem vs pipeline-parallel generation bug." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer regression vs apply_chat_template crash on batched multimodal input; adjacent but distinct bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwarg forwarding issue vs chat-template crash with assistant tool-call messages; different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation state update bug vs recurrent-state reset in modular_qwen3_5.py; not the same defect." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug vs model loading failure for cjvt/sleng-bert; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access error vs tokenizer_class metadata mismatch on save_pretrained." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same model family, but one is a model-type warning and the other is a missing attribute in SAM 3 Video output." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation bookkeeping bug vs category-count runtime limit; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized model save failure vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but one is a specific missing AutoImageProcessor import and the other is broad import failures after an update; too loose to merge." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError vs stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation bug vs flash_attention_3 degenerate training; different model/config problems." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation issue vs GLM-5 RoPE implementation issue; unrelated internals." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping vs all-zero assistant_masks; both tokenizer-adjacent but distinct." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps precision bug vs wrong docstring; one is behavioral, the other documentation." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions, but one is a general version-change report and the other is Deepseek-specific; no evidence of the same code path." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs loading hang in sentence-transformers; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug vs Gemma 4 multimodal token-type defaulting problem." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API/settings warning vs FineGrainedFP8 accuracy regression; both precision-related but not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; different subsystems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals vs loading Phi-4 multimodal; unrelated model-specific failures." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs position_ids buffer access error; no shared underlying defect." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs example-script empty-results bug; different execution paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure vs gguf_file load path breakage; different I/O surfaces." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe runtime bug vs FP8 save_pretrained issue; only a broad MoE/vision-model overlap." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -4549,29 +11607,32 @@ "component_count": 14, "review_unit_index": 37, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:22355", "issue:29127", "issue:33453", "issue:38617", "issue:39401", - "issue:41628", "issue:42222", "issue:42371", "issue:42673", + "issue:42757", + "issue:42907", "issue:43064", "issue:43116", - "issue:43421", + "issue:43122", + "issue:43278", "issue:43441", - "issue:43450", "issue:43493", "issue:43673", + "issue:43784", + "issue:43824", "issue:43825", "issue:43827", "issue:43874", @@ -4579,26 +11640,23 @@ "issue:43931", "issue:43937", "issue:43976", - "issue:43986", + "issue:43992", "issue:44038", "issue:44075", "issue:44117", "issue:44222", - "issue:44291", + "issue:44351", "issue:44485", + "issue:44704", "issue:44779", - "issue:44829", "issue:44936", "issue:44945", "issue:44977", - "issue:45071", "issue:45072", - "issue:45081", "issue:45083", "issue:45216", "issue:45278", "issue:45341", - "issue:45405", "issue:45446", "issue:45478", "issue:45561", @@ -4606,59 +11664,255 @@ "issue:45588" ], "soft_pairs": [ - "issue:38617|issue:45278", - "issue:42222|issue:43441", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:43992|issue:44704", + "issue:42757|issue:44351", + "issue:43122|issue:44977", + "issue:43278|issue:44945", + "issue:42907|issue:44222", + "issue:43784|issue:45446", "issue:42673|issue:45072", + "issue:42222|issue:43441", + "issue:38617|issue:45278", "issue:43937|issue:44485", "issue:43064|issue:43673", "issue:22355|issue:29127", "issue:42371|issue:43874", "issue:43116|issue:43493", "issue:44075|issue:44936", + "issue:43976|issue:45446", "issue:44038|issue:45478", "issue:44222|issue:45478", - "issue:43976|issue:45446", "issue:43116|issue:43825", - "issue:43937|issue:45563", "issue:33453|issue:39401", - "issue:39401|issue:44779", + "issue:43937|issue:45563", "issue:45083|issue:45446", + "issue:39401|issue:44779", "issue:43931|issue:44945", "issue:44117|issue:45588", "issue:43827|issue:45446", "issue:43937|issue:44977", "issue:42673|issue:43906", - "issue:45341|issue:45561", - "issue:44291|issue:45071", - "issue:45405|issue:45446", - "issue:43450|issue:43986", - "issue:39401|issue:43421", - "issue:44829|issue:45216", - "issue:38617|issue:41628", - "issue:44117|issue:45081" + "issue:45341|issue:45561" ], - "prepared_review_unit_hash": "4f36e1e5ce1be6c716f54f3254bfa61fe1aadf8ba4875dedc7d7830994ca1402", + "prepared_review_unit_hash": "dba6062897f675c500365ff3bdd3569f0f3e9351287aa5d43bf572967ce749d0", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36535, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 + "soft_pair_count": 31, + "serialized_chars": 36559, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "Mostly unrelated issues; the soft edges are broad title-similarity matches, not clear duplicates. I would reject all candidate edges and not treat this as a single duplicate cluster.", + "confidence": 0.82, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the set spans many unrelated regressions, import errors, tokenizer bugs, and model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick an anchor, issue 45278 is the broadest umbrella for upgrade-related import failures, but it is still too generic to serve as a reliable canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols and different code paths; both are import errors, but not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/MoE save/load behavior, but one is checkpoint corruption on save_pretrained and the other is a from_pretrained load failure; not enough evidence they are the same defect." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "One is model weight loading for UMT5Encoder, the other is AutoProcessor kwargs forwarding; unrelated code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; same broad symptom, not the same issue." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression versus flash-attention generation failure; different underlying problems." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype mismatch in eval is not the same as pipeline-parallelism output corruption." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both concern save_pretrained and quantization, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE saving; distinct bugs." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import failure and flex_attention PyTorch version check are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak across dataloader threads versus dtype mismatches in bfloat16 inference; different failures." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure do not share a concrete bug path." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella for many import errors, but 38617 is one specific missing symbol; not clearly the same root cause." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are different issues." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import error versus LayoutLMv3 box-content error; no shared bug." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example failure and SigLIP2 implementation discrepancy are different problems." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Ignored SGD args and train/evaluate failure are not the same code-path bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue versus flex_attention import/version check; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 model variants and different failures; not a single fixable bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained bug and Qwen3.5 from_pretrained error are distinct save/load paths." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Run-classification multi-label output issue is unrelated to the pipeline() deprecation/error-message problem." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression versus wrong offset_mapping; both tokenization-related but not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalid and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 Omni feature-extraction helper behavior and a flex_attention import/version check are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions for different models; no evidence of one shared root cause." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Weight-shape loading mismatch is not the same as incorrect output under pipeline parallelism." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None-handling and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention import/version check are not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation issues are different." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug and a specific xdist race on captured_info.txt are too different to merge as duplicates." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -4672,14 +11926,15 @@ "component_count": 14, "review_unit_index": 38, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:38617", + "issue:39401", "issue:41628", "issue:42175", "issue:42222", @@ -4691,37 +11946,36 @@ "issue:43097", "issue:43122", "issue:43408", + "issue:43421", "issue:43441", - "issue:43452", + "issue:43450", "issue:43577", "issue:43582", "issue:43673", "issue:43742", "issue:43874", - "issue:43931", "issue:43937", "issue:43986", - "issue:44038", "issue:44075", "issue:44117", "issue:44220", "issue:44261", - "issue:44263", - "issue:44368", + "issue:44291", "issue:44410", "issue:44483", "issue:44484", - "issue:44485", "issue:44493", "issue:44496", "issue:44829", "issue:44933", - "issue:44987", - "issue:45003", "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", "issue:45341", + "issue:45405", + "issue:45446", "issue:45459", "issue:45464", "issue:45478", @@ -4729,64 +11983,255 @@ "issue:45656" ], "soft_pairs": [ + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:39401|issue:43421", + "issue:44829|issue:45216", + "issue:38617|issue:41628", + "issue:44117|issue:45081", "issue:44410|issue:45310", "issue:44484|issue:45310", "issue:42371|issue:44261", "issue:43408|issue:43742", "issue:42222|issue:45542", - "issue:43937|issue:44496", "issue:42673|issue:43582", + "issue:43937|issue:44496", "issue:42673|issue:43577", - "issue:44483|issue:45464", - "issue:42175|issue:42222", "issue:38617|issue:44220", + "issue:42175|issue:42222", "issue:44933|issue:45278", + "issue:44483|issue:45464", "issue:43012|issue:43577", - "issue:44075|issue:45656", "issue:42617|issue:45341", + "issue:44075|issue:45656", "issue:43066|issue:43122", - "issue:44484|issue:45478", "issue:43673|issue:45341", + "issue:44484|issue:45478", "issue:44410|issue:45478", "issue:43874|issue:44261", "issue:43097|issue:44493", "issue:43012|issue:43408", "issue:42222|issue:45459", - "issue:43441|issue:44829", - "issue:44263|issue:44485", - "issue:43986|issue:44484", - "issue:41628|issue:45071", - "issue:45071|issue:45542", - "issue:43931|issue:44410", - "issue:45003|issue:45341", - "issue:43986|issue:45341", - "issue:43931|issue:44038", - "issue:44117|issue:44987", - "issue:43097|issue:43452", - "issue:43408|issue:44368" + "issue:43441|issue:44829" ], - "prepared_review_unit_hash": "257fb05b0ddc24a7c44d4c4ce84f5fddb142cb4e3574f90612902f099ee70414", + "prepared_review_unit_hash": "77298b001a5d22efa40f1c7d30044525d452b8fc1c07626dbe6effc7558e9275", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37825, - "estimated_input_tokens": 9457, - "estimated_eval_tokens": 19170 + "soft_pair_count": 31, + "serialized_chars": 36802, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic grouping of unrelated bugs; issue 45278 is the broadest version-regression umbrella, but most pairwise matches are not true duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45278 is the broadest, most general anchor in the set: a version-upgrade report about many import errors after moving to 5.5.0. It\u2019s the best representative issue for a loose cluster, even though most other items are different bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best fits as the cluster anchor because it captures the widest scope and the most generic regression framing among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Different failures: init_empty_weights argument handling vs PreTrainedConfig type checking." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated problems: PEFT version pin availability vs a PyTorch version gate for flex_attention." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video processing, but one is a batched output-shape bug and the other is an AutoProcessor torchvision dependency crash." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping bug vs runtime post-processor update behavior; different code paths." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degradation vs Qwen3.5 save_pretrained checkpoint regression; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different API surfaces." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to the Mistral regex patch backend_tokenizer crash." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen family model issues: missing projections vs from_pretrained loading error." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size behavior is unrelated to the Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance vs MLA layernorm epsilon precision bug; different concerns." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_video/sam3_tracker is not the same as a MobileLLM config key error." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and a TensorFlow/tensorboard backend install issue are separate problems." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multithreading vs Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure vs unrecognized model/config missing model_type; different loaders and errors." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "Qwen3ForCausalLM VRAM leak vs BLIP2 dtype staying float32; unrelated symptoms and fixes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation vs a feature-extraction fbank issue; not the same path." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow extra/backend packaging issue vs broken VitPose models; different root causes." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing image_utils import is not the same as a broad collection of import errors after upgrading." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a generic API acceptance issue and the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time float32 warning on bfloat16 models is different from BLIP2 loading dtype attributes staying float32." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure and a small testing_utils bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored is a different optimizer bug from deepspeed causing double optimizer steps." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and changed tokenization between versions are related to tokenizers but not the same defect." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in v5.0.0 during chunked_prefill is unrelated to a testing utility bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size semantics do not match the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 is not the same as Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image patch count helper vs RMS norm epsilon precision issue; different multimodal components." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API and unexpected position-id keys are separate upgrade regressions." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Float32 precision warning while compiling bfloat16 models is unrelated to sam3 model-type warning." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and tokenizer error masking when protobuf is absent are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different FlashAttention-related regressions affecting different models and outcomes; not mergeable as one fix." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -4800,35 +12245,33 @@ "component_count": 14, "review_unit_index": 39, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:38617", + "issue:41628", "issue:42757", - "issue:42886", - "issue:42907", "issue:43012", "issue:43064", "issue:43066", "issue:43097", - "issue:43208", "issue:43335", "issue:43352", - "issue:43381", + "issue:43408", + "issue:43452", "issue:43502", "issue:43531", - "issue:43550", - "issue:43618", "issue:43824", "issue:43825", "issue:43873", "issue:43874", "issue:43901", "issue:43906", + "issue:43931", "issue:43976", "issue:43986", "issue:43992", @@ -4847,29 +12290,42 @@ "issue:44655", "issue:44704", "issue:44829", + "issue:44987", + "issue:45003", "issue:45071", "issue:45103", "issue:45245", "issue:45341", "issue:45372", "issue:45375", - "issue:45479", + "issue:45542", "issue:45588" ], "soft_pairs": [ + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43986|issue:44484", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:43931|issue:44038", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43408|issue:44368", "issue:43335|issue:45071", "issue:43874|issue:44263", "issue:43976|issue:45071", "issue:44829|issue:45245", - "issue:43986|issue:45372", "issue:43531|issue:45341", + "issue:43986|issue:45372", "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:44261|issue:44485", "issue:44410|issue:45375", "issue:44038|issue:44410", - "issue:44062|issue:44117", "issue:38617|issue:44351", + "issue:44062|issue:44117", "issue:43097|issue:45588", "issue:44704|issue:45103", "issue:43986|issue:44117", @@ -4881,38 +12337,255 @@ "issue:43352|issue:44380", "issue:43992|issue:44484", "issue:43097|issue:43901", - "issue:43012|issue:44368", - "issue:43012|issue:43550", - "issue:42886|issue:43381", - "issue:42907|issue:44655", - "issue:44380|issue:45479", - "issue:43208|issue:43550", - "issue:43352|issue:43976", - "issue:43064|issue:44380", - "issue:43618|issue:44380" + "issue:43012|issue:44368" ], - "prepared_review_unit_hash": "510b8bcc6a84577d4743b7572ebbc01aa9ad177f9958f197ba926bf09e856a14", + "prepared_review_unit_hash": "cee328c90280e6a341bbccc8e1be2de825daae860b368dc127934846346a542f", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37583, - "estimated_input_tokens": 9396, - "estimated_eval_tokens": 19048 + "soft_pair_count": 36, + "serialized_chars": 38521, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This set is mostly heterogeneous Transformer regressions and import/load bugs; none of the soft pairs look like the same underlying issue closely enough to merge. I\u2019d keep a single broad v5 regression report as the closest anchor, but there is no strong duplicate cluster here.", + "confidence": 0.28, + "canonical_issue_reason": "Closest anchor is issue 43097 because it is a concrete, user-facing Transformers v5 breakage with inbound references; however, the overall set is too mixed for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the most broadly relevant and likely to attract follow-up discussion, but it is not a good duplicate umbrella for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs in different model internals: torch.split return handling vs RoPE implementation." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated failures: missing AutoImageProcessor import vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Different areas and symptoms: config type checking vs TensorBoard-only backend error." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model loading crash without torchvision is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family issues, but they affect different models and different concrete failures." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is not the same as a testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different code paths entirely: processor loading vs test utility behavior." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad model family, but different bug reports and likely different root causes." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed embedding-tie API is not the same as gguf_file loading failures." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "These warnings concern different model/config mismatches and different underlying causes." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to config type checking." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM bugs: missing image-patch method vs torch.split return-value handling." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version compatibility issue is not the same as PretrainedConfig type checking." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Degenerate FlashAttention-3 training and category-count limits are unrelated problems." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision in video processor loading is unrelated to ReasoningEffort import errors." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols in different modules." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to Liger Kernel application in model_init." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Precision/epsilon mismatch in MLA is not the same as GLM-5 RoPE implementation details." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in qwen3next and dropped config field in Qwen3_5MoeVisionConfig are different defects." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model variants and different missing/incorrect components." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-name import errors, but they concern different exported symbols and different modules." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken argument duplication is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding-tie deprecation warning is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor load crash without torchvision is not the same as tokenizer mapping None handling." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Ignoring local_files_only is unrelated to missing embed_tokens.weight in UMT5Encoder." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different multimodal-load failures with different missing dependencies/symbols." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal in v5 is unrelated to the quantization offloading problem." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and a reproduced external issue are not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task messaging and Pipeline save_pretrained support are different issues." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support error for Nemotron and GPT2 attention scaling are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights and max shard size are unrelated model-loading vs save-pretrained concerns." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "An API removal warning is not the same as outdated docs for return_all_scores." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "bfloat16 precision warning and tie_word_embeddings warning are different configuration issues." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -4926,29 +12599,32 @@ "component_count": 14, "review_unit_index": 40, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:36010", "issue:36683", "issue:38617", "issue:42757", + "issue:42886", + "issue:42907", "issue:42994", - "issue:43010", "issue:43012", "issue:43064", "issue:43066", "issue:43208", "issue:43299", "issue:43352", + "issue:43381", "issue:43475", "issue:43502", "issue:43525", "issue:43526", + "issue:43550", "issue:43582", "issue:43618", "issue:43756", @@ -4958,13 +12634,11 @@ "issue:43901", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", "issue:44077", "issue:44188", "issue:44220", "issue:44230", - "issue:44242", "issue:44263", "issue:44380", "issue:44483", @@ -4975,14 +12649,21 @@ "issue:44683", "issue:44938", "issue:45216", - "issue:45278", "issue:45290", - "issue:45310", "issue:45381", "issue:45440", + "issue:45479", "issue:45593" ], "soft_pairs": [ + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:44380|issue:45479", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43618|issue:44380", "issue:43208|issue:43526", "issue:44483|issue:44514", "issue:36683|issue:43582", @@ -4991,58 +12672,288 @@ "issue:42757|issue:43824", "issue:44038|issue:44230", "issue:44483|issue:45290", - "issue:43299|issue:43867", "issue:44483|issue:45381", + "issue:43299|issue:43867", "issue:38617|issue:43502", "issue:43756|issue:44485", "issue:43901|issue:44655", "issue:36683|issue:43475", - "issue:42994|issue:44655", "issue:44220|issue:44655", + "issue:42994|issue:44655", "issue:43867|issue:45216", "issue:43352|issue:43937", - "issue:43066|issue:45381", "issue:44263|issue:45440", "issue:44077|issue:44380", + "issue:43066|issue:45381", "issue:36683|issue:44077", "issue:43976|issue:44938", - "issue:43064|issue:44492", "issue:36683|issue:43525", + "issue:43064|issue:44492", "issue:36010|issue:42757", "issue:44188|issue:44380", "issue:43352|issue:45593", - "issue:43618|issue:45216", - "issue:36683|issue:44242", - "issue:43010|issue:45278", - "issue:36683|issue:43352", - "issue:43992|issue:45310" + "issue:43618|issue:45216" ], - "prepared_review_unit_hash": "0b76d585ed5fd051caa5a2644c04e1cc3b7b1a99cddd13b1809e15f0e6f59eda", + "prepared_review_unit_hash": "a38c0a396f6d3c33c40c27efa891e6cab97c751070170d46068ae51adb77bae0", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38399, + "estimated_input_tokens": 9600, + "estimated_eval_tokens": 19456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers bug reports with only one plausible duplicate pair. Nearly all soft edges are false positives; the only reasonable merge candidate is the CLIP v5 output-regression pair.", + "confidence": 0.84, + "canonical_issue_reason": "Issue:43761 is the clearest representative of the only plausible duplicate subcluster (CLIP v5 forward/output regression). The rest of the items are unrelated enough that no single issue truly canonicalizes the full set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43761 is the best single anchor because it is the most explicit regression report among the near-duplicate CLIP issues and has the cleaner, more specific reproduction claim.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different failures: a bfloat16 compile warning vs a Bamba SDPA torch.compile error." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading bug and eval-mode gradient-checkpointing behavior are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is not the same as the zero-loss sequence-classification bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba compile/SDPA failure are different models and code paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized-model saving and pipeline save_pretrained are separate save-path problems." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unsupported Flash Attention on a model vs Python-version compatibility are unrelated issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is not the same as attention scaling being ignored." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both are attention-related, but one is missing CLIP outputs and the other is GPT2 backend scaling behavior." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Training bugs in xLSTM do not match a BeitImageProcessorFast label-reduction bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection and batched chat-template crashing are different user-facing failures." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching allocator TypeError are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIP v5 regression class: forward output fields (attentions/hidden_states) no longer being populated correctly." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A PyTorch precision warning and a compiled flex_attention failure are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different dependency breakages." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL/Qwen3-VL-Moe loading and fp8 inference support are distinct issues." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "A v1 chat-completions request rejection is not the same as apply_chat_template crashing on tool-call messages." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat-completions API acceptance and Qwen2.5-VL video vision_position_ids are different regressions." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading and a state_dict sorting load-model error are not the same code-path problem." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing layer_type_validation import and local_files_only still making API calls are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and GLM-5 RoPE discussion are not the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline save_pretrained docs/behavior and inability to save pipeline objects are not the same fix." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are different attribute errors." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "_torch_extract_fbank_features() and pipeline save_pretrained failure are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline serialization failure are different save flows." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A state_dict ordering load error and a Qwen3.5 save_pretrained regression are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash-Attention support for Nemotron and GLM-5 generation config validation are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer and DeepseekV3MoE implementation divergence are different problems." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init allowance and GPT2 attention scaling under backend kernels are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Wrong tokenizer decoder type and Qwen2.5-VL video position IDs are separate regressions." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config vocab_size missing and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python-version support for Transformers 5.1.0 and Python 3.14 load failure are not the same underlying issue." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are different config attribute regressions." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption in Trainer/FSDP2 and a cache-strategy typo are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "GenerationMixin import failure and is_offline_mode import failure are distinct import breakages." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "torch.compile branching divergence in attention kernels and GPT2 attention scaling config are different backend bugs." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention 2 support and D-FINE auxiliary-loss logic are unrelated model issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output-field regression and Qwen3.5 checkpoint-saving regression are different subsystems and failures." + } + ] }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37154, - "estimated_input_tokens": 9289, - "estimated_eval_tokens": 18834 + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted soft edge (issue:43618 \u2194 issue:43761) is plausibly the CLIP v5 output-regression subcluster, while the rest of the pairwise rejections are appropriately cautious and supported by distinct titles/bug themes." }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5052,31 +12963,29 @@ "component_count": 14, "review_unit_index": 41, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:28282", - "issue:30990", - "issue:31795", "issue:33453", "issue:36296", "issue:36683", "issue:41669", - "issue:42548", "issue:42890", "issue:43010", "issue:43064", "issue:43065", - "issue:43232", + "issue:43352", "issue:43502", "issue:43575", "issue:43618", "issue:43723", "issue:43867", + "issue:43931", "issue:43976", "issue:43992", "issue:44062", @@ -5084,20 +12993,21 @@ "issue:44077", "issue:44112", "issue:44222", + "issue:44242", "issue:44246", - "issue:44351", "issue:44355", "issue:44360", "issue:44387", "issue:44484", "issue:44556", - "issue:44749", "issue:44855", "issue:44857", "issue:44938", "issue:44964", "issue:45071", "issue:45125", + "issue:45278", + "issue:45310", "issue:45341", "issue:45357", "issue:45375", @@ -5109,6 +13019,10 @@ "issue:45600" ], "soft_pairs": [ + "issue:36683|issue:44242", + "issue:43010|issue:45278", + "issue:43352|issue:43931", + "issue:43992|issue:45310", "issue:41669|issue:44246", "issue:43867|issue:45375", "issue:36683|issue:43064", @@ -5121,8 +13035,8 @@ "issue:44360|issue:45440", "issue:44938|issue:45381", "issue:43618|issue:44077", - "issue:43867|issue:44484", "issue:36296|issue:43575", + "issue:43867|issue:44484", "issue:43618|issue:44857", "issue:43618|issue:45588", "issue:28282|issue:33453", @@ -5135,40 +13049,232 @@ "issue:43010|issue:44075", "issue:44222|issue:45125", "issue:43010|issue:43065", - "issue:44387|issue:44556", - "issue:42548|issue:44351", - "issue:43010|issue:43232", - "issue:45125|issue:45478", - "issue:45125|issue:45375", - "issue:44355|issue:44749", - "issue:30990|issue:31795" + "issue:44387|issue:44556" ], - "prepared_review_unit_hash": "fb6d5ab31c375cc50f99a9112162a3f1eb8db486eae050fe9c2d258e16a828f3", + "prepared_review_unit_hash": "d3f942dd28421911f9ad917d1044450f36efca9bb46651ffbad5f31750340335", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37143, - "estimated_input_tokens": 9286, - "estimated_eval_tokens": 18828 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35952, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated model-loading, version-regression, and test-flakiness issues. Only the import-performance pair looks like a plausible duplicate; the rest are too model- or bug-specific to merge confidently.", + "confidence": 0.61, + "canonical_issue_reason": "issue:41669 is the strongest duplicate anchor here because it gives a concrete root cause for the import slowness symptom reported in issue:44246 (`import *` in model modules).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest and most representative report in the set, since it captures the general upgrade-related import/load regression theme better than the narrower model-specific tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different problems: Gemma3 config missing `vocab_size` vs MoE load-balancing loss gating when `output_router_logits=False`." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Unrelated: cache/layer `update()` no-grad decoration vs broad import errors after upgrading Transformers." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different model paths and failures: Flash Attention 2.0 support error vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different loading bugs for different models: missing `embed_tokens.weight` in UMT5Encoder vs Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to import-time slowness in `transformers`; 41669 gives a concrete cause and 44246 reports the same symptom." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different bugs: sorted `state_dict` loading error vs Qwen3.5 vision config field being dropped." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different failures: Gemma3 config attribute error vs FSDP2/PEFT optimizer state corruption." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Not the same underlying bug; one is about compiled Python files, the other is a Python 3.13 `torch.jit.script` parsing/import issue." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test issues, but one is missing `set_seed()` in SAM-HQ tests and the other is an xdist file race in patched testing utils." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different compatibility regressions: Python 3.14 import failure vs `PretrainedConfig` type-checking breakage in v5.4.0." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve loading/saving, but one is a generic load-order issue and the other is Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model bugs: UMT5 encoder missing weights vs Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated: cache/layer no-grad decoration vs Python version compatibility for Transformers 5.1.0." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different implementation mismatches in different models: DSA indexer activation vs DeepSeekV3 divergence." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Different Python-version/load failure vs a specific Qwen2.5-VL video `vision_position_ids` bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different code paths: CLIP output missing attentions vs patchtsmixer `post_init` API restriction." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on loading a specific model." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Different serialization concerns: sorted `state_dict` load error vs `max_shard_size` default choice." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: CLIP output attribute regression vs LwDetr float16 AMP crash." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs in different modules: CLIP attentions assignment vs flash-attention sink-less model crash." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different regressions: missing PyTorch import for AutoModel vs tokenizer-loading regression." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different issues: a test seed/flakiness problem vs a Phi-4 multimodal model loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures: SAM-HQ seeding flake vs GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI/test issues: missing `set_seed()` vs stale `auto_mappings` references to removed configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different tokenizer-related bugs: `local_files_only=True` still making API calls vs `AddedToken(..., special=...)` argument duplication." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-upgrade loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility; too broad to call a duplicate." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Different testing-utils problems: SAM-HQ seed instability vs a separate bug in `testing_utils.py`." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Different areas: cache/layer no-grad decoration vs SGD optimizer args not being used." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different MoE/tensor-parallel issues: FP8 `save_pretrained` bug vs missing `_tp_plan` for Qwen3_5Moe." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different code paths: cache/layer `update()` decoration vs dummy `nn.Conv2d` in Sam3PixelDecoder." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different bugs: int4 quantization memory growth vs checkpoint reload failure after upgrade." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the only accepted soft edge (41669 \u2194 44246) is well-supported by the titles and discussion context. The rejected pairs are phrased conservatively and do not overstate duplicate evidence. " + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5178,14 +13284,15 @@ "component_count": 14, "review_unit_index": 42, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:30333", + "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -5193,12 +13300,11 @@ "issue:38617", "issue:41628", "issue:41669", - "issue:42371", "issue:42548", "issue:42757", "issue:42831", - "issue:42890", "issue:43010", + "issue:43232", "issue:43299", "issue:43502", "issue:43526", @@ -5208,7 +13314,6 @@ "issue:43827", "issue:43874", "issue:43901", - "issue:44038", "issue:44222", "issue:44230", "issue:44261", @@ -5218,23 +13323,30 @@ "issue:44355", "issue:44360", "issue:44368", - "issue:44393", "issue:44485", "issue:44492", "issue:44556", "issue:44623", "issue:44655", + "issue:44749", "issue:44908", "issue:44961", "issue:45003", "issue:45071", - "issue:45092", "issue:45125", "issue:45230", + "issue:45375", "issue:45468", + "issue:45478", "issue:45542" ], "soft_pairs": [ + "issue:42548|issue:44351", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:44355|issue:44749", "issue:43502|issue:44485", "issue:30333|issue:33453", "issue:44315|issue:44360", @@ -5251,15 +13363,15 @@ "issue:42757|issue:43576", "issue:33453|issue:36296", "issue:43827|issue:44961", - "issue:43576|issue:43824", "issue:43576|issue:45071", + "issue:43576|issue:43824", "issue:43673|issue:44492", "issue:38617|issue:43576", "issue:44961|issue:45468", "issue:31795|issue:38617", "issue:43576|issue:44351", - "issue:41628|issue:42548", "issue:44908|issue:44961", + "issue:41628|issue:42548", "issue:44485|issue:44961", "issue:36296|issue:43901", "issue:36296|issue:43526", @@ -5269,35 +13381,285 @@ "issue:44273|issue:45542", "issue:44623|issue:45230", "issue:43576|issue:44556", - "issue:41669|issue:43673", - "issue:44038|issue:45125", - "issue:44393|issue:45071", - "issue:44556|issue:45092", - "issue:42371|issue:44492", - "issue:42890|issue:44908" + "issue:41669|issue:43673" ], - "prepared_review_unit_hash": "3ff660b155949d8c2acfb0a58b348a5c5fdb2efe72566808a0e6936888c275bc", + "prepared_review_unit_hash": "b716d8443f48778ffa20387c1680591401c1f5cbd2bc28fd1c0126dcc544df5e", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39047, - "estimated_input_tokens": 9762, - "estimated_eval_tokens": 19780 + "soft_pair_count": 41, + "serialized_chars": 39346, + "estimated_input_tokens": 9837, + "estimated_eval_tokens": 19930 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is noisy: it mixes unrelated Transformers issues around v5 regressions, import errors, loading failures, docs, and performance. I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected. The broadest representative issue is the v5 env-command regression, but only as a cluster anchor, not as a duplicate match.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43576 is the broadest v5 breakage report in the set and has the most soft similarities to other import/API-regression reports, so it is the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the most central/high-signal issue for this noisy cluster and best captures the shared theme of v5-related breakage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different root causes." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache bugs in different code paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is tensor-parallel plan missing and the other is a from_pretrained loading error." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but the missing fields and failure modes are different." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Unrelated issues: loading hang versus documentation confusion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors and post-upgrade slowdown are different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only API leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting failure and tokenizer loading regression are different problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application issue and DSA/ReLU concern are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache no_grad decoration and a tie_word_embeddings warning are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "One is about blocked local file access, the other about FP8 save_pretrained behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they affect different checkpoints and failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only API access and a placeholder 'racoon' issue are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Running compiled Python files and saving Pipeline objects are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job status reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy and missing image-patch count API are distinct bugs." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type checking are different regressions." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Different loading failures for different models and release versions." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "ImportError from huggingface_hub and a broken transformers env command are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() and an unrelated issue title do not match." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Different v5 regressions affecting different APIs/code paths." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and a Qwen2.5-VL import error are separate issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache bug and a typo in cache strategies are not the same defect." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Different import-related failures with different missing names and modules." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated issue titles; no shared bug signal." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion versus an ImportError are different categories." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command and missing HybridCache import are different issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated issue are not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different causes." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated issue title are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are different problems." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "ImportError and compiled-file execution errors are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading trouble and unsafe sys.modules access may be related conceptually, but the reports do not clearly describe the same concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Precision/config issue in MLA layernorm and a DSA/ReLU discussion are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading bug and tf-backend dependency error are different issues." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files and a generic bug report are not duplicates." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and reload failure after version upgrade are different regressions." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup performance issue and chunked-prefill cache missing are unrelated." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -5311,12 +13673,12 @@ "component_count": 14, "review_unit_index": 43, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:31795", "issue:33453", @@ -5324,19 +13686,18 @@ "issue:37428", "issue:41669", "issue:42371", - "issue:42913", - "issue:43066", + "issue:42890", "issue:43352", "issue:43408", "issue:43502", "issue:43519", "issue:43576", "issue:43606", - "issue:43618", "issue:43704", "issue:43723", "issue:43827", "issue:43976", + "issue:44038", "issue:44077", "issue:44246", "issue:44261", @@ -5350,6 +13711,7 @@ "issue:44393", "issue:44485", "issue:44492", + "issue:44556", "issue:44623", "issue:44655", "issue:44704", @@ -5357,17 +13719,21 @@ "issue:44861", "issue:44908", "issue:44945", - "issue:44998", "issue:45071", "issue:45092", + "issue:45125", "issue:45230", - "issue:45290", "issue:45310", "issue:45341", "issue:45468", "issue:45478" ], "soft_pairs": [ + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", "issue:44704|issue:44908", "issue:44246|issue:44273", "issue:43408|issue:44315", @@ -5388,8 +13754,8 @@ "issue:44077|issue:44861", "issue:41669|issue:44908", "issue:43723|issue:44393", - "issue:44655|issue:44861", "issue:43576|issue:44273", + "issue:44655|issue:44861", "issue:44360|issue:45468", "issue:44273|issue:44908", "issue:45230|issue:45310", @@ -5403,41 +13769,284 @@ "issue:44485|issue:45468", "issue:42371|issue:43704", "issue:43502|issue:43519", - "issue:43519|issue:43704", "issue:43519|issue:44623", + "issue:43519|issue:43704", "issue:44263|issue:45468", "issue:44261|issue:45468", "issue:43606|issue:45468", - "issue:43704|issue:45341", - "issue:42913|issue:43066", - "issue:44908|issue:44998", - "issue:44861|issue:45290", - "issue:44998|issue:45341", - "issue:44492|issue:44998", - "issue:43618|issue:44998" + "issue:43704|issue:45341" ], - "prepared_review_unit_hash": "79115aafe68a3be31d36efbf274a123d1989748a72e3700b542a715f24b535c9", + "prepared_review_unit_hash": "5975465dbfbf6fd1e294a9a48c1ea16cf072f2bc114d31d909c11a0f4b46b0d6", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 47, - "serialized_chars": 41064, - "estimated_input_tokens": 10266, - "estimated_eval_tokens": 20788 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 46, + "serialized_chars": 40326, + "estimated_input_tokens": 10082, + "estimated_eval_tokens": 20420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is mostly noisy and heterogeneous: several items are only loosely similar by subsystem or release, not the same bug. The clearest duplicate-like thread is the Qwen3.5 MoE from_pretrained regression, so issue:45310 is the best anchor. No PRs are present.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45310 is the most concrete, specific bug report in the set and is the best anchor for the repeated Qwen3.5 MoE from_pretrained failure; the rest of the items are largely unrelated or too generic to serve as the canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 has the clearest user-facing failure mode and the strongest apparent duplicate signal among the items, so it is the best issue to keep as the representative record.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family and release context, but different concrete problems: generic Qwen3-VL-Moe breakage vs missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different layers of the stack: a Qwen3-VL 2D bbox/output issue vs a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 checkpoint-loading regressions, but they target different models and different failure paths; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "Unrelated changes: TF32 API settings guidance vs a typo in cache strategies." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Integration-test flakiness from missing set_seed is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding is a different code path from inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both touch import/lazy-loading performance, but the available evidence does not show the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different model-instantiation warnings/features; no shared failing code path." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bbox/output correctness are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support gating is unrelated to Qwen3-VL output errors." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI and scheduler kwarg handling are unrelated issues." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg plumbing and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is too specific to merge with a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is a distinct model-state bug, not the same as a generic report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance cleanup and a HybridCache import failure are different problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance refactor and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Broad import cleanup vs a cache-strategy typo; not the same underlying bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-VL output bug versus Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application and flash_attention_3 training degeneration are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() is unrelated to scheduler kwargs plumbing." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward inputs is unrelated to a tokenizer-loading regression." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "post_init policy on patchtsmixer is unrelated to tied-weight key handling." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import performance cleanup and scheduler behavior are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3-VL bbox/output errors do not share a concrete code path." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "CLI env breakage and lazy-loading issues are only broad release-similarity, not the same bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key crashes are different save/load paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation logic and Gemma-4 audio positional encoding are unrelated model internals." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and scheduler kwargs are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not provide evidence that it is the same concrete Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and VRAM leakage in dataloader threads are different problems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are distinct bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion in model.forward and Llama 3.2 model-loading regression are not the same issue." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Forward-doc confusion and a flash-attention import error are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel application and old InternVL2 checkpoint/meta-init incompatibility are different failures." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage across dataloader threads and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model components." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected API requests with local_files_only and Qwen3VL timestamp math are different bugs." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -5451,12 +14060,12 @@ "component_count": 14, "review_unit_index": 44, "review_unit_count": 44, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-378", + "cluster_id": "cluster-15354-379", "nodes": [ "issue:30333", "issue:31515", @@ -5464,17 +14073,30 @@ "issue:33453", "issue:36296", "issue:38617", + "issue:42913", + "issue:43066", "issue:43298", "issue:43525", "issue:43572", + "issue:43618", "issue:44230", + "issue:44492", "issue:44556", "issue:44623", "issue:44861", + "issue:44908", "issue:44998", - "issue:45310" + "issue:45290", + "issue:45310", + "issue:45341" ], "soft_pairs": [ + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44998|issue:45341", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:43618|issue:44998", "issue:44556|issue:44998", "issue:43525|issue:44861", "issue:43572|issue:44861", @@ -5487,28 +14109,139 @@ "issue:44230|issue:45310", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "69c6391746a83623868e99dc0aad11154853d3969b957fba25ea45e17a0d85bb", + "prepared_review_unit_hash": "e9856a88f92f302524315a8e53833fc4de7cabee77e6bc770d9824aac5904e8b", "component_budget": { - "node_count": 378, - "item_count": 378, - "soft_pair_count": 1414, - "serialized_chars": 729446, - "estimated_input_tokens": 182362, - "estimated_eval_tokens": 364980 + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 }, "budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 11, - "serialized_chars": 11740, - "estimated_input_tokens": 2935, - "estimated_eval_tokens": 6126 + "node_count": 22, + "item_count": 22, + "soft_pair_count": 17, + "serialized_chars": 17393, + "estimated_input_tokens": 4349, + "estimated_eval_tokens": 8954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "These issues are largely unrelated; the only near-match is the tokenizer v4/v5 pair, but it is still too broad to treat as the same underlying bug. All soft edges should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43066 is the most concrete and actionable bug report in the set: it describes a specific tokenizer regression in v5, whereas the similar tokenizer issue is broader and less precise.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the strongest representative issue because it is narrowly scoped, clearly describes the failure mode, and is more likely to serve as a clean anchor than the more generic neighboring reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Related tokenizer-v5 complaints, but one is a broad behavior difference and the other is a specific decoder-type regression; not enough evidence they are the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Completely unrelated: a scheduler kwarg bug versus an irrelevant/nonsensical issue title." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "No substantive overlap; one is irrelevant, the other is a testing_utils bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different failure modes in different code paths: tied-weight key handling vs chat templating with tool calls." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategy text is unrelated to the other issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the other issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression is unrelated to the other issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Different problems: missing pad_token_id on one config versus a tied-weights AttributeError." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Different config regression than tied-weights handling; only superficial API-level similarity." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Loading-checkpoint slowness and an ImportError in configuration_utils are separate issues." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 support for Qwen models is unrelated to missing processor.save_pretrained files." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained checkpoint loading speed is unrelated to tensor parallel training bugs." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on training failure is unrelated to checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Training checkpoint loading slowness is unrelated to documentation confusion in model.forward." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both involve loading, but tokenizer-loading regression and checkpoint-loading slowness are different code paths and bugs." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen-family models, but fp8 inference support and from_pretrained failure are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and Qwen fp8 inference support are unrelated." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -5522,7 +14255,7 @@ "component_count": 14, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -5535,12 +14268,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "161b06d4505e20f0c4a28669a1155c176e2a94e50d271e35f4dd7196aa9ba16c", + "prepared_review_unit_hash": "65aecb068034a5febfa06ad93e71933783bdd7bbb3d113df999f34d07b21593c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -5548,7 +14281,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -5556,7 +14289,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both items are broad community-contribution feature requests, but they target different capabilities: Flash Attention 2 support versus GGUF support. They are related only at the high level of adding architecture coverage, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": "Neither issue is a duplicate of the other; if one had to be chosen as the representative, issue #26350 is slightly more generic in wording, but both are distinct feature requests.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is a clear, well-scoped request for Flash Attention 2 architecture support and is marginally broader in framing than #33260, but it should only serve as a representative for its own feature area, not as a duplicate canonical for the other issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "They request different features in different code paths (Flash Attention 2 vs GGUF support). Similar high-level goal, but not the same bug/change and not mergeable as one issue." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -5570,7 +14318,7 @@ "component_count": 14, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -5590,12 +14338,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "18ef4e55bc38e2a6a2a0364fbed8aebaf650c8197a1433f51b64dc074d773a57", + "prepared_review_unit_hash": "5ee06bec41df786804d25f5502d6a9b905e2f490fdc632464bad62a11cb87f39", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4453, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -5603,7 +14351,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4453, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -5611,7 +14359,52 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are mostly near-duplicate issue templates for docs translation, but only one is a concrete Turkish request. The others are generic placeholder variants, so I would not merge them as the same underlying issue.", + "confidence": 0.86, + "canonical_issue_reason": "issue:27088 is the only specific, concrete request ('Translating docs to Turkish') and is the most actionable representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the best issue to keep as the canonical example because it is specific, has actual discussion, and is not just a placeholder template.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same template family, but not the same concrete issue: one is Turkish-specific while the other is an unnamed placeholder language variant." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Generic placeholder vs specific Turkish translation request; similar wording does not indicate the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "One is a concrete Turkish docs translation request, the other is a generic language placeholder; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both look like placeholder template instances, but there is no evidence they refer to the same concrete language request or bug." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical template text alone is insufficient; these appear to be separate placeholder issue instances." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Highly similar placeholder titles, but no concrete shared language or underlying problem is established." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -5625,7 +14418,7 @@ "component_count": 14, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -5677,28 +14470,205 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "9fd2ae2c68567d2c7edee314103ca26a70a52e3ae9fb684ed8f823f9a07b5273", + "prepared_review_unit_hash": "0e6a428778d174efe28ec0b548c46050f469cca4adf1e4a52f7877bf977717b4", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17642, - "estimated_input_tokens": 4411, - "estimated_eval_tokens": 9078 + "serialized_chars": 17647, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17642, - "estimated_input_tokens": 4411, - "estimated_eval_tokens": 9078 + "serialized_chars": 17647, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is a set of similarly phrased but mostly distinct model-support requests (new architectures, ASR/TTS, audio, OCR, etc.). I do not see any true duplicate pairs here; the similarities are at the broad \u201cplease add model X\u201d level only.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43837 is the most central anchor in this similarity cluster, with the widest overlap to other model-support requests, but the items are still distinct enough that this is only a routing choice, not a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43837 is the best overall representative because it sits at the center of the cluster and is broadly similar to several other audio/model-support requests, even though none are exact duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model additions (EuroBert config vs DEIMv2); only the generic request pattern matches." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config addition versus Qwen3-TTS support; unrelated model families and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models and different modalities; not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support request versus weight-sparse transformer request; distinct architectures and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is unrelated to LFM2.5 Audio support." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT versus Voxtral TTS support; different model families and functionality." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture request is separate from ModernVBERT models." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 model architecture and Qwen3-ASR support are different requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 versus weight-sparse transformer; no shared concrete bug/change." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are unrelated model support items." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models versus generic BERT-like RoPE support; too broad and not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they target different modalities and implementation paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support versus Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer support do not describe the same change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS versus LFM2.5 Audio; both audio-related but different models and code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE perception encoder are different model integrations." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support versus weight-sparse transformer support; no same underlying bug/change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request and EUPE model request are distinct." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support versus Voxtral-4B-TTS-2603 support; different models and modalities." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -5712,7 +14682,7 @@ "component_count": 14, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -5736,7 +14706,7 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "e5dd1a3f14ce51ac76d5d7c1b0412c0301a146771696f4623fcd61573318c0dd", + "prepared_review_unit_hash": "2a5fa7800ffca43f83873eb996abdb3879e7af75d7ad88b9ee7b45086dc10ff5", "component_budget": { "node_count": 6, "item_count": 6, @@ -5757,7 +14727,64 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These issues are not duplicates of one another; they cover unrelated bugs, typing mistakes, typos, and tokenizer warnings across different code paths. The soft similarities are mostly generic model/config wording and are not enough to justify merging any pair.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention norm-related config, but one is about Llama4TextL2Norm semantics and the other is a ModernBERTConfig type hint typo; different models and different bug types." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both touch training/loss behavior, but one is Mask2Former ignoring a defined value and the other is kwargs not being forwarded to the loss function; different failure modes and likely different fixes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated subsystems with different symptoms and code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss metadata bug versus a typo in a quantization attribute name; no concrete overlap in bug or fix." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "One is an ignored model parameter in Mask2Former; the other is an incorrect type hint in ModernBERTConfig. They are not the same underlying issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function and fixing a config type hint are unrelated problems." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERTConfig typing error is not the same as a tokenizer regex warning regression." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in config and a typo in a quantization symbol name are distinct, unrelated defects." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -5771,7 +14798,7 @@ "component_count": 14, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -5784,12 +14811,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "1d38318a2c7705b6d0a16df7ab27cd4a04a73f16209592c0053eac93b9a67c21", + "prepared_review_unit_hash": "38e90883e6471738b658e79833888d6a62c6af6eb3b99ebff8f83ededf333478", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -5797,7 +14824,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -5805,7 +14832,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for generic block decoding support, while the other requests DeepSeek v3.2 model support. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 ('DeepSeek v3.2 support') is the more concrete and actionable request; #41084 is too broad/vague to serve as a representative canonical issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requested changes: block decoding support vs support for a specific DeepSeek model/version. No shared code-path or concrete duplicate indication." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -5819,7 +14861,7 @@ "component_count": 14, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -5832,12 +14874,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "aebe7c9b5ec6266e8325829f3292c08107a138e4695d7a5341173f0226d21696", + "prepared_review_unit_hash": "0ab4b4c6db3dc6b7b566a658c689bf4a577e2e1e5356c0195c80871e5cc5d103", "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 }, @@ -5845,7 +14887,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -5853,7 +14895,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These two closed issues are related to Trainer extensibility, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43598 is the more concrete customization bug report, focused on a specific Trainer setting (`remove_unused_column`) and how it limits custom trainers.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best representative issue in this small cluster because it targets a single, actionable Trainer customization problem; #43600 is a separate FLOPs-estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They concern different Trainer behaviors: unused-column removal vs FLOPs counting. Similarity is only at the broad theme of custom trainers, not the same underlying bug or change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -5867,7 +14924,7 @@ "component_count": 14, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -5880,12 +14937,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "8c92ebcc58eafc23f3ba19e98c2d086d3599cafac686e1707767c5a9f3884306", + "prepared_review_unit_hash": "0fcf9bd2005b619c138710cfa1b9d8cdaf2b5142e5375b5b9d6a83469f92a4be", "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 }, @@ -5893,7 +14950,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1610, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -5901,7 +14958,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "The two issues are related only by the Qwen naming family, but they request different model-class integrations for different model variants and use cases. They do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader registration request: it targets adding Qwen3-Omni support to AutoModel and AutoModelForConditionalGeneration, which is a clearer representative of the cluster than the narrower sequence-classification-only request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the better global issue candidate because it is broader and more central to model registration support, whereas 44405 is a specific downstream task-class addition for a different Qwen version.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They touch different model variants and different auto classes, so they are not the same bug." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -5915,7 +14987,7 @@ "component_count": 14, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -5935,12 +15007,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "ca9ba23e2dc28fb541a2b3de19a780fc8acaeac22f8ce2ac0246cec2f2a0cb1b", + "prepared_review_unit_hash": "3f3a43446bd9313e923f9dcc94d6161a4eef3d482e3764ad736f05d3400bed2e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -5948,7 +15020,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -5956,11 +15028,59 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "analyst_result": { + "summary": "Issues #43845 and #43846 look like a tight duplicate pair: they have the same generic title and were created seconds apart. #43859 shares the same title and similar text, but it was filed much later, so it is a weaker duplicate signal than previously stated. #43835 remains separate.", + "confidence": 0.87, + "canonical_issue_reason": "#43845 is the earliest of the matching \"huggingface \" reports and is the best representative issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the clearest global issue choice because it is the earliest matching report in the duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no supporting metadata indicate a separate report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles with no evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no additional signals tying them together." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same generic title and near-simultaneous creation make these look like duplicate reports." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and substantial textual overlap suggest the same underlying issue, despite the later timestamp." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and substantial textual overlap suggest the same underlying issue, despite the later timestamp." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the cluster summary overstates the evidence. Issues #43845 and #43846 were created seconds apart, but #43859 was created many hours later, so saying all three were opened \u201cwithin minutes\u201d is inaccurate. Likewise, the pair verdicts for #43845\u2013#43859 and #43846\u2013#43859 cite \u201cclose creation time,\u201d which is too strong given the timestamps; the only solid common signal is the identical title. The conservative part about #43835 being separate is fine." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5970,7 +15090,7 @@ "component_count": 14, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -5994,28 +15114,91 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "4a43f867045a4c9a5a1ace0c4bddc8422c60f97e0e1bfa7391b78855988f2f2f", + "prepared_review_unit_hash": "cf9ce297bb5a5a3ee0ec02bcd0ea7c27c0ec411b4d5dc9b22778eb0e6e3f742b", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are mostly low-content spam or unrelated placeholder issues; there is no strong evidence that any pair refers to the same underlying bug or request.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44371 is the earliest generic spam placeholder and is as representative as any of the other contentless issues.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the safest cluster representative because it is the earliest and offers no distinguishing product detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders, but there is no concrete shared bug/request to justify treating them as duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same spam-like title pattern, but no substantive content or shared issue target indicates the same underlying report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a vague documentation suggestion; too little evidence they represent the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated; 'Check out \"Google LLC\"' does not match the spam placeholder in a way that suggests one bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same underlying report as a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap beyond low-quality titles; this looks like unrelated issue noise." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but they do not describe a specific shared problem or change path." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles are different and non-technical; there is no evidence of a shared underlying bug or request." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No substantive overlap; these appear to be unrelated low-signal issues." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6029,7 +15212,7 @@ "component_count": 14, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6042,7 +15225,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "1746932ff34d3fd9575edb35f280f10e0b65a29fa624e7eade952f891530ef83", + "prepared_review_unit_hash": "e3bdd797bc3d0ac407ccf5b8d43ce4c94ba9b651eea0e2cfc4e9c381c9296cd8", "component_budget": { "node_count": 2, "item_count": 2, @@ -6063,11 +15246,29 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "analyst_result": { + "summary": "These two closed issues are very likely duplicates: they have identical titles, similar body lengths, and the same energy-efficiency proposal framing. #45145 is the slightly better canonical anchor because it has one inbound reference and was created earlier, but the packet does not reveal what that reference points to.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #45145 is the better canonical candidate because it shares the exact title with #45151, is closed, was created earlier, and has one inbound reference, which makes it slightly more central in the cluster without assuming what that reference targets.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best issue overall for the same reasons: it matches the duplicate title exactly, appears earlier in time, and has a bit more linkage signal than #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles, both closed, and very similar body lengths/content strongly suggest the same underlying report duplicated twice." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The core duplicate assessment is grounded by the packet (identical titles, both closed, and very similar body lengths), but the reasoning overstates the evidence in a couple places. In particular, saying issue #45145 is the primary duplicate target because there is a reference 'already pointing to it' goes beyond the packet, which only shows one inbound reference count and does not identify what it points to. The soft-edge acceptance is plausible, but the writeup should stay more conservative about why #45145 is canonical." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6131,7 +15332,7 @@ "component_count": 14, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6144,28 +15345,43 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "c66068a942a84e2bd203579fecd4c6367b31ffbb29b7f1b147fa05b08ab4f605", + "prepared_review_unit_hash": "75166a9a681b2acede9603106f5531705624e45a928cf870f28084be57d28120", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1667, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1667, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are related only at a high level (both are 4-bit inference failures), but they describe different bugs in different code paths: one is a Gemma4/audio-module uint8 dtype issue, the other is a BitsAndBytesConfig skip-module/default-exclusion regression. Not a duplicate pair.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45674 is the more concrete and actionable bug report: it names the configuration path (`BitsAndBytesConfig.llm_int8_skip_modules`) and the resulting `AssertionError` in 4-bit inference, making the failure mode and likely fix surface clearer.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the best representative for the cluster because it is narrowly scoped, reproducible from the title alone, and tied to a specific API regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but the underlying problems differ: 45672 is a Gemma4/audio-module `torch.finfo()` dtype error on uint8 weights, while 45674 is a BitsAndBytesConfig skip-module setting that removes the default `lm_head` exclusion and triggers an AssertionError. Different code paths and fixes." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6176,10 +15392,10 @@ { "label": "pull_request", "component_index": 1, - "component_count": 26, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6219,42 +15435,162 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "05a9bdcb2a04e6721bd0ffea2afc938436f1bfd61f06d8d934721181465717ef", + "prepared_review_unit_hash": "c050b18f5c591a70d82671e04d7ed703c1b9c4be3c37ee2a7038859896c459bc", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32878, - "estimated_input_tokens": 8220, - "estimated_eval_tokens": 16696 + "serialized_chars": 32875, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32878, - "estimated_input_tokens": 8220, - "estimated_eval_tokens": 16696 + "serialized_chars": 32875, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "Mostly unrelated PRs spanning model additions, refactors, and test/docs updates. The only likely duplicate pair is the two fixed_cross_entropy kwargs PRs against issue #43240.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical representative because it directly targets issue #43240 and adds the broader cross-entropy kwargs support; #43254 is a close alternate implementation of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest overall representative of the duplicate cluster because it has the explicit issue link, the same concrete code-path, and the more complete fix shape.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model addition vs ExecuTorch dynamic-shape test; different code paths and unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method additions vs adding a new model implementation; not the same bug/change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer API methods vs ExecuTorch export test; unrelated scope." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding MobileLLM; same broad area of transformers, but not the same underlying fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs adding MobileLLM; completely different functionality." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch training/model code, but one fixes fixed_cross_entropy and the other addresses Mistral4 test/model issues; not one bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape export test vs Mistral4 test/model work; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch test addition vs MobileLLM model addition; no shared underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs class config resolution fix; different subsystems and purposes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model scaffolding vs Falcon output-collection refactor; not the same concrete problem." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition vs repository skill/docs tooling; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs model-creation skill PR; entirely different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs CLIP-family weight renaming typo fix; different models and fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model changes vs config resolution order fix; not the same underlying issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "New model addition vs Mistral4 test fixes; different model families and changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 work vs model-creation skill repo change; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition PR vs AI skill/documentation PR; no shared bug or feature." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both modify fixed_cross_entropy to pass supported nn.functional.cross_entropy kwargs for the same issue #43240; same concrete code path and effectively the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most PRs are clearly unrelated model-addition/refactor/test/docs changes, and the only supported duplicate pair is PR #43251 / #43254, which both modify `fixed_cross_entropy` for issue #43240. The soft-edge rejections are conservative and the accepted pair looks mergeable into one fix. The only mild caveat is that \u201cmore complete fix shape\u201d is somewhat subjective, but it doesn\u2019t undermine the overall conclusion." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 2, - "component_count": 26, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6267,12 +15603,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "985b0455e17a68752571849dcad085e47e457d6ea1a9873382943e44000fdb42", + "prepared_review_unit_hash": "fce83129923f36ee181da47156faa1bead87010d98510f0e9f7bb0b43ac9acd0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -6280,7 +15616,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -6288,7 +15624,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two related VibeVoice PRs, but they are not the same change: 40546 is the base VibeVoice implementation, while 42781 adds a separate realtime/acoustic-tokenizer extension on top of the shared model scaffolding.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the cleaner canonical representative of the core VibeVoice feature set: it is the original implementation PR, broader in scope, and more mature than the later draft realtime extension.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best single PR to represent the cluster because it targets the core VibeVoice codepath, whereas 42781 is a follow-on feature PR with additional realtime-specific components.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files indicate a common base, but the scopes differ: 40546 implements VibeVoice, while 42781 adds realtime support and an acoustic tokenizer. They are related, not duplicates, and would not plausibly be merged as one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6299,10 +15650,10 @@ { "label": "pull_request", "component_index": 3, - "component_count": 26, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6315,7 +15666,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "c3e6981e386030a998008edd986f448377c00adabbcdd63cecf6812b60ec637a", + "prepared_review_unit_hash": "ef57ea57e88b574d883d2ca0c3b040b244b86f8510d1bed7c43c5c778e4ac081", "component_budget": { "node_count": 2, "item_count": 2, @@ -6336,7 +15687,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like the same underlying change or bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different subsystems, different models, and different goals; one adds TimesFM covariate forecasting while the other adds DINOv3 image classification support." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6347,7 +15713,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 26, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -6410,10 +15776,10 @@ { "label": "pull_request", "component_index": 5, - "component_count": 26, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6426,12 +15792,12 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "781d35443be668f0848cea0fa1430dfc5b19d1e2dd8504a6daa8013e166cd36d", + "prepared_review_unit_hash": "64014da5b95f1ee02dd9ce3108538303d8153bcfb02f2a0f867879accc324db2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6723, + "serialized_chars": 6722, "estimated_input_tokens": 1681, "estimated_eval_tokens": 3618 }, @@ -6439,7 +15805,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6723, + "serialized_chars": 6722, "estimated_input_tokens": 1681, "estimated_eval_tokens": 3618 }, @@ -6447,55 +15813,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, - "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": 26, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42166-2", - "nodes": [ - "pull_request:42166", - "pull_request:45426" - ], - "soft_pairs": [ - "pull_request:42166|pull_request:45426" - ], - "prepared_review_unit_hash": "a742ab91e03cca9f8c6e7868c6e5468295af89d2e09004d7067eccd8fceb46c8", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5642, - "estimated_input_tokens": 1411, - "estimated_eval_tokens": 3078 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5642, - "estimated_input_tokens": 1411, - "estimated_eval_tokens": 3078 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two open PRs that both add new model integrations and share some Transformers boilerplate, but they implement different models (DeepSeek OCR vs Isaac) and are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions with different codepaths, docs, configs, tests, and model directories; shared auto-registration/scaffolding is expected for separate integrations, not evidence of a duplicate PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6505,11 +15838,11 @@ }, { "label": "pull_request", - "component_index": 7, - "component_count": 26, + "component_index": 6, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6522,12 +15855,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "62741f97158cace8bc55a42017a33cf091c5db148a5f75fe80ba9f4d828da3eb", + "prepared_review_unit_hash": "dc7c922744f3932920e680d60990f3b3b3dbd45313f452ceb59cb84c79e2b128", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -6535,7 +15868,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -6543,7 +15876,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions versions, but they target different action families and different upgrade rationales. They are related at the theme level, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more specific and self-descriptive change set: it upgrades core GitHub Actions used for workflow runner compatibility (checkout/cache/upload-artifact and related workflows).", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative for the cluster because its scope and purpose are clearer, making it easier to anchor this group of action-version maintenance changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow maintenance PRs, but they bump different actions in different code paths: 42975 targets Node 24-compatible GitHub actions, while 42976 updates docker/build-push-action and related workflow versions. They share a broad maintenance theme, not the same underlying bug/change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6553,11 +15901,11 @@ }, { "label": "pull_request", - "component_index": 8, - "component_count": 26, + "component_index": 7, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6584,28 +15932,97 @@ "pull_request:45490|pull_request:45630", "pull_request:45626|pull_request:45630" ], - "prepared_review_unit_hash": "ea9d3059681404360fb1f6ae599dd5513c2faa79bf1ed371a793aee40a3b9f27", + "prepared_review_unit_hash": "1d6d95149cd9cba2724294eda6871887f29da9d50fa29c3c0fd5d2b0609a305d", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 10, - "serialized_chars": 23904, - "estimated_input_tokens": 5976, - "estimated_eval_tokens": 12208 + "serialized_chars": 23911, + "estimated_input_tokens": 5978, + "estimated_eval_tokens": 12212 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 10, - "serialized_chars": 23904, - "estimated_input_tokens": 5976, - "estimated_eval_tokens": 12208 + "serialized_chars": 23911, + "estimated_input_tokens": 5978, + "estimated_eval_tokens": 12212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These PRs are mostly unrelated model-addition efforts, plus one separate distributed-loading change. The soft-similarity links are driven by shared Transformers plumbing and docs, but each PR targets a different model or subsystem, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45626 is the strongest representative of the model-addition group: it adds a full new model integration with docs, auto mappings, processor/image-processing code, and tests, and it has substantial review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 45626 is the most complete and broadly supported change in the set, so it is the best single representative if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo) with different model-specific files and tests; shared auto/docs plumbing is generic, not the same fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are distinct model integrations; overlap is only in common Transformers registration and docs updates." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are separate model additions with different architectures and code paths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name, but these PRs add different model families and distinct implementation files; not one concrete bug/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; shared files are only broad registry/docs changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model support PRs, not the same underlying change." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45626", + "accept": false, + "reason": "Pipeline-parallel loading support is a distributed runtime change, while PP-FormulaNet is a new model integration; they do not fix the same code-path problem." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45626", + "accept": false, + "reason": "CTSM and PP-FormulaNet are separate model additions; same auto/model registry edits do not make them duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM and Kimi2-6 are distinct model support PRs with different model-specific implementations." + }, + { + "left": "pull_request:45626", + "right": "pull_request:45630", + "accept": false, + "reason": "PP-FormulaNet and Kimi2-6 add different models and touch different model code; shared auto/docs updates are incidental." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6615,11 +16032,11 @@ }, { "label": "pull_request", - "component_index": 9, - "component_count": 26, + "component_index": 8, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6635,7 +16052,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "4d068b7c43440d89b562adcdacc1980dcd2c61d93cce8082dc912686ea57f1d9", + "prepared_review_unit_hash": "27368ce16ef98758ef22c688bda28012cda4827a83f43dce39adfbab93bc8850", "component_budget": { "node_count": 3, "item_count": 3, @@ -6656,7 +16073,34 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These three PRs do not look like duplicates of the same underlying change. 43291 is a Whisper tokenizer/test fix, 43665 is test-only edits in CLIP/ViT, and 44815 is a broader FP8 dequantization/loading fix. The only similarity is generic test activity and the shared \"fix\" style title.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the best representative of the cluster because it contains the most substantive code-path fix across loading and FP8 integration, while the other PRs are narrower or test-focused.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone PR in this set: it addresses a concrete implementation problem with actual runtime code changes, not just test adjustments or placeholder assertions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decode logic vs. CLIP/ViT test edits are unrelated; they do not appear to fix the same bug or merge into one PR." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/test changes and FP8 dequant/loading changes affect different subsystems and different failure modes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only assertions in vision model tests are not the same concrete code-path problem as the FP8 loading/dequantization fix." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6666,11 +16110,11 @@ }, { "label": "pull_request", - "component_index": 10, - "component_count": 26, + "component_index": 9, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6686,28 +16130,55 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "54ab96ef1daa677e0ed75d36c2a9d9db7e787a64320e58318d3ffc60dfd0db7a", + "prepared_review_unit_hash": "dfd21f9da0e8c51b80961af1eac17786f158f28e4026d41f8fcc7231f247a95d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "All three pull requests are distinct synthetic/test changes and should not be clustered as duplicates. They only overlap on a shared test file path, but the actual edits target different areas (packaging/versioning, CI/workflows, and tokenizer/model/test scaffolding).", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the strongest canonical representative for the cluster because it has the broadest multi-file workflow/test utility changes and the most substantive diff among the three, making it the best stand-in if one PR must represent the group.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the best standalone PR candidate in this set because it is the largest and most representative change set; however, it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shares only a test file path, but #43488 is about setup/version/dependency metadata while #43532 changes CI workflows and test helpers; they are not the same concrete fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "#43488 modifies packaging/versioning and dependency tables, whereas #45476 adds a CI workflow and touches tokenizer/model test scaffolding; overlap is superficial." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch workflow/test areas and the same vit test file, but the concrete changes differ completely (#43532 reworks comment-based CI, #45476 adds a PR CI caller and unrelated tokenizer/test edits), so they should not be merged as one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6717,11 +16188,11 @@ }, { "label": "pull_request", - "component_index": 11, - "component_count": 26, + "component_index": 10, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6734,7 +16205,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "a9cd49f5705ebba50ecfe855aa04d97a492f682ac9068937533df38c9fae830c", + "prepared_review_unit_hash": "d6b7baaef7c6d609bc53c330572963e833c1a3bbb1158490c95f0ec0681f4c21", "component_budget": { "node_count": 2, "item_count": 2, @@ -6755,7 +16226,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These PRs are superficially similar because they both add new segmentation pipelines and share scaffolding/docs, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate exists. If one must represent the cluster, PR 43613 is the broader pipeline addition and the better anchor, but it is not a duplicate of 43612.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the more representative standalone PR for the cluster because it covers the broader promptable visual segmentation pipeline and includes the larger set of related model/test updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding and a similar naming pattern are not enough to treat them as the same change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6765,11 +16251,11 @@ }, { "label": "pull_request", - "component_index": 12, - "component_count": 26, + "component_index": 11, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6782,12 +16268,12 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "9351b3eba0a6b18f45c545c5cf48991db37ff138c386bda7155b16071d0d20f4", + "prepared_review_unit_hash": "e0b87857ba685973126bc6360f8e9449677c723b5b98b009d0e0dd0db8a8f8fc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -6795,7 +16281,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -6803,7 +16289,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both PRs modify `src/transformers/trainer.py`, but they introduce different extension points in unrelated code paths: one changes gradient-accumulation loss scaling, the other changes column-signature filtering for model inputs. They are not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests address different trainer behaviors and are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the cleaner representative of the cluster only in the sense that it is a focused, self-contained trainer behavior change; however, it is not a duplicate of PR #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different fixes in the same file: #43651 adds a gradient-accumulation loss-scaling hook, while #43663 adds a signature-column override hook. They touch separate code paths and would not plausibly be merged as one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6813,11 +16314,11 @@ }, { "label": "pull_request", - "component_index": 13, - "component_count": 26, + "component_index": 12, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6832,7 +16333,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "3f64dab3103105c2fe80af34be48de1b72967429d90bcb12211de2e6765855fe", + "prepared_review_unit_hash": "7a3bd05df37cf36077e19716d7b4286397a0b8aef7af05cc5c4b3cd7440e1744", "component_budget": { "node_count": 3, "item_count": 3, @@ -6853,18 +16354,42 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "analyst_result": { + "summary": "43842 is the best canonical PR: it makes the minimal, direct TypeAdapter NameError fix in `src/transformers/cli/serve.py` and explicitly ties to the tracking issue. 43836 looks like a plausible duplicate fix for the same runtime problem in the same code path, but 43656 is better treated as a related annotation cleanup in the same file rather than a confirmed duplicate of the TypeAdapter bug fix.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the cleanest, most direct fix for the TypeAdapter NameError, with explicit issue linkage and a focused change in the affected code path.", + "best_issue_reason": null, + "best_pr_reason": "43842 best represents the cluster because it addresses the concrete TypeAdapter failure with a targeted fix rather than a broader annotation refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "43656\u2019s diff preview shows a broader future-annotations/typing cleanup in `serve.py`, but not a direct TypeAdapter change or clear evidence it fixes the same NameError as 43842." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs target the same `serve.py` runtime TypeAdapter NameError and make overlapping annotation-only changes, so they plausibly fix the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for 43656. In the packet, 43656\u2019s diff preview shows a broader `from __future__ import annotations`/annotation cleanup in `serve.py`, but it does not show any `TypeAdapter` change or direct evidence that it fixes the same TypeAdapter NameError as 43836 and 43842. The 43836\u219443842 pairing is grounded enough, but the claim that all three PRs address the same bug is not. Keep the 43656 relationship more conservative, e.g. as a related annotation-fix in the same file rather than a confirmed duplicate of the TypeAdapter fix." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 14, - "component_count": 26, + "component_index": 13, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -6929,11 +16454,11 @@ }, { "label": "pull_request", - "component_index": 15, - "component_count": 26, + "component_index": 14, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 2, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -6989,8 +16514,8 @@ "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44116", "pull_request:44068|pull_request:44722", - "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44086", "pull_request:44018|pull_request:44085", "pull_request:44068|pull_request:44086", @@ -7001,17 +16526,17 @@ "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", - "pull_request:44017|pull_request:44073", "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", "pull_request:44071|pull_request:44086", "pull_request:43997|pull_request:44073", "pull_request:44017|pull_request:44071", - "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44068", - "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", "pull_request:44073|pull_request:44161", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -7043,42 +16568,378 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "e9226e2a8e6437aaeb659834d4330abe657bd87aa0beb1685b264862976dbf85", + "prepared_review_unit_hash": "d8f82832234b985f1dc55f7b1176ca5f2b0d53579533af0fc20656dd91ba79a8", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84511, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76937, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76944, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "This cluster is mostly a theme cluster of standardized output-tracing refactors across many different models, not one single duplicate bug. The only clear duplicate/follow-up groups are the GPT-J/CodeGen changes (44066, 44085, 44722) and the GPT-Neo pair (44018, 44068); the rest are distinct model-specific code paths.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "44066 is the best anchor: it is explicit about the shared tracker, covers the core GPT-J/CodeGen code path, and is the most central representative of the true duplicate subcluster.", + "best_issue_reason": null, + "best_pr_reason": "44066 is the strongest overall PR to keep: it is issue-linked, broad enough to represent the real duplicate family, and more complete than the narrower follow-ups.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths; only the generic output-tracing pattern overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; same refactor theme is not enough to treat as a duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; one is effectively a subset/update of the other." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different architectures and implementations; both are standardized output refactors, but not the same change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model code paths; shared issue-target style is not enough." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa; these are unrelated model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and call paths; same output-capture style only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same architecture migration theme, but not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same file/model, so this looks like the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo is a different code path from GPT-J/CodeGen." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; only thematic overlap." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet-family refactor vs GPT-J/CodeGen; not the same underlying fix." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; same topic, different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet-family vs MPT; not the same fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; only the refactor style matches." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; too broad to be duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; only the output-tracing theme overlaps." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; different concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; not the same bug/change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J; same refactor idea, different implementation." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; unrelated model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; same cluster theme only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 refactor vs GPT-J/CodeGen refactor; not a duplicate." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; not the same code-path problem." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer vs GPT-J/CodeGen; only the output-tracing pattern matches." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; unrelated concrete code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; same generic refactor family only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert; different model-specific refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer vs MPT; not mergeable as one PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT vs MPT; different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT vs VisualBert; only the tracing pattern overlaps." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs Segformer; same broad subsystem only." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; not the same bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; unrelated concrete refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTa; different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet; only a shared tracing migration theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen standardized output-tracing change; these are direct duplicates/follow-ups." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing refactor; they overlap on the same concrete code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet; same refactor theme, different model code." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; not the same underlying change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5; unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs VITS; different concrete code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; same output-tracing pattern only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly characterizes this as mostly a broad output-tracing theme cluster, and the accepted pairs stay within the same file/model families and look mergeable as the same bugfix family. The negative verdicts are conservative and do not overclaim duplication across unrelated model code paths." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 15, - "component_count": 26, + "component_index": 14, + "component_count": 25, "review_unit_index": 2, "review_unit_count": 2, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -7099,20 +16960,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "07a965c66d8b014826fe2f45b93b22f03dd521014d203955a6f390476e593f39", + "prepared_review_unit_hash": "96e9f9ac3d4f8bc05e28d7e17db0344cb5dc6978f17f358b9004f35640511624", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84511, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13066, + "serialized_chars": 13067, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -7120,7 +16981,46 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "These PRs all move different models toward the same standardized output-tracing/capture pattern, but they are model-local refactors in separate code paths. They are similar in theme, not duplicates of the same underlying change, so the soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared theme: it explicitly refactors VisualBert to use capture_outputs and can_return_tuple and sets _can_record_outputs, which matches the cluster\u2019s core pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone candidate because it has an explicit issue target and a concrete output-tracing refactor in SpeechT5, making it the most clearly anchored change among the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor style, but different models and different code paths (VisualBert vs TextNet); this is not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing migrations, but they apply to different architectures and implementation details, so they are not duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Shared decorator/refactor pattern only; MPNet and TextNet are separate model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; the similarity is only that both adopt standardized output handling." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output tracing, but they target different models and different concrete layer signatures, so they should not be merged as one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -7130,11 +17030,11 @@ }, { "label": "pull_request", - "component_index": 16, - "component_count": 26, + "component_index": 15, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -7200,12 +17100,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "823bada58b0b426ccfaa8c36350d461b41c90ef3b093b65ec9c3b68f2ff1ee52", + "prepared_review_unit_hash": "b8aad94faf924a73b42666405544a092dd89319b95950500cc44b6f035bb7496", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41311, + "serialized_chars": 41310, "estimated_input_tokens": 10328, "estimated_eval_tokens": 20912 }, @@ -7213,7 +17113,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41311, + "serialized_chars": 41310, "estimated_input_tokens": 10328, "estimated_eval_tokens": 20912 }, @@ -7221,7 +17121,274 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These PRs share a common output-tracing/refactor theme, but they target different model families and code paths, so they should not be treated as duplicates. I\u2019d use the broader Mamba-family refactor as the representative PR for the cluster.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest self-contained refactor here: it updates two closely related Mamba-family models and adds output-capturing plumbing, so it best represents the cluster\u2019s shared theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest anchor for this cluster because it makes the most substantive runtime change while still fitting the common output-tracing pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths (timm_backbone vs upernet); same refactor style, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different code paths in different models; only the output-tracing refactor theme overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Timm backbone and UnivNet are unrelated runtime paths; not one mergeable fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and separate output-handling implementations; too broad to be a duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Timm backbone vs RWKV are unrelated code paths despite similar refactor wording." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are separate models; shared theme is only output-tracing cleanup." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and different forward signatures; not the same underlying bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and Depth Anything are distinct model paths; similar refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and outputs; this is not one concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and Speech Encoder-Decoder touch unrelated forward logic." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated model code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "CLIP-style vision-text logic and UperNet segmentation are different concrete changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Vision-text dual encoder and Depth Anything are separate models; only the refactor motif matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "These touch different encoder-decoder wrappers and different runtime behavior." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated model paths; not one duplicate change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and output types; same broad cleanup, not the same fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "UnivNet vs VisionEncoderDecoder are separate implementations, so do not merge." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV have different forward paths and different output handling." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and code paths; too dissimilar for duplicate triage." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet and Mamba-family changes are separate refactors in different subsystems." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet segmentation and Mamba stateful sequence models are not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder vs Mamba-family output tracing are different concrete paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba-family tracing and SuperPoint feature extraction are unrelated changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba-family output tracing and CodeGen cache/output behavior are different code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated models; the overlap is only thematic." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not share a concrete bug or mergeable fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and different forward semantics; not a duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are separate code paths despite similar refactor wording." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are different models; same output-tracing refactor style only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and Speech Encoder-Decoder are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and different output shapes; not one fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are separate architectures with distinct tracing changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are unrelated model paths; similar cleanup only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV have different concrete runtime paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and Speech Encoder-Decoder are separate wrapper models." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR do not fix the same underlying bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech Encoder-Decoder and SuperPoint are different model families and code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech Encoder-Decoder and RWKV are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech Encoder-Decoder and DPR are separate implementations; not mergeable as one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint feature extraction and RWKV sequence modeling are unrelated changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR touch different model code paths and output contracts." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are distinct model families; the refactor theme is too generic to merge." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -7231,11 +17398,11 @@ }, { "label": "pull_request", - "component_index": 17, - "component_count": 26, + "component_index": 16, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -7251,12 +17418,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "8a0025b319bfcb177703e6aa3ea716ed3bf9a5b3858985206af3895b5ff5e4ba", + "prepared_review_unit_hash": "f609505003b5742e456ebd8e85b2ab17389d156c4f211bcaa99817f03f9d7ff1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -7264,7 +17431,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -7272,7 +17439,34 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are three separate model-implementation PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS) that only overlap on shared Transformers scaffolding and docs plumbing. They do not appear to fix the same underlying bug or ship the same change, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; the PRs target different models and codepaths. If one representative is needed, #45075 is the most complete/established implementation PR, with broad review activity and a full model stack.", + "best_issue_reason": null, + "best_pr_reason": "#45075 is the best representative of the cluster because it is a mature, high-activity model-addition PR with a substantial implementation surface, making it the strongest exemplar among the unrelated entries.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS); shared files are only generic auto-registration/docs scaffolding, not the same fix or codepath." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model implementations for different architectures; overlap is limited to common Transformer boilerplate and does not indicate one underlying bug/change." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model-add PRs; they share only broad framework integration files, so they should not be treated as duplicates." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -7282,11 +17476,11 @@ }, { "label": "pull_request", - "component_index": 18, - "component_count": 26, + "component_index": 17, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -7299,12 +17493,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "4b8f7624311e40dbd6fb6bc36a8a91d9781bbfa868f141bedd8114921c1f8193", + "prepared_review_unit_hash": "bff13a483a98d88e2677e23d46790207f7a8fe2ade77f57f699a9875b36a2ddd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -7312,7 +17506,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4406, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -7320,7 +17514,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These two pull requests are related to fusion, but they are not the same underlying change. #44979 adds a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion through KernelConfig and related integration changes. They target different abstractions and code paths, so this is not a duplicate PR cluster.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the more concrete end-user feature: it wires KernelConfig into model loading/integration to enable actual n-to-1 kernel fusion, whereas #44979 is a broader API scaffold for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best representative PR because it delivers a specific, end-to-end fusion capability with integration changes and an example, rather than just introducing a generic API surface.", + "soft_edge_verdicts": [ + { + "left": "Module Fusion API", + "right": "n-to-1 kernel fusion via `KernelConfig`", + "accept": false, + "reason": "Different change scopes and mechanisms: generic module-fusion API vs concrete kernel-fusion integration through KernelConfig. They are related conceptually but not the same fix/feature." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -7330,11 +17539,11 @@ }, { "label": "pull_request", - "component_index": 19, - "component_count": 26, + "component_index": 18, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -7347,7 +17556,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "daf3a83c2a7d0a59a51c1e85aa0c7a1d0f0b501cfbb62bada79e1be0ccf0a106", + "prepared_review_unit_hash": "5b4c10d0e4af343e3dc718ab2253ca8e1a70cc2dd75a714a6c7f84df26a70b9e", "component_budget": { "node_count": 2, "item_count": 2, @@ -7368,7 +17577,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete candidate because it includes tests and broader validation.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR because it targets the same bug as 45086, adds test coverage, and appears to be the more polished version of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best overall PR candidate since it fixes the same concrete code path as 45086 but includes tests and a clearer final form of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in the same file/lines for `_patch_mistral_regex`; 45317 looks like an expanded follow-up with tests, so these are mergeable variants of one change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -7378,11 +17602,11 @@ }, { "label": "pull_request", - "component_index": 20, - "component_count": 26, + "component_index": 19, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -7395,12 +17619,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "1456682920ea0a5680ac59b94e7647b6165d748a16cbcb313866bb686f01bec9", + "prepared_review_unit_hash": "37c5e6cf3b33a565a6c2260301d3164bd84d92e7df316217e658d30c64ea306d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -7408,7 +17632,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -7416,7 +17640,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These PRs are related to Nemotron H, but they are not the same change: #45115 is a refactor/inheritance and conversion-mapping cleanup, while #45569 introduces a broader dense/sparse split with docs, auto-mapping, and new model modules.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the broader, more complete Nemotron H architecture change and best represents the cluster topic; it adds the dense/sparse model split and the associated registry/docs updates.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the most user-visible and comprehensive implementation of the Nemotron H restructuring, touching the new model variants, docs, and model registration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared Nemotron H files do not imply the same fix: #45115 focuses on conversion key renames and inheritance/refactor, while #45569 implements the dense/sparse model split and documentation/auto-mapping updates." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -7426,11 +17665,11 @@ }, { "label": "pull_request", - "component_index": 21, - "component_count": 26, + "component_index": 20, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -7443,7 +17682,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "8decbb1dd4406837825b5b5108b8015460ac5fe49376e544cb0a2dffab2593b0", + "prepared_review_unit_hash": "4c54a1ad1865aa4d01ed0d0bfe3f9c4a423156e41ff46c9230f3916c5d88bd00", "component_budget": { "node_count": 2, "item_count": 2, @@ -7464,7 +17703,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two related pull requests for heterogeneous-model support, but they split the work into a configuration layer and a broader modeling/inference layer. They are adjacent feature PRs, not duplicates of the same concrete change.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the better canonical representative because it covers the broader end-to-end heterogeneous model support, including modeling, cache, masking, and model-specific changes, whereas 45333 is only the per-layer config foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the strongest standalone PR in the cluster since it reflects the larger functional change and is more representative of the full feature than the config-only prerequisite PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change: 45333 adds per-layer config support and helpers, while 45332 extends that into cache/modeling behavior and model-specific integration. They could be sequential PRs, not one duplicate PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -7474,11 +17728,11 @@ }, { "label": "pull_request", - "component_index": 22, - "component_count": 26, + "component_index": 21, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -7491,7 +17745,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "81bd2f15917515e04494b73f3c4374a4af496d3410e7b412e900b48d0dd9f707", + "prepared_review_unit_hash": "9bffbf95835b1d6cb173446ceb878f57dd6d3c373fc7daf407dcb15a587b17da", "component_budget": { "node_count": 2, "item_count": 2, @@ -7512,7 +17766,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are both typing-related PRs, but they address different scopes and problems: one is a broad repository-wide type-checking sweep, the other adds specific typing helper protocols and aliases for a few consumers. They do not look like duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, concrete typing change: it adds shared protocol/alias definitions and updates a small set of consumers to satisfy those contracts. PR 45415 is a broad type-checking cleanup across many files plus pyproject ignores, so it is not the best canonical representative of a single underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 best fits the cluster because it targets a specific type-compatibility gap in shared typing infrastructure and related code paths, whereas PR 45415 is a wide, cross-cutting typing pass rather than one fix.", + "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 with config ignores and many file edits, while 45425 introduces specific typing protocols/aliases for targeted consumers. Different underlying changes, so not a duplicate." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -7522,48 +17791,60 @@ }, { "label": "pull_request", - "component_index": 23, - "component_count": 26, + "component_index": 22, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45487-3", + "cluster_id": "cluster-45487-2", "nodes": [ "pull_request:45487", - "pull_request:45596", "pull_request:45615" ], "soft_pairs": [ - "pull_request:45487|pull_request:45596", - "pull_request:45487|pull_request:45615", - "pull_request:45596|pull_request:45615" + "pull_request:45487|pull_request:45615" ], - "prepared_review_unit_hash": "2bdc41c9d90e479e18738c7ce9994515c55743481c957de73360275188f36801", + "prepared_review_unit_hash": "291e7c77102221057d0b9a527f115bb8a755f9f9b660cef65f636d1000af5aa5", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7867, - "estimated_input_tokens": 1967, - "estimated_eval_tokens": 4190 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7867, - "estimated_input_tokens": 1967, - "estimated_eval_tokens": 4190 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two unrelated pull requests: one fixes a real model-parallel device bug in AltCLIP/ChineseCLIP code, the other only adds XPU test expectations for Qianfan OCR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the stronger representative: it fixes a concrete runtime/device-placement bug in model code across multiple affected modules, unlike PR 45615 which is only test data updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best standalone PR in the cluster because it addresses the underlying code-path problem directly; PR 45615 is test-only and not a duplicate or merge candidate with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "They do not fix the same bug or code path: 45487 changes device handling in model forward logic, while 45615 only updates expected outputs for XPU tests in an unrelated model." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -7573,11 +17854,11 @@ }, { "label": "pull_request", - "component_index": 24, - "component_count": 26, + "component_index": 23, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -7590,7 +17871,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "3a06268f01d5af0390cdacfcfcb6e1e8aba4c6a4eea1ced601fdd3f89002ff97", + "prepared_review_unit_hash": "06b4089cc1724053d47eb9d6bd5682bae1485b1c97e154dbcc4e0166756faf67", "component_budget": { "node_count": 2, "item_count": 2, @@ -7611,7 +17892,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are both EP-related pull requests, but they address different failures: 45548 fixes loading/serialization for EP with DeepSpeed ZeRO-3 via accelerate, while 45662 fixes experts being overwritten by rank-0 broadcast in the FSDP2 path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs do not fix the same concrete bug or merge cleanly into one change; they target separate EP loading paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the stronger standalone fix because it addresses a specific overwrite bug with concrete code-path changes across loading and MoE/tensor-parallel integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and code paths: 45548 is about EP + DeepSpeed ZeRO-3 loading/serialization, while 45662 is about FSDP2 expert parameters being overwritten by rank-0 broadcast. They are related subsystems, but not the same fix." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -7621,11 +17917,11 @@ }, { "label": "pull_request", - "component_index": 25, - "component_count": 26, + "component_index": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -7638,7 +17934,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "4f3ca4cc77b234f1ec31966310af9fc35327b6611350954e14cb506f52fd0dad", + "prepared_review_unit_hash": "f54f0b25d69fb3fd22216bc3396fa52da2061bf93e4de4d44898fef5e3f9d99a", "component_budget": { "node_count": 2, "item_count": 2, @@ -7659,7 +17955,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info logging collision problem and share the same issue, with 45645 appearing to be the broader, more complete implementation.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45561 is the shared explicit target for both PRs, so it is the natural canonical issue for this cluster.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the xdist-safe logging fix plus the CI/workflow changes needed to consume multiple captured_info files, making it the more complete end-to-end representative.", + "best_issue_reason": "45561 is the only explicit issue and is directly referenced by both PRs.", + "best_pr_reason": "45645 is the strongest representative PR since it includes the core xdist-safe artifact fix and the related CI log-preservation updates, whereas 45639 is the narrower variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both address the same underlying captured_info xdist collision bug on the same code path and could plausibly be merged into one fix; 45645 just adds workflow/log-handling follow-through." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -7669,11 +17980,11 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 26, + "component_index": 25, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -7686,7 +17997,7 @@ "soft_pairs": [ "pull_request:45690|pull_request:45691" ], - "prepared_review_unit_hash": "be623082629220352cb2d9efb08a01238764f74ed21c41f60ef2b45522a77a06", + "prepared_review_unit_hash": "698759122a12d5a218f303d490edf15c7943e1db75dcd93ae3574623a04651f6", "component_budget": { "node_count": 2, "item_count": 2, @@ -7707,7 +18018,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are not duplicates: PR 45690 is a broader `[serve] Support for reasoning` feature spanning multiple serving files and tests, while PR 45691 is a narrower `[serve] cb error` change focused on callback/generation-state error handling. The shared files are from the same subsystem, but the underlying fixes do not look mergeable into one PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45690 is the better canonical representative because it is the larger, more complete serving feature/change set, with a clear title and multi-file implementation plus tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45690 is the strongest standalone representative of the cluster; PR 45691 is a separate, narrower bug fix in the same area and is not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45690", + "right": "pull_request:45691", + "accept": false, + "reason": "Different underlying changes: 45690 adds reasoning support across serving code and tests, while 45691 addresses callback/generation-state error handling. Same subsystem and shared files are not enough to treat them as one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 36e3f18f2ef267f5b8708d550ea9256da69f7df3..ce7f122baa1eb58a854f8169d33f0c39c12329be 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260429t060016z", + "analysis_id": "hybrid-model-20260429t120025z", "archived_artifacts": { - "hybrid": "snapshots/20260429T060016Z/analysis-runs/hybrid-model-20260429t060016z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260429T060016Z/analysis-runs/hybrid-model-20260429t060016z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/analysis-report-hybrid.json", + "hybrid_reviews": 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"target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..f0ba876a35415ecacad14e9f0083c6b452c86d47 --- /dev/null +++ b/snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18045 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260429T120025Z", + "generated_at": "2026-04-29T12:08:54Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + 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message, and #16618 is about failing to load bert-base-uncased. The only plausible overlap is between #15980 and #16618 at a very high level of model-loading failure, but the titles point to different concrete problems.", + "confidence": 0.62, + "canonical_issue_reason": "#16618 is the broadest and most central-sounding of the three issue titles, so it is the best single representative if one must be chosen, but it is not a clear duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 has the widest scope and is the closest to a general model-loading failure report; the other two are either a tokenizer-specific bug or a login/auth messaging issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different concrete problems: Tapas tokenization parity versus failure to load bert-base-uncased. No evidence they refer to the same code path or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model access/loading, but #15980 is specifically about an incorrect error message when downloading a private model without login, while #16618 is a broader load failure for a public model. Too different to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:45507|issue:45685", + "issue:43828|issue:44292", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43866|issue:44863", + "issue:43039|issue:44560", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:39290|issue:43531", + "issue:43425|issue:45070", + "issue:45362|issue:45464", + "issue:43404|issue:43866", + "issue:43792|issue:45070", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762" + ], + "prepared_review_unit_hash": "97031734799dc5bd0b1be74cdf57d2cce86dac5ea233582c76328d1de6977898", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 67, + "serialized_chars": 47110, + "estimated_input_tokens": 11778, + "estimated_eval_tokens": 23812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the titles span unrelated model, docs, tokenizer, quantization, and distributed-training bugs. The only clear duplicate-looking subgroup is the BertModel + DeepSpeed ZeRO-3 \"index 0 is out of bounds\" pair. No PRs are present.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43638 is the better representative for the Bert/ZeRO-3 subgroup because it has broader wording and more issue activity/context, while issue:43596 appears to be the narrower BertModel-specific phrasing of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 is the best issue anchor for the one duplicate-like subgroup: it captures the same DeepSpeed ZeRO-3 index-out-of-bounds failure and has the richer discussion context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failure modes: missing config field vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models and platforms: GPT-OSS on AMD GPUs vs MPS histogram kernel issue." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and different dtype/device problems." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different models and root causes; autocast dtype mismatch is not the GPT-OSS GPU issue." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Both are MoE-related, but they affect different models and different code paths." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/backend failures: Qwen NVFP4 error vs GPT-OSS AMD GPU issue." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated problems." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export is unrelated to Qwen3 MoE FP8 config handling." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failure surfaces: export-time ONNX error vs runtime cudaErrorAssert under device mapping." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed features and different fixes." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export bug and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index errors, but one is ZeRO-3 Bert init and the other is a generic mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both involve index/shape errors, but the reported conditions and failure site differ too much to treat as the same bug." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic mask shape mismatch vs GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping bug and mask/tensor mismatch are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export have no common bug path." + }, + { + "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 init-time index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying bug: BertModel with DeepSpeed ZeRO-3 hits the same index-0-out-of-bounds failure during initialization/load." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save/load inconsistency." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation is unrelated to GPT-OSS tensor-parallel execution." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different models and different failure mechanisms." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as the mask shape/indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures: weight dimensionality error vs collective mismatch." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert/ZeRO-3 init error and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different code paths: preprocessor dtype mismatch vs invalid method call." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config regression and Mistral tokenizer patch crash are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS int-histogram limitation are different problems." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS tensor parallel are different failures." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH loading failure are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights is unrelated to a corrupted checkpoint report." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime issue and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS kernel limitation are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error is unrelated to the MPS histogram int issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype-related only at a high level; the models and exact failures differ." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and missing Gemma3 config field are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template compilation error are different problems." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Generic mask/tensor index mismatch is not the same as the ZeRO-3 Bert init out-of-bounds error." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly conservative, but one key justification is not grounded: issue:43638 actually has more body/discussion activity than issue:43596, so saying 43596 has the 'stronger discussion context' is unsupported. The accepted soft-edge verdict looks plausible, but the representative/canonical issue rationale overstates the evidence and should be toned down." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 2, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43716|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:42915|issue:45399", + "issue:39186|issue:44918", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:41553|issue:43883", + "issue:43828|issue:44928", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "b5f203427434ae0fdb68f35b94574cdae1711de35e77afe589be1654682790b0", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37183, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "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/vLLM/model-loading regressions. The only clear duplicate family is the v5 non-persistent-buffer corruption reports, where three issues describe the same underlying bug.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43950 is the most precise and diagnostic report of the shared v5 non-persistent-buffer corruption regression, with the clearest reproduction framing.", + "canonical_pr_reason": null, + "best_issue_reason": "Best standalone issue to keep: it cleanly describes the common non-persistent-buffer bug and is the most actionable representative of the duplicate subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: one is a PaddleOCR-VL/vLLM loading failure, the other is GGUF support for gpt-oss." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated regressions: missing StableLmConfig pad_token_idx vs a pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different failure modes: int4 quantization OOM versus tied-weights handling for translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths and models: Mixtral torch-dynamo grouped_mm tracing error vs GPT-OSS MoE tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different symptoms and subsystems: autocast dtype mismatch in Phi-tiny-MoE vs chat/completions streaming failure on Qwen3.5." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is an init_empty_weights argument mismatch, the other is a PretrainedConfig pydantic-model regression; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different issues entirely: GGUF architecture support versus streaming chat/completions errors." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic field regression in 45070." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading/runtime errors, but for different models and causes: Gemma3 sliding_window_pattern vs MobileLLM key lookup." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one reports poor embedding quality while the other reports nonsensical AutoModel/pipeline output; not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different tensor-shape/indexing failures with different repro contexts and models." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Mixtral tracing error and missing Float8 storage are distinct runtime issues." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different model behavior reports: high perplexity on gpt-oss-20b versus a GLM5 issue with no clear shared root cause." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but one is a cache-path collision and the other is picking the wrong module after save/load; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and mechanisms: image preprocessor dtype mismatch versus unpacking Qwen3.5 embeddings in TRL SFT." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but 43404 is a Mistral3 lm_head tie bug while 45005 is a broader translation-model v5 issue." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type crash on Qwen3.5 is unrelated to tied-weights handling on translation models." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is a different bug from the tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer algorithm discussion and a docs typo do not describe the same issue." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights handling." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape RuntimeError and Qwen3.5 embedding unpacking failure are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a removed run-command docs issue are not the same underlying problem." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: TRL SFT embedding unpacking vs GraniteMoEHybrid invalid-method calls." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek detokenization regression and Qwen-3-8B-NVFP4 runtime error are distinct issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: both describe non-persistent buffers being filled/corrupted with junk during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same bug family: v5 non-persistent-buffer corruption during model loading/from_pretrained." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model/runtime failures with no shared code path." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 documentation-example errors are different from the reported degradation in text embeddings." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to MolmoForCausalLM missing all_tied_weights_keys." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both concern dtype/training stability, but one is a direct autocast mismatch and the other is an RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted Ovis2 checkpoint and vague loading noise are not the same underlying problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only clearly supported duplicate family is the v5 non-persistent-buffer corruption group around 43644/43950/44534." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 3, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43278", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:41553|issue:43881", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:43054|issue:43278", + "issue:44991|issue:45399", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:43742|issue:45399", + "issue:41553|issue:44991", + "issue:42915|issue:45020", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:41553|issue:44488", + "issue:43854|issue:44863", + "issue:42915|issue:43872" + ], + "prepared_review_unit_hash": "baa1bf0ee0a2b4038d9fb0a9a59af61083c973d5b4a909a7ac07d1c6469c38d0", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37893, + "estimated_input_tokens": 9474, + "estimated_eval_tokens": 19204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with a few real duplicate subgroups around SigLIP2, tokenizer docs, Whisper audio preprocessing, Qwen ZeRO-3 loading, and the `_is_hf_initialized` init-empty-weights regression. Most other pairs are only superficially related by subsystem or model family.", + "confidence": 0.88, + "canonical_issue_reason": "No single exact duplicate spans the whole cluster; the broadest open tracker is 45020, which is the best umbrella for the remote_code-loading regressions, but the cluster also contains several unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best global issue candidate because it is open, broadly framed, and can absorb related remote_code regression reports, even though the surrounding cluster is mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures and code paths: trainer loss signature mismatch vs Gemma3 ZeRO-3 load error." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and symptoms; one is a bad tokenizer error message, the other is a loading failure for glm-4v-9b." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are compatibility errors, but the underlying storage/type issues are different." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but one reports zero probabilities while the other is a text-embedding quality regression; not clearly the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both involve training/memory concerns, but they describe different regressions and likely different fixes." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy/regression affecting text embeddings and output quality." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated model-loading failures with different root causes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model-loading failure; not the same concrete issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug is unrelated to the flash_attn import key error." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related theme, but one is a specific AutoConfig field-loss symptom and the other is a broad remote_code regression umbrella." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Completely different problems: tokenizer detokenization vs AMD GPU support." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different model-specific loading report; the shared wording about loading is too broad to treat as duplicate." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention efficiency, but one is gradient-checkpointing behavior and the other is MoE training memory usage." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA/ZeRO branch incompatibility vs a tie_word_embeddings warning; not the same underlying problem." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and different loading/configuration paths." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer detokenization bug vs unrelated model loading failure." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is broad remote_code breakage and the other is a specific Kimi-K2.5 tokenizer codec/warning issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Different bug: add-new-model-like mapping logic vs remote_code loading regressions." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing class vs bitsandbytes/init-empty-weights compatibility issue." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "Both mention embeddings, but one is model quality and the other is dtype drift between train/eval." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation cleanup: both say v5 docs still reference removed pipeline tasks." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback behavior; different code paths." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both center on the Whisper audio feature-extraction path; the helper failure plausibly explains the model not running." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying bug vs non-persistent buffer corruption; different mechanisms." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different model families and failures; no clear shared underlying defect." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading key error vs flash-attn fallback issue; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer problems for different models; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "MoE FP8 failure is a specific quantization/config bug, not the remote_code regression tracked in 45020." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific model key error vs broad remote_code breakage; not the same concrete issue." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Very similar ZeRO-3 weight-loading failure for Qwen-family models; same concrete loading path appears to be failing." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These describe the same `_is_hf_initialized`/`init_empty_weights` TypeError regression." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/loading reports for unrelated models." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failures; no shared bug evidence." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different issues: FP8 MoE failure vs bitsandbytes/init-empty-weights compatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The selected umbrella issue (45020) is a reasonable broad tracker, and the accepted soft pairs are plausible duplicates based on the issue titles. The rejected pairs mostly avoid overstating evidence and do not look merged too aggressively." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 4, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45305", + "issue:45325", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45685" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:43824|issue:43957", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:36010|issue:42915", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "8159b8257e46085f3f530db2863b62e12b4b596ed78daa9856494b692895bb8a", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37220, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions, with a few true duplicate pairs. The clearest duplicate is the non-persistent buffer regression, and there is also a close duplicate around custom model initialization.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43644 is the best canonical anchor: it is the older, clearer description of the non-persistent buffer regression and directly matches 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the strongest representative because it names the concrete regression succinctly and has the cleanest duplicate overlap; the rest of the cluster is too heterogeneous to serve as a better umbrella issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes: SDPA/BF16 gradient collapse versus a flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a Qwen3 MoE weight conversion bug and the other is gradient averaging with GAS; not the same code-path problem." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected kwarg in CustomTrainer.compute_loss is unrelated to the mask shape mismatch IndexError." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same error shape family, but no clear evidence they are the same bug; likely separate reproductions/models." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they describe different Qwen VL regressions and different symptoms/code paths." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed 2-D weight error and void segmentation map processing are different subsystems and bugs." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and a Phi MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but one is batched embedding leakage and the other is empty-transcription handling in Whisper generation." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior do not describe the same issue." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different failures: torch.compile/SDPA on Bamba versus Qwen3.5 flash-attention illegal access." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video StopIteration and an MPS histogram Int error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are effectively the same custom model initialization regression, with 43645 just adding the Jupyter-notebook reproduction context." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption from from_pretrained is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to meta-device model loading regressions." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF/gpt-oss support and missing Float8 storage support are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3 MoE FP8 failure is unrelated to meta-device loading issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3/VL audio-video style workflows, but one is a video StopIteration bug and the other is embedding unpacking with TRL SFT; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 model producing wrong/degenerate outputs; 43994 is the broader user-facing report and 38175 is the more specific symptom." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model init regression and non-persistent buffer corruption are different 5.x regressions." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to Qwen3 MoE FP8 behavior." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-VL video StopIteration and a mask/tensor shape IndexError are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config validation for granite_speech and tiny-random glm4v config loading are different validation failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero-sized index with deepspeed zero3 and TOKENIZER_MAPPING_NAMES add-new-model-like failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both are initialization/config edge cases, but one is a Deepspeed/Bert empty-index crash and the other is a tokenizer-mapping registration problem." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map=auto dequantized-model loading on offload is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical non-persistent buffer regression reports; 44534 is essentially the same bug phrased later." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is a runtime output bug and the other is documentation-example errors/quantization failure; not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA hf4.x versus hf5.x compatibility for Qwen3 MoE is unrelated to BitNet packed-weight loading in accelerate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The chosen canonical issue/pairing around 43644 and 44534 is well supported, and the other accepted duplicates (43645/43646, 38175/43994) are also reasonable. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 5, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:43854|issue:43931", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:41720|issue:42915", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44661|issue:44683", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:43335|issue:45663", + "issue:43873|issue:44387", + "issue:43425|issue:43957", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44743|issue:44960", + "issue:45276|issue:45292" + ], + "prepared_review_unit_hash": "5b772697984955e5f43f6b7eda7f560cff3fa82c29d48e5a4d6d9a7d7f2bd401", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38152, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only pair that looks like the same underlying regression is the resize_token_embeddings/output_embeddings issue; the rest are too model-, backend-, or failure-mode-specific to merge confidently. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45276 is the broadest and most informative representative of the shared resize_token_embeddings regression, covering both output_embeddings and embed_tokens_per_layer.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 best represents the cluster\u2019s only clear duplicate-style bug and is the most descriptive report of that embedding-resize problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is a ZeRO-3 load failure and the other is an incorrect save_pretrained visual-key regression; different code paths." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures: GLM5 vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models and don\u2019t clearly share the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load failures: unit-test loading of GLM-4.7-Flash vs weight-shape mismatch for Qwen3-VL-30B." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA compatibility on hf4.x/hf5.x is a separate compatibility issue from resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume max_steps math is unrelated to SGD optimizer arguments being ignored." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "One is auto device mapping causing cudaErrorAssert; the other is Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both involve quantization/training memory, but one is Qwen3 MoE training efficiency and the other is offloading behavior." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MOE weight-conversion with accelerate+deepspeed is unrelated to GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "The first is a broken documentation example; the second is a runtime correctness issue for SigLIP2 with AutoModel/pipeline." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures, but the affected models and likely root causes are not shown to be the same." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and mmap OOM on Strix Halo are unrelated system issues." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-related failures: LoRA compatibility versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are separate Transformers 5.0 regressions." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crashes and Gemma4Processor missing _tokenizer are different failures in different components." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/quantization, but one is training inefficiency and the other is int4 CUDA reserved-memory OOM." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping registration and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention illegal-memory-access bug; the other is an AttributeError on sink-less models in flash_attention integration." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA hf4.x/hf5.x compatibility is not the same bug as resize_token_embeddings not updating output_embeddings." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings complaints, but they affect different model families and different internal embedding targets; not enough to treat as one bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern lm_head tying, but they are model-specific reports for different architectures and likely need separate fixes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline behavior are unrelated issues." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized are distinct loading/saving bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model is not the same as loading failure for a different BERT model." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping and AudioFlamingo3 batched inference leakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation/example errors and GLM5 model work are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma-4 FSDP2 shared_kv_states rebuilding are unrelated model bugs." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading-quantization behavior and int4 reserved-memory growth are separate quantization/memory regressions." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility is broader version support, while the meta-device issue is a specific model-loading path." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 OOM and Strix Halo mmap OOM are different memory problems with different triggers." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash loading tests and Qwen3.5 save_pretrained checkpoint correctness are unrelated regressions." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized during init_empty_weights and mmap OOM on Strix Halo are different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen-3 NVFP4 loading error and git-oss-20b MXFP4 fallback are distinct quantization issues." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to GLM5 model behavior." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression: both reports say output embeddings are not updated, and 45276 is the broader, more specific version of the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted near-duplicate, issue:45276 vs issue:45292, is well supported by the titles and descriptions, and the other pairwise rejections do not overstate duplication. No PRs are present, and the cluster-level characterization as mostly unrelated bug reports is consistent with the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 6, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "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:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:44479|issue:44877", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44479|issue:45663", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:43611|issue:43645", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:43299|issue:43931", + "issue:44863|issue:45663", + "issue:43257|issue:45663", + "issue:44479|issue:44805", + "issue:44265|issue:44898", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:40990|issue:42947", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "75ea4695f16a52d5c5a8d868af7d0620f2420713cb69076a8dd27bb134ca21c9", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37912, + "estimated_input_tokens": 9478, + "estimated_eval_tokens": 19212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed bag of Transformers v5 regression reports, with many unrelated model-loading, training, and docs issues. Only one soft pair looks like the same underlying bug: `resize_token_embeddings` not propagating to tied output/decoder embeddings.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43611 is the best canonical anchor because it is the broadest, most general v5 model-loading regression in the set and overlaps with several custom-model initialization/load reports better than the narrower, model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the strongest global issue candidate: it is high-level, clearly user-facing, and most likely to serve as a stable triage target for related custom-model loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load around custom auto classes, but one is about read-only permissions during `save_pretrained` and the other is about loading the wrong custom module; different failure modes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with PEFT/LoRA and the other is a hard prohibition in eval mode; not the same bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`torch.device('meta')` loading breakage and Strix Halo mmap OOM are unrelated loading/memory issues." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to Qwen3.5 RLHF NaN/SDPA fallback instability." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra-state save/load handling and mmap-induced OOM are different code paths and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in Jupyter and Trainer checkpoint-resume step counting are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma-4 FSDP2 `shared_kv_states` KeyError are distinct attention/training failures." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict config loading for granite_speech are different issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "These are the same underlying bug: `resize_token_embeddings` does not update all tied output/decoder embedding weights, with 45335 being the T5Gemma-specific manifestation." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and failure to load a different model are not the same defect." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and `extra_state` save/load handling are separate regressions." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and NemotronH checkpoint loading are unrelated model-specific loading bugs." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and `meta`-device loading breakage are different execution paths." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility concerns are broader and not the same as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Qwen video-input regression and Gemma-4 FSDP2 attention state bug do not share the same failure mode." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue and a PagedAttentionCache linear_attention crash are not the same underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading failures are different model-loading problems." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "`base_model_prefix` loading regression and Jupyter notebook custom-model initialization breakage are related only at a very broad level, not the same concrete bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about `return_all_scores` docs drift and the other about removed pipeline tasks; different content." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compilation failure are different errors." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a MoE-model regression in dev0 and the other is a specific weight-shape mismatch; too different to merge as one bug." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 `shared_kv_states` reconstruction are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45663", + "accept": false, + "reason": "Qwen3 MoE loading/conversion and Gemma-4 training KeyError are different model families and code paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask/shape IndexError are distinct runtime failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export.export` failing for `torch_compilable_check` models and Perceiver resize/interpolation failure are different issues." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs and `ModelOutput` key assignment behavior are not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and tokenizer loading failure for a different model are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different memory problems." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM output regressions are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on GPT-OSS and LoRA gradient checkpointing issues do not share a concrete code path." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage deserialization error and non-template-node compilation error are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 input-embedding unpacking in TRL SFT trainer are different failures." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but different symptoms and likely different fixes; not enough to treat as one duplicate pair." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention failure on torch>=2.9 are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The broad anchor choice is plausible from the packet, and the soft-edge verdicts avoid overclaiming; the only accepted pair (45292/45335) is well supported by the titles and reasoning." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 7, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:42947", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43825", + "issue:43883", + "issue:43957", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45685" + ], + "soft_pairs": [ + "issue:36032|issue:43452", + "issue:43425|issue:45685", + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:43883|issue:44488", + "issue:43957|issue:44164", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44164|issue:44479", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43883|issue:44991", + "issue:44811|issue:45584", + "issue:34567|issue:40444", + "issue:43716|issue:45084", + "issue:42947|issue:44756", + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:43452|issue:43482", + "issue:44451|issue:44987", + "issue:36032|issue:42915", + "issue:43317|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:39404|issue:43825", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:45084|issue:45507" + ], + "prepared_review_unit_hash": "06710f3aad28d77b461c8f6535922f36a922856b5f940d3f0c6329960f2092f0", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37937, + "estimated_input_tokens": 9485, + "estimated_eval_tokens": 19226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated, with many being separate Transformers v5 regressions or model-specific bugs rather than duplicates. No soft edge looks like the same underlying defect.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the v5/custom-model initialization regression theme, while the others are narrower and model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the strongest single anchor for this cluster because it describes a general Transformers v5 initialization break, which is closer to the repeated broad regressions than the other, more specialized reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token conflict and gguf_file loading failure are different code paths." + }, + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Torch version incompatibility and an MPS histogram type error are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast NoneType error and Whisper return_language pipeline bug are distinct." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Generic tokenizer load failure and Mistral regex patch crash are separate failures." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and model-loading failure for sleng-bert do not match." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading regression and extra_state save/load handling are different issues." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity quality regression and runtime post-processor update bug are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag break are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures for different models and mechanisms." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization of extra_state and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base model prefix loading break and junk non-persistent buffers are distinct regressions." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two separate model-loading failures for different repositories and causes." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center argument in feature extractor and fbank extraction issue differ." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights attribute and tokenizer loading failure are not the same bug." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Skip_special_tokens handling and empty-transcription generation failure are different Whisper bugs." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter bug and multi-image iterable dataset failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-compilation error are different code paths." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "LoRA gradient checkpointing and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is buffer serialization and the other custom initialization." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache group-type crash differ." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve loading, but gguf_file path break and Qwen2.5-GGUF v5 failure are distinct." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different repository load failures with no shared underlying mechanism shown." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 special-token method conflict and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map offload failure and Qwen2.5-GGUF loading break are different problems." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error and template compilation error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config failure and PagedAttentionCache linear_attention crash are different." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index bug are separate model regressions." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Whisper return_language regression and pipeline translation error-message issue are not the same." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weights and inconsistent serialization are related broadly but not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict and Jupyter custom-model initialization break are different failures." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Two separate model/tokenizer loading failures for different checkpoints." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio sampling-rate default and MIMI batching/padding-mask issue are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization break and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method are distinct bugs." + } + ] + }, + "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": 14, + "review_unit_index": 8, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43742", + "issue:43818", + "issue:43819", + "issue:43856", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43994|issue:44610", + "issue:43645|issue:44534", + "issue:41553|issue:43582", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:45216|issue:45357", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:42915|issue:45084", + "issue:44987|issue:45081", + "issue:44479|issue:45325", + "issue:44062|issue:44987", + "issue:43296|issue:43531", + "issue:42915|issue:44291", + "issue:43611|issue:44534", + "issue:40990|issue:44811", + "issue:36032|issue:43742", + "issue:43317|issue:43856", + "issue:40444|issue:45325", + "issue:44079|issue:45663", + "issue:43421|issue:44568", + "issue:43531|issue:44877", + "issue:42175|issue:45542", + "issue:42915|issue:44589", + "issue:43632|issue:44534", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "fabbf2a8ad191c5a028eea1412dd2fc32d6370f9c8bafd70d161339d8e6f1551", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bag of Transformers regression reports. Most soft pairs are only superficially similar by subsystem; the only clear duplicate-like subgroup is the Qwen3.5 `save_pretrained` checkpoint corruption reports.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45216 is the broadest/earliest concrete report of the Qwen3.5 `save_pretrained` regression, and issue:45357 reads like a later, narrower follow-up about the same corrupted-save problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative of the cluster\u2019s one real duplicate family because it captures the concrete `save_pretrained` checkpoint bug in a way that can subsume the later visual-encoder-key symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are model-quality/loading complaints, but they involve different models and different failure modes; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Both relate to v5 model behavior, but one is notebook/custom-model initialization and the other is non-persistent buffer state; different code paths." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer-loading error vs Apple Silicon allocator warmup TypeError; unrelated issues." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video model failures, but the affected models and crash paths differ." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs a Mistral tokenizer patch crash; not the same underlying defect." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report Qwen3.5 `save_pretrained` producing incorrect checkpoints; the later one is a narrower symptom of the same save-path bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs DAC latent/STE mismatch; unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures with no shared concrete code path." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue vs compiled flex_attention regression; unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure vs OmDet processor size mismatch; different bugs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight tying bug in Mistral3 conditional generation vs LoRA merge collapse after vocab extension; similar theme, different defect." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` regression vs mmap OOM on Strix Halo; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 config failure vs template-node compilation error; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "General loading failure for a specific model vs tokenizer backend patch crash; not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen vision/video regressions, but one is a broad video-input regression and the other is a still-image rope-index scaling bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer `AddedToken` argument conflict vs a model-loading failure for a specific repo; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure vs Qwen3-MoE sliding-window issue; different models and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both mention newer-transformers/loading regressions, but the FP8 config issue and `_is_hf_initialized` init_empty_weights error are distinct." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is `base_model_prefix` loading and the other is buffer initialization; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity on gpt-oss-20b vs Whisper `batch_decode` special-token handling; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer `add_special_tokens` conflict vs MobileLLM key error; different tokenizer/model-loading paths." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "GPU/CPU offload dequantization failure vs Qwen3 MoE training memory usage; not the same issue." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure vs Qwen2.5-VL temporal position scaling; unrelated multimodal bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "`ModelOutput` key assignment bug vs Gemma4 FSDP2 shared-kv-state KeyError; different code paths." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "TokenizersBackend runtime special-token refresh vs tokenizer not adding BOS/EOS; related theme but different concrete defects." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding window issue vs strict config preventing granite_speech load; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend dependency issue vs tensorboard-without-TF backend error; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3MoE FP8 config failure vs missing Float8 storage type; separate low-level issues." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "`_is_hf_initialized` flag regression vs non-persistent buffer junk; different failures." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug vs Qwen3.5 checkpoint-save regression; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:45216 \u2194 issue:45357, is well supported by the titles and dates as the same Qwen3.5 save_pretrained regression with a narrower later symptom. The remaining soft pairs are appropriately rejected as unrelated or only superficially similar." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 9, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43425", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43828", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538" + ], + "soft_pairs": [ + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44829|issue:45479", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:43482|issue:45538", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:44079|issue:44534", + "issue:35707|issue:40444", + "issue:43377|issue:45491", + "issue:43482|issue:43525", + "issue:43749|issue:44079", + "issue:44291|issue:44589", + "issue:43644|issue:44079", + "issue:43881|issue:44488", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43632|issue:45072", + "issue:41720|issue:45081", + "issue:43611|issue:43646", + "issue:43531|issue:44291", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:42175|issue:43296", + "issue:44387|issue:44617", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43828|issue:44683", + "issue:43792|issue:43957" + ], + "prepared_review_unit_hash": "7e81cc2584e3c2dd5708492bb7df9ef4a5712eecd040f7bd31660ecf4b6497c5", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37038, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is best understood as a broad set of Transformers v5 regression reports, mostly around model loading/initialization and related compatibility issues. Most pairs are only thematically similar, not clearly the same bug. One soft pair (43611/43646) looks plausibly like the same custom-model initialization regression, but the evidence is still approximate.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45020 is the best open umbrella for the recurring v5 loading/init regressions, especially around remote_code and custom model paths, even though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest representative issue because it is open, broad, and matches the dominant cluster theme of recent-version loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: T5 tokenizer loading error vs Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated: torch version compatibility vs noisy loading output." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are sequence-classification problems, but the failure modes differ and don\u2019t look like one underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different subsystems: compiled flex_attention on torch >= 2.9 vs broad model-loading regressions." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen2.x-VL finetuning, but the model/setup and failure modes are different." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different loading/tokenizer issues for unrelated models." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer loading failure; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different runtime failures: Whisper run failure vs float8 storage lookup error." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Both concern model state/buffers, but the concrete bugs are different." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to iterable-dataset multi-image finetuning." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching-related, but padding-mask correctness and sliding-window NaNs are distinct issues." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Unrelated model/version loading failure vs missing pad_token_id attribute." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs ModelOutput key bookkeeping are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Meta/init loading error vs float8 storage-object lookup error are not the same root cause." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate regressions." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model loading failures affecting different models." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen2.5-VL area, but multi-image finetuning and video position-id bugs are different failures." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/compilable-check failure is unrelated to the bfloat16 dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL position ids, but still-image temporal scaling and video vision_position_ids are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized/meta-init regression is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during Qwen3 loading is unrelated to the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": true, + "reason": "Both describe Transformers v5 breaking custom model loading/initialization paths, so they plausibly share the same underlying regression." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights/_is_hf_initialized." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures on different architectures and code paths." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but the concrete behavior differs and doesn\u2019t clearly indicate one bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend installation issue vs model loading failure in vLLM; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different OOM contexts with different models and causes." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image-processor label reduction bug vs tied-weights attribute error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention failure are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper run failure vs meta-device loading regression; different failure modes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The main cluster theme is grounded, but the response overstates certainty by referring to \"true duplicates\". The packet only supports broad thematic similarity from titles/bodies and soft similarity scores, not duplicate-level evidence. The one accepted pair (43611/43646) is plausibly related, but the evidence is still only approximate. Please keep the verdicts more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 10, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44423", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:45684" + ], + "soft_pairs": [ + "issue:43701|issue:45325", + "issue:43881|issue:44991", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:43317|issue:43873", + "issue:43632|issue:45563", + "issue:34634|issue:35707", + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:44186|issue:44265", + "issue:44610|issue:45325", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:43377|issue:44898", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:39692|issue:40444", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43792|issue:44683", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:45632|issue:45684", + "issue:43526|issue:43881", + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:43577|issue:43708" + ], + "prepared_review_unit_hash": "31b6e67eb407ea8bb552ff344a54b5ed6c3b7fe2b8fddb3e66091062a1f3e067", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37812, + "estimated_input_tokens": 9453, + "estimated_eval_tokens": 19162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No convincing duplicates here: the soft pairs mostly share a broad subsystem or model family, but not the same concrete bug/change path. I would not merge any of the candidate pairs, and there are no PRs in this set.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43873 is the best representative of the set because it is a current, broadly scoped, still-open offloading/quantization bug with active discussion and references; the rest are narrower, unrelated regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is also the strongest standalone issue: clear symptom, broad impact, and unresolved state make it the most useful canonical bug report here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint-resume key mismatch vs Qwen2.5-VL rope-index scaling; different code paths and symptoms." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure for glm-4v-9b vs tokenizer loading failure for est-roberta; unrelated model/component bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT local-checkpoint loading bug; not the same issue." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on WikiText-2 vs empty-transcription generation failure after align_special_tokens; different failure modes." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading regression; not clearly the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "_is_hf_initialized breakage in v5 vs a stale generate() warning; unrelated behavior." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset bug vs progressive generation with inputs_embeds/past_key_values; different subsystems." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized constructor issue vs strict config loading failure; distinct root causes." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small vs torch.export incompatibility with torch_compilable_check; not the same code path." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crash vs torch.export failure; unrelated components." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor image-size mismatch vs temporal position-id scaling; both multimodal, but separate bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation issue vs auto device-mapping cuda assert; different execution failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying bug vs torch.compile/SDPA failure; not the same underlying problem." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device-mismatch under CPU offload vs DAC from_latents/STE mismatch; different model logic." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching/padding-mask discrepancy vs Perceiver non-default-resolution failure; distinct issues." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs OmDet-Turbo processor/model size mismatch; unrelated bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying bug vs dtype mismatches in SwitchTransformers/TimmWrapperModel; different defect classes." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors vs Qwen2.5-VL finetuning with IterableDataset and multiple images; not the same change." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression vs non-persistent buffer junk-fill regression; separate initialization/loading bugs." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization depending on device vs Qwen3.5 visual-encoder keys saved incorrectly; both save_pretrained-related, but not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight-tying bug in Mistral3/AyaVision-style generation vs packed-weight unpacking during accelerate loading; different models and paths." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure vs compiled flex_attention failure on torch >= 2.9; unrelated components." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure vs tokenizer loading failure for a different model family; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Model load failure for PaddleOCR-VL vs strict config preventing granite_speech loading; different root causes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert vs Llava Next segfault on load; both multimodal loading problems, but not the same underlying failure." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models vs read-only permissions propagation in save_pretrained; filesystem issues, but distinct." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs model loading failure for glm-4v-9b; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head tying bug in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different model families and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-mapping cuda assert vs flash-attention generation issue; both Qwen3.5-related but not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash from str.to() misuse vs Gemma4Processor missing _tokenizer; separate serve-time failures." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs dtype mismatches in inference; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading bug vs disabling mmap on Strix Halo to avoid OOM; different memory-management problems." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug vs trainer max_steps miscalculation on checkpoint resume; separate training/load behaviors." + } + ] + }, + "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": 14, + "review_unit_index": 11, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44743", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45059", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479" + ], + "soft_pairs": [ + "issue:42617|issue:42915", + "issue:44877|issue:44991", + "issue:44610|issue:44898", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:44479|issue:44918", + "issue:36331|issue:42617", + "issue:44186|issue:44610", + "issue:44671|issue:44743", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43531|issue:43572", + "issue:41720|issue:45161", + "issue:44292|issue:44479", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43540|issue:43782", + "issue:41720|issue:43873", + "issue:36010|issue:42617", + "issue:45406|issue:45464", + "issue:36331|issue:41720", + "issue:33357|issue:35707", + "issue:44492|issue:44509", + "issue:44514|issue:44545", + "issue:41720|issue:43746", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:44625|issue:45479", + "issue:44368|issue:45357" + ], + "prepared_review_unit_hash": "cedad397103b77d6772af1cd327c122aa97105e348672104bce778f4bbe15736", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36916, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issues; only one pair looks like a true duplicate (`Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False`).", + "confidence": 0.9, + "canonical_issue_reason": "Issue #44514 is the best canonical issue because it is the earlier, more established report of the exact same batched `apply_chat_template` crash as #44545.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44514 is the strongest representative for the cluster only because it is a clear exact-duplicate candidate; the rest of the items do not form a coherent duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different failures in different contexts: `3d_parallel.py` runtime vs Qwen3Moe FP8 config loading. Same broad area is not enough." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both involve config/tokenizer loading behavior after v5, but they describe different models and different breakages." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision/image-related, but one is an OmDet-Turbo input-size mismatch and the other is Perceiver interpolation behavior; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "One is a torch.compile + SDPA failure, the other is accelerate loading of packed BitNet weights; unrelated code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss signature mismatch vs Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5 and input handling, but one is a video-input regression and the other is TRL SFT unpacking of embeddings." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer `compute_loss` API mismatch has nothing to do with `3d_parallel.py` execution." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are input/padding-related, but one is tokenizer batching/NER crashes and the other is processor output resolution mismatch." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT MLM predictions and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-field issues, but `Gemma3TextConfig` API discrepancy and GPTNeoX rotary_pct reload are different parameters and behaviors." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs dequantized model offload load failure are different issues." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are loading/runtime failures with offload/SDPA themes, but they affect different models and different mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and `3d_parallel.py` failure are not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a missing `pad_token_idx` in StableLmConfig." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention model parallelism / MoE, but one is an A800 CUDA assert with auto device mapping and the other is TP not working for GPT-OSS MoE." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "NVFP4 runtime error and video-input regression are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bbox weird behavior are different bugs in different subsystems." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer padding/NER crash vs MLukeTokenizer task AttributeError are different tokenizer bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are unrelated model-loading problems." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and Qwen3VL weight_only loading error are different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping is not the same as a general offloading/quantization behavior report." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing `GenerationMixin` and running `3d_parallel.py` are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` and Qwen3.5-0.8B streaming chat/completions failure are different processor/runtime issues." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer loss API mismatch vs Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with a community CLIP model and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs and outdated pipeline task docs are both documentation issues, but not the same change." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact title and same crash scenario (`apply_chat_template` on batched input with `padding=False`), so these are duplicates." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and GraniteSpeech PEFT/local-checkpoint loading failure are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps in Image Processor and BarkProcessor `voice_preset` are different processors and different failures." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and BitNet packed-weight unpacking during accelerate loading are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "SDPA/torch.compile failure and tokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and a classification zero-loss regression are related only by classification config, not the same underlying issue." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings` in LoRA fine-tuning and incorrect visual encoder keys saved by `save_pretrained` are different config/save behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate pair, #44514/#44545, is well supported by the near-identical titles and matching crash scenario, and the other soft-edge rejections are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 12, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43606", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:43421|issue:43927", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43421|issue:43653", + "issue:42886|issue:44843", + "issue:34634|issue:41720", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:43782|issue:45381", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43531|issue:44589", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:43596|issue:44220", + "issue:43618|issue:43697", + "issue:39692|issue:43873", + "issue:45183|issue:45479", + "issue:43746|issue:45381", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:44220|issue:44661", + "issue:43540|issue:44008" + ], + "prepared_review_unit_hash": "57b2dc7a0130ca8c4c5c5324d0893943a22c8aa7c75c09efa451ad6c99267462", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36041, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone bugs. The only strong duplicate-like match is the offline tokenizer/cache regression pair around `HF_HUB_OFFLINE` and `_patch_mistral_regex`; the rest are broad subsystem similarities at most, not the same underlying defect.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report for the offline tokenizer cache failure: it identifies the exact `_patch_mistral_regex` / `model_info()` call that breaks `HF_HUB_OFFLINE` and best anchors the duplicate set with 42886.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the strongest standalone issue here: specific, reproducible, and directly tied to a concrete code path, making it the best issue to keep as the representative bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer-related token metadata, but one is runtime post-processor updates and the other is save/load loss of custom token IDs leading to generation errors; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to BigBirdTokenizer mask-token registration and empty decode output." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer state token counting and progressive generation with `inputs_embeds`/`past_key_values` are separate training vs generation issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizer special-token handling, but one is about runtime post-processor refresh and the other is a tokenizer-specific missing special-token registration; not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "These describe the same offline tokenizer-loading failure: generic cache/offline breakage versus the specific `_patch_mistral_regex`/`model_info()` cause." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument collision is a different tokenizer construction bug than failing to load a specific model checkpoint/tokenizer." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size interpolation failure and bfloat16 dtype mismatch in other models are unrelated issues." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen-VL family reports, but one is a `from_pretrained` weight loading failure and the other is a video position-id bug; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions for different models, but the titles point to distinct failures and no shared concrete bug is evident." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer `post_init` policy and Qwen3.5 `num_labels` propagation are unrelated configuration issues." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "SFT input-embedding unpacking and `trainer.evaluate()` after `trainer.train()` are different trainer failures." + }, + { + "left": "issue:39692", + "right": "issue:45042", + "accept": false, + "reason": "SigLIP2 doc example problems and PIL backend processor `torchvision` dependency regressions are separate issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient blow-up are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention `fix_mistral_regex`, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec/ warning regression; too different to merge as one bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4 `pad_token_id` missing and Qwen3-MoE `sliding_window` behavior are unrelated model config issues." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing failure and `_torch_extract_fbank_features()` are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions output regression and RTDetrV2 differing outputs in v5 are separate model behavior changes." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example failures and quantization/offloading behavior are not the same underlying defect." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR error messaging and single-label classification zero-loss behavior are different bugs across different model classes." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Local PEFT checkpoint loading and Qwen2.5-VL video position IDs are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Adapter loading from checkpoints and offloading with quantization are different failure modes." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure and GraniteSpeech PEFT local checkpoint loading are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and `add-new-model-like` failing in tokenizer mapping are different subsystems and bugs." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Gemma3n variable-name collision with `audio_mel_mask` are distinct multimodal-forward bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only strong duplicate-like link is the offline tokenizer/cache regression around issues 42886 and 44843; the rest are reasonably treated as separate bugs based on their titles and described failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 13, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45685" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43653|issue:43720", + "issue:30064|issue:36010", + "issue:44062|issue:44488", + "issue:44843|issue:45081", + "issue:43421|issue:44811", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:43531|issue:43643", + "issue:43643|issue:44877", + "issue:43550|issue:43927", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:43825|issue:43994", + "issue:43782|issue:44977", + "issue:43653|issue:43819", + "issue:44561|issue:45020", + "issue:43577|issue:43582", + "issue:43825|issue:43827", + "issue:43550|issue:43819", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:41720|issue:44991", + "issue:44485|issue:44509" + ], + "prepared_review_unit_hash": "38b9d524bf26b08eaecdc95a31d150e72244f9fa8c7ab8fc24f1c7faa0179f60", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair is close enough to merge as a true duplicate; most are only loosely related by subsystem, model family, or a broad v5 regression theme. The best umbrella issue is the broad remote_code regression report, while there is no PR to nominate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45020 is the strongest umbrella candidate: it explicitly summarizes the broader 'remote_code' regression family and can subsume several narrower loading/configuration reports better than the model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most useful global anchor because it is broad, open, and likely to capture the shared regression class behind multiple remote_code-related complaints without overfitting to one model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and different failure modes; one is accelerate weight unpacking, the other is a DAC STE/forward mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Unrelated model families and bugs; sparse-layer creation is not the same issue as RoPE layer dropping." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different architectures and code paths; image preprocessor dtype mismatch is unrelated to a Gemma 3n forward variable collision." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and packed-weight loading are unrelated failure modes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely different subsystems: image processor segmentation handling vs an import error for GenerationMixin." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both concern tokenizers, but one is an AddedToken constructor conflict and the other is a tokenizer load failure for a specific model." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but the bugs differ: offline model_info access vs backend_tokenizer attribute access." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor update logic and Whisper batch_decode skip_special_tokens are different code paths and symptoms." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A Llava Next segfault and an MPS histogram dtype error are unrelated issues." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different tokenization/layout bug versus image classification interpolation bug; only broad vision-input context overlaps." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing are unrelated failures." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA instability and bfloat16 dtype mismatch are not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are distinct problems." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different model bugs: compile/SDPA versus saved token IDs causing generation IndexError." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen model variants and different tensors/position-id logic." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 regressions, but the affected models and outputs are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM-efficient loading are separate issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs mismatch about removed pipeline tasks; the other is a model output quality problem." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model variants and different generation failures; not the same code-path bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent decoding mismatch are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related by remote_code regressions, but 44561 is a specific removed-function breakage while 45020 is a broader umbrella report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype handling and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One report is runtime messaging; the other is stale documentation. Same theme, different artifact and fix." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model bugs and different code paths; compile/SDPA is not the same as DAC STE handling." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading issues, but for different tokenizers and different failure mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and errors: cuda assert during device mapping vs tokenizer loading failure." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion and docs referencing removed pipeline tasks 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": 14, + "review_unit_index": 14, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45488", + "issue:45538", + "issue:45600" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:44805|issue:44936", + "issue:43606|issue:45072", + "issue:43650|issue:43906", + "issue:42175|issue:45081", + "issue:34634|issue:36010", + "issue:43782|issue:45325", + "issue:44610|issue:45072", + "issue:44060|issue:44368", + "issue:45081|issue:45406", + "issue:43653|issue:44671", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43526|issue:43697", + "issue:43582|issue:44857", + "issue:43526|issue:44554", + "issue:43262|issue:43819", + "issue:43329|issue:45600", + "issue:43653|issue:44912", + "issue:45084|issue:45538", + "issue:34634|issue:36331", + "issue:44568|issue:45488", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43638|issue:44936", + "issue:38175|issue:44610", + "issue:43454|issue:43577", + "issue:43854|issue:44977", + "issue:43746|issue:44811" + ], + "prepared_review_unit_hash": "153d0d9513e28b1882797b93bd8e24a7035c37940c07a55769d6587b9ad703b2", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36899, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformer bug reports rather than a duplicate set. The soft pairs share broad subsystems at best, but not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and failures: image segmentation map processing vs a trainer method signature change." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Both are runtime errors, but one is a mask indexing shape bug and the other is trainer lifecycle/evaluate behavior." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated model-specific problems: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No substantive overlap; one is a nonsensical issue title, the other is a reproduction of a different upstream bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging issue vs tokenizer regex patch crash; different code paths and symptoms." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice preset handling and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both mention Qwen VL models, but the bugs differ: weight_only loading vs rope index scaling." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor input-size mismatch is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar wording about tied weights, but they describe different warnings and different model/config situations." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different failures in different processors: missing backend_tokenizer attribute vs missing _tokenizer field." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "Tokenizer special-token registration bug vs masked LM prediction regression; not the same defect." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate load is unrelated to a dtype mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output drift are different issues." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are distinct platform-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image processor label reduction bug does not match the MPS attention correctness issue." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs auto_mappings referencing removed configs; different areas entirely." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug is not the same as MXFP4 quantization fallback behavior." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length bug are different tokenizer/template problems." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor preset handling and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but one is special-token insertion and the other is pre-tokenizer override behavior." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "General from_pretrained gguf_file breakage vs a specific tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "MOE weight conversion during accelerate/deepspeed loading is unrelated to multimodal token counting." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 non-pretrained Bert index error and trainer.evaluate after train are different training pipeline failures." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and mechanisms: zero probabilities vs wrong processor image size." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying in AyaVision and dtype propagation in Blip2 are separate loading/model-init bugs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-generation regressions, but they involve different models and distinct failure modes." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skip_special_tokens behavior." + } + ] + }, + "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": 14, + "review_unit_index": 15, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43824", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45538" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:44568|issue:45356", + "issue:43819|issue:43927", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:43749|issue:44756", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:43257|issue:43756", + "issue:43697|issue:45357", + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:43577|issue:45072", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:41720|issue:43540", + "issue:43927|issue:44912", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:42175|issue:43824", + "issue:42915|issue:45538", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "8c6a7f211da58231de8a97d2e4b3642086fd1016199639d125b980d6d9e83f1c", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37405, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Almost all soft pairs are false positives across unrelated bugs. Only issue:44479 and issue:45381 look like the same Qwen video-input regression; the rest should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44479 is the best canonical issue because it is the broadest report of the shared Qwen VL 5.3.0 video-input regression, and issue:45381 reads like a specific manifestation of that same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative of the only plausible duplicate family; it covers the shared video regression more broadly than the more specific symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: Float8 storage import/type error vs PIL backend requiring torchvision." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failure modes: Qwen3 MoE weight conversion/loading vs GPT-oss OOM on load." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc example/model mismatch and quantization failure vs MXFP4 load fallback on gpt-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error vs Jupyter custom-model initialization regression; not the same code-path." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer issues, but one is add_special_tokens/BOS-EOS behavior and the other is codec/warning regression in Kimi-K2.5." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig save/load custom token ID loss." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug is unrelated to gpt-oss-20b MXFP4 quantization loading." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory, but one is FSDP CPU RAM-efficient loading and the other is mmap on Strix Halo OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor issues, but different paths: chat template sampling rate vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both touch video processing, but 43329 is an undefined-helper bug in token counting while 44479 is a broader video-input regression." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and custom trainer compute_loss signature are unrelated issues." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to high perplexity on gpt-oss-20b." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen models and failures: MoE weight conversion vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video token-count helpers vs batched video processor shape error are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading/conversion issue is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 is unrelated to Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast in >=5.1.0 and CLIPTokenizer max-length handling are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen VL video-input regression; 45381 is a specific vision_position_ids symptom of the broader 44479 report." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype preservation and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are distinct issues." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading bug and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP model loading is unrelated to TrainerState num_input_tokens_seen updates." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and Qwen3OmniMoe video ValueError are different failures." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID corruption is unrelated to gpt-oss-20b perplexity." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM-125M key error are unrelated model-loading bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument issue is unrelated to PIL backend torchvision dependency." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video bugs: Qwen3OmniMoe processing ValueError vs Qwen3-vl embedding StopIteration." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "device_map=auto offload/dequantization failure is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow packaging/backends issue is unrelated to Qwen2_5_VL import failure." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max-length are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow optional dependency packaging and Python 3.14 load failure are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted duplicate pair (44479/45381) is well supported by their closely matching Qwen video-regression titles, and the rest of the soft pairs are reasonably separated by distinct failure modes in the issue titles. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 16, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44164", + "issue:44291", + "issue:44479", + "issue:44484", + "issue:44488", + "issue:44561", + "issue:44704", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:44062|issue:44991", + "issue:42915|issue:44821", + "issue:43540|issue:44479", + "issue:43526|issue:45479", + "issue:45137|issue:45405", + "issue:42175|issue:44488", + "issue:43906|issue:45381", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:28282|issue:34689", + "issue:43749|issue:44164", + "issue:43756|issue:45325", + "issue:36010|issue:42175", + "issue:28282|issue:29127", + "issue:43493|issue:43994", + "issue:43742|issue:44291", + "issue:43643|issue:45375", + "issue:43582|issue:43782", + "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:43452|issue:44488", + "issue:44484|issue:44704", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43643|issue:44561", + "issue:45405|issue:45600", + "issue:43688|issue:43749", + "issue:45042|issue:45081", + "issue:43697|issue:45216" + ], + "prepared_review_unit_hash": "d32ff7836de0d55fffdbdf55c1b1edaada1e9a692da9316ff962144da09770ee", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36613, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated issues. The only plausible duplicate-like pair is the SigLIP2 implementation mismatch vs. nonsensical-output report; the rest differ by model, subsystem, or failure mode.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43493 is the most root-cause-oriented SigLIP2 report; it describes the HF vs. JAX implementation mismatch that likely underlies the bad-output symptom in issue:43994.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best representative issue because it is specific, technical, and points at the likely underlying defect rather than only downstream symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Different failure modes: AddedToken keyword handling vs tokenizer loading for a specific model." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated subsystems: FP8 config loading vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video inputs, but they target different Qwen model paths and concrete bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Processor label-reduction bug is unrelated to the sequence-classification zero-loss issue." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version pinning are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging complaint vs a model-loading regression for an unrelated checkpoint." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Insufficient evidence that the isolated reproduction of issue 38071 is the same bug as the Qwen2.5-VL position-id regression." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 zero probabilities vs Perceiver image-resolution failure." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "CPU device placement bug in XLNet is unrelated to the flash-attention s_aux=None crash." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing import error is not the same as the Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:43749", + "right": "issue:44164", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and save/from_pretrained extra_state handling are different code paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "RoPE-layer counting issue and Qwen2.5-VL temporal position scaling are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 output-correctness reports; one describes the HF/JAX implementation mismatch, the other the same bad behavior as nonsensical outputs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights unexpected-argument error are different loading failures." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but they affect different APIs and appear to be separate field-propagation bugs." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "AppleSilicon caching allocator TypeError and Qwen3VL weight_only loading error are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken argument conflict is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer compute_loss signature mismatch are different trainer issues." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file handling and a specific checkpoint-loading failure are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Default max_shard_size documentation/behavior question is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different failures; no shared concrete code-path bug is evident." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields and the other is a removed helper breaking model code; not the same defect." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP loading are different bugs in different areas." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL/torchvision backend dependency issue is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are different regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted pair, issue:43493 vs issue:43994, is a plausible same-bug duplicate based on the shared SigLIP2/HF-vs-JAX bad-output theme. The other soft-edge rejections are appropriately cautious and do not overclaim evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 17, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45440" + ], + "soft_pairs": [ + "issue:43742|issue:44589", + "issue:44514|issue:45381", + "issue:43531|issue:44821", + "issue:44514|issue:45290", + "issue:44625|issue:44877", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:43688|issue:45440", + "issue:43720|issue:44898", + "issue:43653|issue:44568", + "issue:43295|issue:45356", + "issue:41762|issue:44936", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43525|issue:43643", + "issue:24643|issue:29127", + "issue:44464|issue:44743", + "issue:38175|issue:43295", + "issue:41720|issue:43906", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:44361|issue:44442", + "issue:43646|issue:43749", + "issue:28282|issue:32090", + "issue:43653|issue:44361", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:44479|issue:44936", + "issue:44977|issue:45356" + ], + "prepared_review_unit_hash": "f32d7b72c53a8ff6227c09624a3b10945b7bf5d9ce8afc997f0290effc452c6b", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36056, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports; none of the soft pairs look like true duplicates. The broadest and most reusable issue here is the generic v5 custom-model initialization regression.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the most general, umbrella-style regression report in the set; it best serves as a representative issue even though the cluster itself is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest global issue target because it is broad, regression-oriented, and less model-specific than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: MobileLLM loading key error vs float8 storage/type lookup error." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is batched chat-template padding crash and the other is video vision_position_ids regression." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated subsystems: Qwen3-MoE sliding-window behavior vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same general API area, but distinct triggers and code paths: batched padding crash vs tool-call/no-content assistant message crash." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Config propagation bug vs strict config loading failure; not the same underlying issue." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading via gguf_file is different from BLIP2 dtype preservation during load." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading bug is unrelated to the offline model_info/_patch_mistral_regex regression." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both involve MoE models, but the reported problems are different: auxiliary-loss normalization vs native/remote implementation divergence." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to Perceiver interpolation/resolution handling." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs with different symptoms and models; not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load failure is unrelated to trainer.evaluate() failing after training." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a translation-model-specific tied-weights issue; too broad to merge." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on a specific config is not the same as missing fields from trust_remote_code AutoConfig return values." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-dimension runtime error is unrelated to LayoutLMv3 box-information error messaging." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Generation inconsistency with compiled forward is a different code path from recurrent-state reset in modular_qwen3_5.py." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the processor.tokenizer regression." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype remains float32; RTDetrV2 output drift is a different model and bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode model_info call bug is distinct from a tokenizer-loading failure for a specific model." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are different tokenizer issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Generic custom model initialization regression is not the same as FSDP_CPU_RAM_EFFICIENT_LOADING breaking." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-not-found ImportError is unrelated to NoneType being passed to _gpu_broadcast_one." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to a MacOS bus error when loading a CLIP model." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch dependency error is unrelated to tied embedding reinitialization." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Qwen VL video-input regression is unrelated to trainer.evaluate() failing after train." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Flash-attention generation problems and tokenizer codec regression are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 18, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:30064", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:41720", + "issue:43122", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43653", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45325", + "issue:45357", + "issue:45588" + ], + "soft_pairs": [ + "issue:30064|issue:33666", + "issue:43122|issue:43906", + "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:43329|issue:45325", + "issue:44464|issue:44977", + "issue:44479|issue:44625", + "issue:32090|issue:34567", + "issue:43550|issue:44361", + "issue:43452|issue:44451", + "issue:43504|issue:43720", + "issue:32090|issue:33666", + "issue:43278|issue:43688", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:44849|issue:45357", + "issue:43334|issue:43572", + "issue:43493|issue:43825", + "issue:43756|issue:44913", + "issue:43525|issue:43572", + "issue:43742|issue:44821", + "issue:33666|issue:36010", + "issue:43262|issue:43295", + "issue:43688|issue:43873", + "issue:43540|issue:43716", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43257|issue:43299" + ], + "prepared_review_unit_hash": "04778f566fb84946f6edceac036e65fb66d9407d3b28420c78b88898b88936f0", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37040, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated bugs in image processors, tokenizers/configs, multimodal model loading, training, and generation. None of the soft pairs look like the same underlying issue, so there is no convincing duplicate canonical here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "One is a void-segmentation image processor bug; the other is a Qwen2-VL multi-GPU training request." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenization regression between versions is unrelated to an isolated reproduction of a different bug." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype retention and flash-attention s_aux handling are different code paths and failures." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "A dtype mismatch in BLIP2 is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DiaConfig token-ID persistence are different defects." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a MobileLLM loading key error." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined variables in multimodal video token counting do not match a still-image RoPE scaling bug." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is distinct from a Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "A video-input regression across VLMs is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "GPU broadcast of NoneType and TrainerState token counting are unrelated trainer issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile + SDPA failure for Bamba is not the same as a tokenizer AttributeError in tasks." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage is a different model-loading path than failing to load a specific model by name." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit semantic-segmentation legacy-field loading and BitNet packed-weight unpacking are separate model-loading bugs." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast and Qwen2-VL multi-GPU training do not describe the same failure." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "A BF16-to-FP32 dtype drift in evaluation is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "These affect different models and mechanisms: preset loading vs compile/SDPA execution." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and chunked-generation inconsistency are different runtime problems." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained loading and OmDet-Turbo processor/model input-size mismatch are not the same issue." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "A hidden-states bug in Qwen3.5 is unrelated to incorrect visual-encoder keys being saved." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and StableLmConfig missing pad_token_idx are similar shape but model-specific, not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer dropout and GPTNeoX rotary_pct reload persistence are different configuration issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Llama4 missing pad_token_id and StableLm missing pad_token_idx are different config fields and models." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "A MobileLLM key error is not the same as failing to load AutoImageProcessor from a URL." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated subsystems." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and processor.tokenizer regression are different processor behaviors." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and offloading-with-quantization are separate issues." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Video processing ValueError in Qwen3OmniMoe is unrelated to a Mistral-3 dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is a different bug from DiaConfig save/load token IDs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE deepspeed conversion and Qwen3-VL loading failures are separate model-loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 19, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43278|issue:43844", + "issue:44488|issue:44843", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43493|issue:43844", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:43540|issue:44977", + "issue:44625|issue:45584", + "issue:43756|issue:44479", + "issue:45200|issue:45229", + "issue:43688|issue:43746", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:39692|issue:43295", + "issue:44423|issue:44734", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43575|issue:45405", + "issue:43994|issue:44493", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:44464|issue:45584", + "issue:44521|issue:45290", + "issue:44792|issue:45405", + "issue:43278|issue:43701", + "issue:43606|issue:44112", + "issue:29942|issue:30333" + ], + "prepared_review_unit_hash": "e2de6c8fb60347d13612de5dcba0093652d95410697af045c0845ff73506237a", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad similarity bucket, not a duplicate set: it spans unrelated model-loading regressions, tokenizer/config bugs, multimodal serving issues, training/API breaks, and documentation problems. None of the soft pairs looks like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue: the items are too heterogeneous to represent a single duplicate thread.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "Issue 43646 is the broadest compatibility-regression report, but it still does not explain the rest of the items.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different problems: dtype drift between train/eval vs ZeRO-3 gradient inflation; no shared code path." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading/tokenizer code, but one is a specific model load failure and the other is an offline hub lookup bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Doc-example mistakes vs SigLIP2 implementation parity mismatch are different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Multimodal model loading failure vs PEFT version pinning issue; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "HF/JAX SigLIP2 parity bug is not the same as DeepSpeed gradient growth." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading bug vs MLukeTokenizer AttributeError; unrelated subsystems." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training issue vs CustomTrainer API break; different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is video-input processing and the other is flash-attention generation." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs Whisper empty-transcription crash; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44479", + "accept": false, + "reason": "Smollm3 RoPE-layer bug vs Qwen3.5 video-input regression; no common root cause." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids and multi-GPU OOM are different issues." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Aux-loss normalization and PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one breaks initialization and the other serialization; not the same fix." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import vs Float8 storage lookup failure; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage type error vs flash_attn import KeyError on Python 3.13; different failure points." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc-example errors vs processor.tokenizer / image-tokenizer regression; different code paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash vs KV-cache continuation indexing bug; both in serving, but not the same defect." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are 5.0 compatibility breaks, but one is a missing config field and the other is an unexpected init argument." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading and CPU offload device mismatch are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs vs unexpected position-id key errors; different models and symptoms." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy BEiT preset field vs BigBirdTokenizer special-token registration; unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are custom-tokenizer/config failures, but they affect different models and error mechanisms." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled chunked-generation inconsistency vs Whisper empty-transcription crash; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templates, but one corrupts assistant masks while the other crashes on tool-call messages." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure vs PEFT version bump; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Evaluate dtype drift vs resume_from_checkpoint key mismatch; different state-management bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch vs GraniteSpeech CI stale device override test; different models and causes." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failure vs MLflow job-reporting bug; 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": 14, + "review_unit_index": 20, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:15354", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45563" + ], + "soft_pairs": [ + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43844|issue:44964", + "issue:45084|issue:45520", + "issue:43232|issue:44849", + "issue:43540|issue:45200", + "issue:39401|issue:44568", + "issue:43582|issue:44977", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:43295|issue:44610", + "issue:45200|issue:45325", + "issue:43493|issue:43701", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:44792|issue:45563", + "issue:43873|issue:44464", + "issue:43388|issue:43526", + "issue:37428|issue:43824", + "issue:43572|issue:44987", + "issue:43844|issue:44936", + "issue:43824|issue:43975", + "issue:43572|issue:43957", + "issue:43295|issue:43450", + "issue:43295|issue:43873", + "issue:44514|issue:44521" + ], + "prepared_review_unit_hash": "471aaffe5bbc9b7546ffaf85021c965d6b4c0fccac5e1d5aed8e82f3527e8003", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36073, + "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 heterogeneous: it spans unrelated regressions in model loading, tokenizers, generation, processors, and backend-specific behavior. None of the soft pairs are strong enough to treat as the same underlying bug or change, so there is no safe duplicate canonical here.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "Different subsystems and failures: TorchScript GeneratorExp export vs SigLIP2 zero-probability output." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug and a flex_attention import/version check bug are unrelated code paths." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training is unrelated to Phi-4 multimodal model loading failure." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Jinja/template compilation error and a Python 3.13 flash_attn import KeyError are different problems." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is not the same as a Qwen3.5 hidden-states bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input parsing in Qwen3OmniMoe and Gemma 4 mm_token_type_ids handling are different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to BOS/EOS not being added for mDeBERTa." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch CI issue and Wav2Vec2 save/tokenization failure do not share the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model loading breakage are different initialization issues." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger kernel not applied in model_init is unrelated to a Qwen3.5 hidden-states regression." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs (Qwen3-VL vs Llama4) and are not clearly the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "processor.tokenizer regression in custom model code is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids requirement and Qwen2.5-VL rope index scaling are different multimodal bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights and LoRA merge collapse are not the same code path." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale paged-generate warning are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization offloading and compiled-forward chunked generation are different runtime behaviors." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Gathering tuple labels in metrics and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols: a flash-attention helper vs a Qwen2.5-VL model class." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm pad_token_idx regression and loading physical-intelligence/fast on transformers>=5.1.0 are not the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed gradient growth during training is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing import for Qwen2.5-VL model class and DeepSeek detokenization regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as meta-device loading failures in some models." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Custom model code accessing processor.tokenizer and batched video processor shape issues are different regressions." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Batched apply_chat_template crash with padding=False is different from all-zero assistant_masks for multimodal inputs." + } + ] + }, + "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": 14, + "review_unit_index": 21, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44448", + "issue:44462", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44849", + "issue:44857", + "issue:44991", + "issue:45003", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45584", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:44360|issue:44561", + "issue:38175|issue:45412", + "issue:43295|issue:43994", + "issue:44442|issue:45198", + "issue:42915|issue:43824", + "issue:43827|issue:43901", + "issue:38175|issue:43493", + "issue:43278|issue:43856", + "issue:44849|issue:45003", + "issue:44568|issue:44991", + "issue:44206|issue:45584", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:45127|issue:45245", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43450|issue:43575", + "issue:43819|issue:45083", + "issue:45290|issue:45381", + "issue:44610|issue:44857", + "issue:44857|issue:45593", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:43278|issue:43825", + "issue:37428|issue:43425", + "issue:45200|issue:45588", + "issue:44448|issue:44743", + "issue:43606|issue:45083", + "issue:29942|issue:32090" + ], + "prepared_review_unit_hash": "281e1e7cd0ee08aafcbeb672911df05ee32c1fefe6c4a327611ed2d4b1c0d3c5", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35806, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues spanning models, tokenizers, processors, docs, and training/runtime regressions. The only strong duplicate-looking pair is the two SigLIP2 reports, which both point to the same underlying implementation mismatch.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43493 is the better canonical issue because it describes the broader root problem (HF vs original JAX discrepancy) and can subsume the narrower zero-probabilities symptom reported in issue:38175.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best representative issue for the cluster because it most clearly captures the shared SigLIP2 bug theme and is phrased at the right level of generality.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Unrelated failures: DSA indexer/ReLU discussion versus a v5 trust_remote_code break from a removed helper." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Both mention model behavior, but one is a SigLIP2 correctness issue and the other is an RT-DETR memory-leak problem." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2/processor-style problems, but one is a regression around processor.tokenizer/image handling while the other is nonsensical outputs for AutoModel/pipeline; not the same concrete bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer bugs in different models; no evidence they share the same underlying failure." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different docs pages and different mismatches; not the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Strong match: both report SigLIP2 producing wrong outputs, with one describing the symptom and the other the broader HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: dtype mismatch during eval versus MoE training memory usage." + }, + { + "left": "issue:44849", + "right": "issue:45003", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failure modes." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated audio issues: unsupported feature-extractor arg versus Whisper empty-transcription generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Different subsystems and failures: batched video shape bug versus SigLIP2 output discrepancy." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embeddings collapse and category-count overflow are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the removed is_torch_fx_available helper breakage." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5-related tokenizer/model regressions, but they are distinct code paths and symptoms." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video shape bug and Qwen2-57B TP OOM are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to qwen3_omni_moe feature-extract length behavior." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different issues." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch and float16 CUDA loss crash are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-train bugs: AMP/CUDA crash versus auxiliary-loss omission." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and GraniteSpeech stale device override are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and pipeline error-message/docs issue are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a missing flash-attention helper is unrelated to Torch 2.10 incompatibility." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids handling and flash_attention s_aux=None crash are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Qwen3.5 recurrent-state reset are unrelated model bugs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The lone accepted pair (38175/43493) is a plausible SigLIP2 duplicate, and the other soft-edge rejections are appropriately cautious and well-justified from the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 22, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:29127", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43066", + "issue:43335", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43927", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45372", + "issue:45381", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698" + ], + "soft_pairs": [ + "issue:45310|issue:45478", + "issue:43335|issue:43550", + "issue:37428|issue:44351", + "issue:39692|issue:43526", + "issue:43611|issue:43931", + "issue:43819|issue:44493", + "issue:29127|issue:32090", + "issue:45200|issue:45381", + "issue:43450|issue:43526", + "issue:43335|issue:43653", + "issue:44448|issue:44779", + "issue:44292|issue:45520", + "issue:39692|issue:44493", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:38175|issue:44493", + "issue:43550|issue:44112", + "issue:44568|issue:45491", + "issue:44977|issue:45229", + "issue:43335|issue:45072", + "issue:43723|issue:44554", + "issue:40444|issue:43526", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44448|issue:44977", + "issue:43066|issue:44462", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:45372|issue:45588", + "issue:44977|issue:45563", + "issue:43927|issue:45698", + "issue:44857|issue:45072" + ], + "prepared_review_unit_hash": "f44fe30636bb554a0ed2f2a08ac066e460e83789ff7984a0732b0e74e0ddbd8e", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "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 unrelated Transformers issues. The only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression pair; the rest are separate bugs across different models/subsystems and should not be merged.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the earlier, more established report of the same Qwen3.5 MoE `from_pretrained` failure; 45478 is an exact duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best representative issue in this cluster because it is a clear duplicate target with the strongest overlap and is better documented than its twin.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same underlying Qwen3.5 MoE `from_pretrained` error; exact duplicate." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failure modes: SwitchTransformers config construction vs Bamba torch.compile/SDPA." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different breakages." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "One is a SigLIP2 docs/example problem; the other is a BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading issues, but one is about `base_model_prefix` and the other is a shape mismatch for a specific model." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: DAC forward/latent mismatch vs position-id key warnings across many models." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated errors in different areas: LayoutLMv3 box validation vs trainer GPU broadcast of None." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal inputs, but one is Gemma 4 token-type defaults and the other is Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Video batch shape handling is unrelated to BeitImageProcessorFast `reduce_labels` behavior." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/config bugs in different models; only broad Transformers similarity." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer/output differences, but they affect different models and are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to the Python 3.13 `flash_attn` import failure." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example errors vs a general position-id key warning are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different BEiT/semantic-segmentation loading bug vs SwitchTransformers sparse-layer config bug." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing error is unrelated to qwen3_omni_moe helper output lengths." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability output issue is not the same as the generic unexpected key warning." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is distinct from a stale GraniteSpeech device override test." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both involve Qwen/Gemma inference issues, but they are different models and distinct failure modes." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to dtype mismatch failures in inference tests." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading regression is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BEiT label reduction." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading issue in BitNet is unrelated to the GraniteSpeech stale device override test." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model regressions: Pegasus output drift vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type migration bug is distinct from AutoTokenizer ignoring repository `tokenizer.json`." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage for Llama 3.2 Vision and embedding reinit on resize are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device mismatch under CPU offload is unrelated to LwDetrImageLoss float16 AMP crashes." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure and flash_attention `s_aux=None` crash are different code paths." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to the stale `num_return_sequences` warning." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load behavior, but one loses custom token IDs in DiaConfig and the other loads the wrong custom module." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP loss crash and bfloat16 dtype mismatch are distinct issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the duplicate pair 45310/45478 is the only clearly related cluster edge, and the rest of the pair verdicts are conservative in distinguishing different models/failure modes. The summary stays within the packet evidence. Minor wording note: if you want maximum caution, phrase 45478 as a likely/clear duplicate rather than an exact duplicate, but this is still acceptable given the identical titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 23, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:43701|issue:45083", + "issue:37428|issue:44987", + "issue:43873|issue:44493", + "issue:43976|issue:45440", + "issue:43412|issue:45588", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:43873|issue:45229", + "issue:45245|issue:45563", + "issue:43278|issue:43329", + "issue:32090|issue:33357", + "issue:45372|issue:45459", + "issue:45372|issue:45406", + "issue:41720|issue:45229", + "issue:43065|issue:43994", + "issue:44448|issue:44466", + "issue:25251|issue:32090", + "issue:43065|issue:45412", + "issue:43653|issue:44743", + "issue:44451|issue:45520", + "issue:44857|issue:45588", + "issue:43421|issue:45491", + "issue:43278|issue:43381", + "issue:44186|issue:45198", + "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:44265|issue:45198", + "issue:43756|issue:45440" + ], + "prepared_review_unit_hash": "bfd7fa36c5613f9bb60176a928eb4ed0dbfe837ee27a8e1e8605265e1edad525", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36177, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than a true duplicate set: it mixes unrelated bugs across tokenizers, model loading, quantization, export, attention, and training/runtime behavior. All soft edges look like superficial similarity only and should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue stands out; the cluster is too mixed for a reliable duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must anchor the cluster, issue:44987 is the most broadly framed user-facing regression report, but it still does not represent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper bug are different subsystems and failure modes." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but one is a missing flash-attention import symbol and the other is a model-loading failure; not the same code path." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to unexpected position-id key warnings." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python compatibility issue and DeepSeek implementation divergence are unrelated bugs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard/support issue vs flash-attention crash on sink-less models; different paths." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match token-embedding resize reinitialization." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to the qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading bug vs multi-GPU OOM; different root causes." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale num_return_sequences warning are not the same issue." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift and undefined video-branch names are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and Mac bus error with CLIP are different failures." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import dependency breakage is not the same as protobuf-error masking in tokenizers." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma 4 loading, but one is an import-time dependency issue and the other is a missing _tokenizer attribute." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "SAM3 pixel-decoder dummy Conv2d and SigLIP2 nonsensical outputs are different model bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output regression and lm_head.weight serialization inconsistency are different concrete bugs." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d implementation and RT-DETR memory leak are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token decode bug and recurrent-state reset in modular_qwen3_5 are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure vs Python 3.13 flash_attn import KeyError; different causes." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash is unrelated to flash-attention s_aux=None AttributeError." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor update behavior and Gemma3 NaN embeddings from sliding-window attention are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch and gradient-checkpointing eval-mode restriction are different concerns." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation bug do not share a concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized model saving failure are different quantization operations." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are unrelated model-implementation bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 24, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44079", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:44206|issue:44479", + "issue:43257|issue:43278", + "issue:44610|issue:45412", + "issue:29942|issue:30064", + "issue:43824|issue:44279", + "issue:33357|issue:39692", + "issue:45103|issue:45372", + "issue:45440|issue:45593", + "issue:32090|issue:33290", + "issue:29127|issue:34567", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:45072|issue:45229", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44464|issue:45491", + "issue:44977|issue:45245", + "issue:29127|issue:33357", + "issue:29942|issue:36010", + "issue:29127|issue:35141", + "issue:42915|issue:43931", + "issue:43232|issue:43388", + "issue:43761|issue:44079", + "issue:43526|issue:44857", + "issue:43262|issue:44206", + "issue:44442|issue:45072", + "issue:43441|issue:45588", + "issue:43723|issue:45479" + ], + "prepared_review_unit_hash": "f9b43e8eec9e5b1c1df3d3e75e161ad316e0849bb95167d8e10685749b72c4bd", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36210, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested soft links look like false positives: the paired issues span unrelated regressions across models, tokenizers, training, inference, and docs. No pair appears to describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue exists for this mixed, unrelated set; if one must be chosen, issue:44479 is the clearest standalone regression report with a concrete model-family scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative issue in this set because it has a specific regression description and a well-scoped affected surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "One is a feature-extractor argument crash; the other is a Qwen video-input regression. Different code paths and failures." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Different symptoms: MOE weight conversion/loading with accelerate+deepspeed vs embedding dtype drift between train and eval." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch vs model memory not being released. Distinct bugs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing class export vs generic dependency issue. Not the same import failure." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error for a CLIP model vs documentation example errors. Different problem types." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling vs Gemma4 processor import dependency breakage. Separate failures." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss behavior. Different models and code paths." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError vs deepspeed Adafactor OOM. Not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs TrainerState counter not updating. Unrelated behavior." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs resume checkpoint key mismatch. Different training-state issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration vs AutoTokenizer loading failure for a different tokenizer." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "bf16 dtype mismatch in inference vs multi-GPU CUDA OOM. Not the same underlying issue." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL config vs sliding-window issue in Qwen3-MoE. Different model families and failures." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "ImageProcessor label-reduction bug vs LayoutLMv2 tokenizer NER/padding crash. Distinct preprocessing paths." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings from sliding-window padding. Different mechanisms." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression vs category-count limit error. Completely unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging vs CLIP MacOS bus error. No shared bug surface." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention test breakage vs GenerationMixin import removal/breakage. Unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box validation messaging vs embedding reinit after resize. Different model lifecycle bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3-MoE vs Qwen3-VL shape mismatch at load. Different model types and failure modes." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs metric-gathering label truncation. Different subsystems." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states omission vs ModelOutput key assignment when previous value was None. Related area, but not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label reduction in BEiT fast processor vs CUDA/AMP loss crash in LwDetrImageLoss. Different components." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs LASR feature extractor center-arg crash. Unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer load failure vs bf16 dtype mismatch in inference. Not the same issue." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 vs flash_attention.py crashing on s_aux=None. Both touch flash attention, but different code paths and bugs." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading failure vs zero-loss classification behavior. Different layers of the stack." + } + ] + }, + "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": 14, + "review_unit_index": 25, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:41628", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:45003|issue:45440", + "issue:44743|issue:44811", + "issue:43526|issue:43994", + "issue:43452|issue:45588", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:45588|issue:45600", + "issue:43316|issue:43525", + "issue:43761|issue:44188", + "issue:44977|issue:45584", + "issue:44479|issue:45290", + "issue:43575|issue:44387", + "issue:43931|issue:45216", + "issue:42907|issue:45698", + "issue:39692|issue:45491", + "issue:43994|issue:44206", + "issue:43873|issue:45588", + "issue:34689|issue:43611", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:43673|issue:44743", + "issue:43493|issue:43827", + "issue:43381|issue:43873", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:41628|issue:45372", + "issue:44077|issue:44479", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:44190|issue:44496" + ], + "prepared_review_unit_hash": "d571a2723950c2b5913bcf969ba892dd0fa779d334a933207389bdcd0968716a", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36741, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the soft pairs share broad themes (loading, OOM, cache, docs) but not the same concrete bug or code path, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated regressions across different models, processors, loading paths, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for deduping the cluster; the overlaps are superficial rather than the same underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Both touch model internals, but one is about unsafe sys.modules access in modeling_utils and the other about DeepSeekV3 implementation divergence; different bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset under cache in qwen3.5 is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43526", + "right": "issue:43994", + "accept": false, + "reason": "reduce_labels truncating labels in BeitImageProcessorFast is a different processor bug than SigLIP2 nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading failures and flash_attention crashes on s_aux=None affect different code paths and failure modes." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B-A14B-Instruct is not the same as a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization regression and patchtsmixer post_init policy are distinct model-construction issues." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "flash_attention.py crashing on sink-less models is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and missing pad_token_id on Llama4Config are different config-schema problems." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and diverging attention kernels under torch.compile are different defects." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and Whisper empty-transcription handling do not share the same code path." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM-related, but one is tensor-parallel model loading and the other is increased reserved memory under int4 quantization; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch while loading a model is different from a save_pretrained checkpoint regression." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save failure and wrong custom module load after save_pretrained are separate save/load bugs." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to Gemma3 NaN embeddings with mixed-length batching." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 output quality issues and LasrFeatureExtractor center-arg crash are different components with different failures." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization offloading behavior and flash_attention sink-less AttributeError are not the same underlying problem." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "These are both loading regressions, but they stem from different version changes and different loader assumptions." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM and TrainerState num_input_tokens_seen not updating are unrelated trainer bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2Conformer and Perceiver non-default-resolution classification failure are different model/processor issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and recurrent-state reset with cache are both cache-themed, but not the same defect." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy is unrelated to documentation still referencing pipeline() after removals." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading under quantization affect different subsystems and failure modes." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM does not match a Llama 3.2 model-loading regression in Transformers 4.46.2." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM during training with AdaFactor/DeepSpeed is unrelated to output embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and ReasoningEffort import failure are both import errors, but for different modules and loading flows." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is different from rotary_pct not persisting on reload." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL weight-shape mismatch are distinct loading problems." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to AutoModel failing on an unrecognized custom model type." + } + ] + }, + "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": 14, + "review_unit_index": 26, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44936", + 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"7ff6cfc9cd395374e70c958004baa47f62c00131dd4a165f54447c0e30209713", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35585, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not a single duplicate cluster; they span many unrelated Transformers bugs across loading, processors, training, serving, and model-specific regressions. No soft edge looks like the same underlying bug/change, so all candidate links should stay unmerged.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43873 is the most active, broadly impactful report in the set, so it is the best representative issue here even though the overall cluster is too heterogeneous to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the strongest combination of discussion activity and inbound references, and it describes a concrete user-facing bug rather than a narrow edge-case question.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different failures: BitNet packed-weight loading during Accelerate load vs AutoTokenizer failing on a specific tokenizer class." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision model-loading regression is not the same as a missing GenerationMixin import path issue." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is an OOM with Adafactor while the other is double optimizer stepping; different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory usage are unrelated runtime problems." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure do not share the same code path." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is distinct from strict config loading failing for granite_speech." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "DebertaV2 import parsing on Python 3.13 and DeepSpeed ZeRO3 deque errors are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is not the same as batched apply_chat_template padding failure." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency omission is unrelated to a Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3ForConditionalGeneration is a different problem than FlashAttention failure for Ministral-3." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Checkpointing/eval-mode semantics do not match a MobileLLM-125M key error while loading weights." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops labels in the last batch, while the other is about auxiliary loss normalization." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification looking for image processors is not the same as Sam3VisionEncoderOutput missing an attribute." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is not the same as a transformers.onnx import error." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image-preprocessor dtype mismatch are different model issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is distinct from an incorrect pipeline error message about translation support." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are separate SAM3 problems, not one bug." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model-path failures." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init handling for patchtsmixer is unrelated to non-persistent buffer junk in Transformers v5." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor.tokenizer regression and Gemma eos_token_id mismatch do not share a concrete fix." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary is not the same as mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "Trainer evaluate-after-train behavior and wrong custom module loading after save_pretrained are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache tensor indexing in transformers serve is a different code path from Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Bamba SDPA torch.compile failure and resume_from_checkpoint key mismatch are not the same underlying bug." + } + ] + }, + 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"issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600" + ], + "soft_pairs": [ + "issue:43606|issue:43701", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:43761|issue:44242", + "issue:43931|issue:44060", + "issue:42617|issue:43575", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:41720|issue:43575", + "issue:32090|issue:35141", + "issue:43906|issue:45290", + "issue:44521|issue:45381", + "issue:44933|issue:45362", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44792|issue:44977", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44938|issue:45542", + "issue:43388|issue:44079", + "issue:45127|issue:45357", + "issue:43650|issue:44220" + ], + "prepared_review_unit_hash": "b417cbd350b91541d46bbbdaf9bb20dea68e498d3f350fb2a57b79de0904ec8b", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35917, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs across different models, APIs, and regressions, so none should be merged as duplicates. The broadest issue here is 43646, but it is only a loose anchor, not a true canonical duplicate target.", + "confidence": 0.18, + "canonical_issue_reason": "issue:43646 is the broadest regression-style report in the set and the least specific anchor, but it does not actually subsume the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue by scope, though the cluster itself is too mixed for it to be a strong duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression vs config reload losing rotary_pct; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading path breakage vs unknown-model config error; unrelated loading problems." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP OOM on a large Qwen model vs key error loading MobileLLM; different code paths." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression vs MoE router loss omission; not the same underlying issue." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Shape mismatch while loading Qwen3-VL vs incorrect tied-weights warning in Qwen3-Next; different bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure vs tensor-parallel OOM; no concrete overlap." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM vs Whisper empty transcription crash; unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning behavior vs Whisper transcription failure; different features." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "Auto device mapping cuda assert on Qwen3 vs TP OOM on Qwen2; distinct failures." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error vs embedding reinit after resize; different mechanisms." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Isolated reproduction of another issue vs chat template crash on tool-call messages; no clear same bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks vs wrong vision_position_ids; both multimodal, but not the same defect." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils vs Qwen3.5 chat crash; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency vs EOS config mismatch; different problems." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression in Qwen VL models vs serve KV-cache indexing bug; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs processor/model resolution mismatch; not the same issue." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline() vs siglip2 model producing nonsense; different categories." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation bug; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs stale warning in paged generate; not a duplicate." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs rotary_pct reload bug; both config-adjacent but distinct." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Device-mapping CUDA assert vs category-count limit error; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script vs model loading failure for Phi-4 multimodal; different targets." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure vs auto_mappings reference cleanup; unrelated CI issues." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure vs tensorboard-only TensorFlow backend error; different root causes." + }, + { + "left": "issue:43388", + "right": "issue:44079", + "accept": false, + "reason": "Metric gathering truncation bug vs ModelOutput key assignment with None; not the same behavior." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocab collapse vs incorrect visual-encoder keys on save_pretrained; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Non-descriptive data request vs fbank feature extraction issue; no duplicate relation." + } + ] + }, + "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": 14, + "review_unit_index": 28, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43761", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44913", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:43761|issue:44743", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:43976|issue:44855", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:41950|issue:44016", + "issue:39692|issue:44190", + "issue:43479|issue:45375", + "issue:45245|issue:45584", + "issue:44734|issue:45632", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:44016|issue:44220", + "issue:44561|issue:45632", + "issue:38175|issue:43065", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44186|issue:44734", + "issue:45406|issue:45632", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:43643|issue:44496" + ], + "prepared_review_unit_hash": "f824b19d4ca484c164a06a5e80e3f09550f586a610ec516457094c4c78e9b7ad", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36370, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely unrelated single-issue reports across different models, configs, and example scripts. None of the soft-edge pairs look like the same underlying bug or change, so all soft links are rejected.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45003 is the broadest low-level runtime bug in the set and is still open, making it the best single representative if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 has the widest potential impact because it targets a core utility path (`modeling_utils` / `sys.modules`) rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Python 3.13 import/parsing error vs flash-attention `s_aux=None` crash in sink-less models." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Unrelated code paths: CLIP vision hidden states regression vs Qwen3.5 recurrent-state caching bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different bug classes: non-persistent buffer serialization junk vs GPTNeoX config reload dropping `rotary_pct`." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers config construction issue is unrelated to DebertaV2 import parsing on Python 3.13." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression is not the same as the DebertaV2 `@torch.jit.script` parsing/import failure." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Both are model-object bugs, but one is about `post_init` policy and the other is about `ModelOutput` key assignment; not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is unrelated to the local-dataset loading problem in an image-classification example script." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video processing error and `transformers serve` KV-cache indexing crash are different subsystems and symptoms." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize bug and Whisper empty-transcription generation failure are distinct model-specific behaviors." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failure in GraniteSpeech device override tests is unrelated to stale Sam3LiteText auto-mapping references." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failure modes: multi-label classification empty outputs vs local dataset loading." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma4 embedding/output weight resize behavior." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch and quantization issue is not the same as the image-classification local dataset loader bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs in different models; one is default initialization, the other is a missing field dropped by strict handling." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count runtime limit and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation crash in server responses is unrelated to trust-remote-code cache-path collisions." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing model-specific image processor export and the other is a missing top-level `AutoImageProcessor` export." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 tied-weight serialization bug and Qwen3.5 save_pretrained regression affect different model families and code paths." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing symbols from different modules; no shared underlying bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and `_torch_extract_fbank_features()` issue are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve `trust_remote_code`, but one is a removed API dependency break and the other is a local cache-directory collision." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probability behavior and Sam3PixelDecoder dummy-conv issue are different model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing TensorFlow backend in `.[torch]` install is not the same as a generic dependency issue." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is compiled flex_attention on torch>=2.9 and the other is an incorrect version check for AuxRequest import; not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to server KV-cache continuation indexing." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` and trust-remote-code cache collisions are different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config/serialization state, but one is tied-weight serialization and the other is `rotary_pct` reload behavior; not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness and unsafe `sys.modules[]` access are different runtime concerns." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from `AutoConfig.from_pretrained` with `trust_remote_code` is a different problem from an unrecognized model/config schema error." + } + ] + }, + "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": 14, + "review_unit_index": 29, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:43295|issue:45335", + "issue:44964|issue:45600", + "issue:43299|issue:45216", + "issue:43976|issue:44987", + "issue:44112|issue:44964", + "issue:43531|issue:45600", + "issue:43673|issue:44336", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43854|issue:44964", + "issue:43976|issue:44279", + "issue:45335|issue:45584", + "issue:43526|issue:43901", + "issue:43299|issue:45357", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:44521|issue:45325", + "issue:43577|issue:45216", + "issue:43901|issue:44496", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:44242|issue:45200", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:44462|issue:45081", + "issue:41950|issue:43650", + "issue:44496|issue:44877", + "issue:44683|issue:45542" + ], + "prepared_review_unit_hash": "90e40a3510f7777b78d0c824ea71d16084f806c84d31036897392d5e6ae759f7", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36594, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports, with a few recurring themes around v5 regressions, model loading, and multimodal processors. None of the soft-similarity pairs look like the same underlying bug/change, so no pair should be merged as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45020 is the best umbrella issue because it is the broadest and most representative of the recurring v5 regression / model-loading breakage theme in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest standalone issue: it is broad, clearly framed, and most likely to subsume related model-loading regressions if any were to be grouped.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: saving dequantized Ministrals/Devstrals vs FlashAttention load failure for Ministral-3." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated bugs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different code paths: processor/tokenizer regression vs t5gemma embedding resize bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading issue vs stale auto_mappings reference to removed Sam3LiteText configs." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related but one is model loading breakage and the other is incorrect save_pretrained checkpoint contents." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python support/version compatibility issue vs loading failure for a specific model on transformers>=5.1.0." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake on GraniteSpeech is not the same as Phi-4 multimodal model loading." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed config references in auto_mappings." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing and ANSI escape codes in loading_report are separate subsystems and failures." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading vs PIL backend processors incorrectly requiring torchvision." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing exported model class and nonexistent image_utils import are different import regressions." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash unit test load failure is model-specific and not the same as Phi-4 multimodal loading." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility problem vs vague dependency issue; no shared concrete bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug in t5gemma and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both Qwen3.5-related but one is load failure and the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args not used has no overlap with a Qwen3.5 tie_word_embeddings warning." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary losses." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Assistant mask generation and rope index scaling are different multimodal generation bugs." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation bug is unrelated to Qwen3.5 checkpoint saving." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs mismatch and unrecognized-model config loading are different issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import failure and broad import errors after upgrade are not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support issue is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss handling and Gemma 4 mm_token_type_ids defaulting are different model-trainer behaviors." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to general remote_code breakage." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal config defaulting and Llama4Config missing pad_token_id are separate config issues." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crash are different tokenizer-loading bugs." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video processor lookup bug and an uninformative data-request issue are not duplicates." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Unrecognized model loading and strict config blocking granite_speech config are different config-path failures." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "torch 2.9 flex_attention compilation failure is unrelated to tensorboard-only tf backend detection." + } + ] + }, + "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": 14, + "review_unit_index": 30, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593" + ], + "soft_pairs": [ + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:44462|issue:44779", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:38175|issue:44617", + "issue:44016|issue:44291", + "issue:43450|issue:44279", + "issue:43723|issue:44162", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:43441|issue:44683", + "issue:44466|issue:45276", + "issue:43650|issue:45290", + "issue:43262|issue:44521", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:43673|issue:43761", + "issue:44671|issue:44779", + "issue:43653|issue:45593", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:42175|issue:43976", + "issue:44987|issue:45542", + "issue:44361|issue:45593", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "4c6587f8a9e8b0c43a832aaf83209858ef44844cd6c7a67a608f9b2adfe59bca", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36271, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers regression reports and model-specific bugs; the soft pairs mostly share broad subsystems or version regressions, but not the same concrete root cause. I would not merge any of the proposed soft edges as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43824 is the strongest anchor: it reports a concrete, high-impact import regression, has the most discussion/inbound references, and is a cleaner representative of the broader v5 breakage theme than the more niche reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is also the best overall issue for the cluster because it is specific, reproducible, and broadly actionable; many other items are narrower model/tooling regressions that do not subsume the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Save-path tokenizer_class mismatch and load-path tokenizer.json ignore are related, but they are different failure modes in opposite directions." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated dependency problems: one is a generic transformers dependency issue, the other is a PEFT minimum-version bump." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but they concern different model families and likely different code paths." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenization regressions, but one is repository tokenizer loading while the other is incorrect Deepseek tokenization behavior." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer access regression is not the same bug as Deepseek tokenization output changes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a SigLIP2 example problem and the other is stale pipeline documentation text." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero-probability output and Sam3Video CUDA OOM are unrelated model/runtime issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are completely different failures." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "A video processor shape bug does not match a dependency/package issue." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage are different model-specific bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both touch GLM-related code, but one is an RMS norm config precision issue and the other is a torch.split return-value issue." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy conv in Sam3PixelDecoder and Perceiver non-default-resolution failure are unrelated model architecture bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model loading/offload are distinct workflows with different root causes." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure on one model and compiled flex_attention failure on newer torch are different backend problems." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights and resize_token_embeddings not updating embeddings are separate model-state bugs." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Placeholder text issue and tool-call chat template crash are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are opposite lifecycle phases and different bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving processor files and a Chinese-reported slowdown regression are not the same underlying issue." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/backend environment problems, but they involve different optional dependencies and different failure points." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing and CLIPVision hidden_states regression are unrelated forward-pass/generation bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but CamemBERT masked LM output and Deepseek tokenization are different code paths and model families." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenization changes across versions and a placeholder issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version compatibility are different environment constraints." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for a specific repo and an undefined tf backend error are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer attribute failure and D-FINE loss behavior are unrelated model bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Importing a missing model class and a Python version support problem are distinct release issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 31, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43066", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:43475|issue:44016", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:45561|issue:45563", + "issue:44589|issue:45362", + "issue:43352|issue:45250", + "issue:44188|issue:44336", + "issue:43295|issue:44617", + "issue:41628|issue:43976", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:41950|issue:44220", + "issue:44242|issue:45593", + "issue:44336|issue:44373", + "issue:44295|issue:45397", + "issue:44462|issue:45356", + "issue:44661|issue:45542", + "issue:44246|issue:44496", + "issue:45003|issue:45561", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43526|issue:45003", + "issue:43673|issue:44561", + "issue:44336|issue:44485", + "issue:44162|issue:45200", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:43066|issue:44779" + ], + "prepared_review_unit_hash": "53e321b543b6fe2683eca0fb4b9409d7e21e3ba8a35d4f46f88887f4745a310b", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36017, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model-loading regressions, tokenizer bugs, docs issues, performance complaints, and test-infra problems. None of the soft pairs look like the same underlying bug/change, so all should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video attribute crash and a notebook syntax error are unrelated failures in different parts of the stack." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch in save_pretrained is unrelated to gemma-4 ZeRO3 from_pretrained loading." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and GLM-4V loading failure are different model-specific bugs." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and a stale generation warning are different issues in unrelated code paths." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are distinct runtime problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model lacking Flash Attention 2 support is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression and SAM3Video OOM are different symptoms and code paths." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import and Python-version compatibility are separate import/package issues." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE models, but one is hf4.x/hf5.x LoRA incompatibility and the other is a v5 loading break; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import latency." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup and _torch_extract_fbank_features are different subsystems." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and D-FINE auxiliary-loss behavior are unrelated training-loss bugs." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output in loading_report is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a registered position_ids buffer and gemma-4 zero3 loading failure are different problems." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Kimi-K2.5 codec regression are distinct tokenizer bugs." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES model-registration failure and tensorboard-without-TF backend error are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance issue and Gemma-3 eos_token_id inconsistency are different classes of bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a test file race are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and Qwen3.5-35B chat crash are different model behaviors." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2.5-VL image processor import and missing is_offline_mode from huggingface_hub are different missing-symbol errors." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and packages, so they are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and removal of is_torch_fx_available are separate v5 regressions." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation discussion are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are different model-specific issues." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma-3 eos_token_id mismatch are unrelated; same pair as above if deduped." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and LwDetrImageLoss AMP crash are unrelated training bugs." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenizer incorrect results are different tokenizer regressions with different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 32, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656" + ], + "soft_pairs": [ + "issue:36246|issue:43596", + "issue:43441|issue:43540", + "issue:44295|issue:44749", + "issue:44987|issue:45459", + "issue:44779|issue:45292", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:42886|issue:45229", + "issue:41628|issue:41950", + "issue:43901|issue:45003", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44060|issue:44077", + "issue:43295|issue:45292", + "issue:43262|issue:44246", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:43673|issue:44734", + "issue:45397|issue:45656", + "issue:44933|issue:45459" + ], + "prepared_review_unit_hash": "83a4c980975c5ab64613f8e6d5e2f7e747a3dc428ad364811e5de4bda175d976", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35318, + "estimated_input_tokens": 8830, + "estimated_eval_tokens": 17916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the proposed soft pairs mostly share only broad subsystem keywords (tokenizers, vision, deepspeed, generation, embeddings) but not the same underlying bug. I would reject all soft edges. If one issue must serve as the best representative, `issue:45292` is the most concrete, broadly applicable API bug in the group.", + "confidence": 0.61, + "canonical_issue_reason": "`issue:45292` is the strongest representative because it describes a concrete, reusable API failure (`resize_token_embeddings` not updating outputs) rather than a model-specific or symptom-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best overall issue to anchor the cluster: clear reproduction area, general model API impact, and easier to relate to nearby embedding/weight-tying reports than the other, more niche issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different bugs: a missing Qwen2.5-VL import versus a DeepSpeed ZeRO3/BertModel index error." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Both mention model/runtime failures, but one is FlashAttention on Ministral-3 and the other is video input handling in Qwen3OmniMoe." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated symptoms: position_ids buffer access error versus a performance regression during filtering after upgrading Transformers." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading failure for a specific model package is not the same as tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness and embedding resizing/output updates are different code paths and failure modes." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but one is strict config load rejection while the other is silent dropping of a missing field." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading for tokenizers is unrelated to Gemma4 multi-GPU inference OOM." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "AutoImageProcessor import failure and video-classification pipeline image-processor lookup are different import/pipeline bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline does not match unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Shared SAM3 naming, but one is a dummy Conv2d implementation and the other is a model-type mismatch warning." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale cache crash in GlmMoeDsa is unrelated to Gemma 4 requiring default mm_token_type_ids." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus has nothing to do with ANSI code emission in loading_report." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both touch DeepSpeed, but one is MOE weight conversion during loading and the other is a deque pop error in ZeRO3 init." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading is a different problem than unsafe sys.modules access." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Weight-tying warnings for Qwen3-Next are not the same as changing patchtsmixer post_init eligibility." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression with images passed to tokenizer is different from resize_token_embeddings not updating outputs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and slow import behavior are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct tokenizer/model issues." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder output attribute error and Qwen3OmniMoe video-processing ValueError are different model bugs." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A second-forward stale cache crash is not the same as flash_attention.py failing on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-weights warning in Qwen3.5 fine-tuning is unrelated to a stale paged-generate warning about num_return_sequences." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings/weights, but one is inconsistent lm_head serialization by device and the other is resize_token_embeddings not affecting decoder.embed_tokens." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings differs from a Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Chunked-prefill cache availability in GenerationMixin is unrelated to a serve API KV-cache indexing crash." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 from_pretrained and optimizer.step being called twice under deepspeed are different training/runtime issues." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "A nonexistent image_utils import and tokenizer decode error masking from protobuf handling are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 33, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:43673|issue:45278", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:28282|issue:30990", + "issue:44623|issue:45656", + "issue:42673|issue:43704", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:42371|issue:45092", + "issue:44749|issue:45656", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:43475|issue:45381", + "issue:45230|issue:45397", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:43475|issue:44661", + "issue:43873|issue:44945", + "issue:45362|issue:45375", + "issue:42831|issue:44222", + "issue:43232|issue:44188", + "issue:42222|issue:45200", + "issue:41628|issue:44351", + "issue:44222|issue:45310" + ], + "prepared_review_unit_hash": "e7eafc920e49ed145eb8bd473414e9d8a6deb0d7d52d484bb1c4dc56e8a20deb", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36976, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers bug reports. The only clear duplicate pair among the soft edges is the Qwen3ForCausalLM VRAM leak report: 42673 and 43704 describe the same issue.", + "confidence": 0.84, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier and more discussed report of the same Qwen3ForCausalLM VRAM leak seen in issue:43704, and its title/description match the same concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative of the only accepted duplicate pair, with the clearest and earliest report of the VRAM leak behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/decoding regressions, but they affect different models and failure modes." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and auto_mappings CI breakage are unrelated problems." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A generation cache bug and a broad import-error report are different underlying issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "These are different generation-path failures with different symptoms and triggers." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch and processor save missing files are separate serialization bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to ESM2 breakage." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks is unrelated to the upgrade-related slowdown regression." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError and Sentence Transformers loading hang are different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to the DeepSpeed optimizer-step duplication bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads; 43704 is a duplicate of 42673." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Data-loading slowdown after upgrade and Qwen3.5 Moe from_pretrained failure are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate quantization/serialization problems." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression in filtering data is not the same as the optimizer-step duplication bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor save_pretrained missing files are different issues." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 missing attribute and AutoConfig trust_remote_code missing fields are distinct model/config bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field while the other is a generic from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different vision/video model failures with different symptoms and code paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a Gemma 4 zero3 from_pretrained failure are not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "One is a generic Qwen3.5 MoE from_pretrained error; the other is a specific missing config field." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer patch crash and auto-docstring annotation crash are unrelated AttributeErrors." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and missing pad_token_id on Llama4Config are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 vision encoder attribute error and add-new-model-like mapping failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallelism output corruption are different issues." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5-35B chat crash and missing Qwen3_5MoeVisionConfig field are different failures." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained failure are separate bugs." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling and attention-kernel divergence under torch.compile are different problems." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose breakage and Gemma 4 token-type defaulting are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor import failure and HybridCache import failure are different missing exports." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on moe and Qwen3.5 MoE from_pretrained error are separate code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the canonical issue rationale overstates the packet evidence: issue:42673 does have more discussion activity than 43704, but it does not have inbound references (both show 0). The rest of the cluster-level claim about a single clear duplicate pair is plausible, but this specific reasoning is not fully grounded/conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 34, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44242", + "issue:44295", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45459", + "issue:45561", + "issue:45656" + ], + "soft_pairs": [ + "issue:42994|issue:44164", + "issue:44038|issue:45310", + "issue:43526|issue:45561", + "issue:36010|issue:41628", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:43673|issue:44188", + "issue:43504|issue:45561", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43479|issue:44079", + "issue:43479|issue:44869", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:44964|issue:45137", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43874|issue:45092", + "issue:42898|issue:44448", + "issue:41628|issue:45459", + "issue:44295|issue:45656" + ], + "prepared_review_unit_hash": "e7f4c08d6de3cb20648f45f8244d8fca00b6d9c51758ef12817116644c877c07", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36723, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it mixes unrelated tokenizer regressions, import/export breakages, multimodal model-loading issues, generation bugs, DeepSpeed problems, and even test-infra races. None of the soft pairs look like the same underlying bug, so there is no clear duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out; the items span distinct bug classes and code paths rather than one shared defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative. If forced to pick one, 44964 is the clearest standalone user bug report, but it does not explain the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both involve save/load behavior, but one is quantized model saving and the other is extra_state handling; different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen MoE area, but different model generations and different from_pretrained error paths." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Image label reduction bug vs pytest-xdist file race; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules, so they are not the same underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue vs test-infra race; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Encoder padding-mask output mismatch vs router-logit gating of load-balancing loss; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Both touch generation/runtime, but one is cache availability in chunked prefill and the other is a torch.compile kernel divergence." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model loading bug vs xdist race; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg update bug vs janus image-generation test failure; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is special-token insertion." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang vs embedding reinitialization after resize; different subsystems." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config default initialization vs ModelOutput key assignment; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue vs missing image_utils import; different problems." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging vs image_utils import export issue; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load regression vs DeepSpeed ZeRO3 deque error; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Kernel divergence bug vs docstring typo; not the same issue." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing saved processor files vs Qwen3.5 MoE from_pretrained error; different save/load failures." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import failures, but on different missing symbols and different compatibility breakages." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype drift during evaluation vs DeepSpeed ZeRO3 deque error; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure vs special-token insertion regression; different behaviors." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces and the other is codec/warning handling." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both Qwen-family issues, but tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions on different models and code paths." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash vs auto-docstring annotation crash; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting issue vs DeepSpeed OOM; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both are multimodal/vision loading reports, but on different models and different root causes." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup-space regression vs model output drift across versions; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Different import-related problems: missing AutoImageProcessor export vs tokenizer error masking without protobuf." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error vs DeepSpeed double optimizer step; 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": 14, + "review_unit_index": 35, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42898", + "issue:42994", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43756", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459", + "issue:45656" + ], + "soft_pairs": [ + "issue:42898|issue:43295", + "issue:44222|issue:44297", + "issue:43479|issue:43644", + "issue:44297|issue:45656", + "issue:44442|issue:45459", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "issue:30333|issue:36331", + "issue:44297|issue:45310", + "issue:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44483|issue:45406", + "issue:44263|issue:45092", + "issue:30333|issue:34689", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:43723|issue:44991", + "issue:44373|issue:44485", + "issue:43479|issue:44913", + "issue:43723|issue:44442", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:44263|issue:44373", + "issue:43756|issue:44060" + ], + "prepared_review_unit_hash": "03c58641b487c01584a95f7740e03f79880a36a5af71cbfbb2040620b918a674", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38554, + "estimated_input_tokens": 9639, + "estimated_eval_tokens": 19534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broadly heterogeneous: most pairs are only superficially similar (imports, tokenizers, save_pretrained, v5 regressions) but describe different code paths and failures. No soft edge looks like a true duplicate, and there are no PRs to consider.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43723 is the best representative anchor because it is a concrete, user-facing v5 tokenizer-loading regression and sits near the center of the tokenizer-related subgroup in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the strongest standalone issue: it is specific, reproducible, and closest to several other tokenizer-related reports without being overly broad.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Different regressions: tokenization cleanup behavior vs processor/tokenizer access in v5.5.3." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention saving, but one is FP8/MoE model saving and the other is tokenizer metadata serialization." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization bug vs non-persistent buffer corruption; unrelated code paths." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "Both are tokenizer-related, but one is AutoTokenizer model registration and the other is exception masking when protobuf is absent." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue is not the same as missing files in processor.save_pretrained()." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Different save_pretrained failures: MoE FP8 model saving vs processor artifact omission." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash is unrelated to the auto_docstring AttributeError under future annotations." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is transformers.onnx and the other is missing PyTorch." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different packages: transformers AutoImageProcessor vs huggingface_hub is_offline_mode." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer serialization mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both touch DSA indexer, but one is torch.split return handling and the other is a missing ReLU." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation failure are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8/MoE save bug is unrelated to the 50GB shard-size default question." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection and Gemma4Processor missing _tokenizer are separate server/processor failures." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job state reporting is not the same as a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import and failed-job MLflow reporting are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding reinitialization during post_init are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/read error is unrelated to missing processor files on save." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and eos_token_id config inconsistency are distinct issues." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat-template crash is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision bug is not the same as InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading complaints, but they affect different models and likely different failure modes." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo and GLM-5 RoPE implementation bug are not the same artifact." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they concern different parameters and reload behaviors." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer failing for a specific tokenizer class is separate from the v5 tokenizer-loading regression being discussed here." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility is unrelated to Qwen3.5 visual encoder key saving." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading stall and SigLIP2 zero-probability outputs are different failures." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to quantized model saving failure." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different import issues: AutoImageProcessor missing vs Qwen2_5_VLForConditionalGeneration missing." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy issue is not the same as the Qwen3-VL-Moe bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing helper import is not the same as a broad report of many import errors after upgrade." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexing logic bug and docstring wording issue are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3-Next tied-weights warning are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 36, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:43232|issue:45593", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:43122|issue:44514", + "issue:44704|issue:45290", + "issue:43232|issue:44743", + "issue:39401|issue:44488", + "issue:44295|issue:44297", + "issue:43408|issue:43475", + "issue:43232|issue:45245", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44261|issue:44373", + "issue:43122|issue:44779", + "issue:29127|issue:30990", + "issue:43116|issue:45200", + "issue:42371|issue:42831", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:44038|issue:44222" + ], + "prepared_review_unit_hash": "76fb63881ad5cab9381d33e9abbb679ca403de167a058371662d5710e4af1bee", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36549, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenization regressions, chat-template/processor bugs, model-loading/import failures, generation-state issues, and a few precision/training reports. The soft pairs are largely superficial similarities rather than true duplicates, so I would not merge any of them.", + "confidence": 0.27, + "canonical_issue_reason": "issue:43122 is the broadest and most reusable bug report in the tokenizer-regression subset ('different tokenization with same tokenizer from 4.57.3 to 5.0'), making it the best anchor among these mostly unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the cleanest representative issue to keep as the cluster anchor because it captures a general, user-facing tokenizer behavior regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Different code paths: generation kwarg propagation after sync_gpus vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Unrelated failures: transformers env CLI issue vs sentence-transformers import NameError." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both tokenizer-related, but one is offline cache loading and the other is decoder-type mismatch in v5; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization/chat templating, but one is a general tokenizer regression and the other is an assistant-mask bug for multimodal inputs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Different areas: TF32 configuration warning vs torch.split return-value handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor cached_file kwarg forwarding; different call sites." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in sentence-transformers vs MacOS bus error on a CLIP model; unrelated symptoms and layers." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Model save/dequantization failure vs incorrect output under pipeline parallelism; not the same underlying issue." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility problem vs pipeline-parallel generation bug." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer regression vs apply_chat_template crash on batched multimodal input; adjacent but distinct bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwarg forwarding issue vs chat-template crash with assistant tool-call messages; different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation state update bug vs recurrent-state reset in modular_qwen3_5.py; not the same defect." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug vs model loading failure for cjvt/sleng-bert; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access error vs tokenizer_class metadata mismatch on save_pretrained." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same model family, but one is a model-type warning and the other is a missing attribute in SAM 3 Video output." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation bookkeeping bug vs category-count runtime limit; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized model save failure vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but one is a specific missing AutoImageProcessor import and the other is broad import failures after an update; too loose to merge." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError vs stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation bug vs flash_attention_3 degenerate training; different model/config problems." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation issue vs GLM-5 RoPE implementation issue; unrelated internals." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping vs all-zero assistant_masks; both tokenizer-adjacent but distinct." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps precision bug vs wrong docstring; one is behavioral, the other documentation." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions, but one is a general version-change report and the other is Deepseek-specific; no evidence of the same code path." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs loading hang in sentence-transformers; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug vs Gemma 4 multimodal token-type defaulting problem." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API/settings warning vs FineGrainedFP8 accuracy regression; both precision-related but not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; different subsystems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals vs loading Phi-4 multimodal; unrelated model-specific failures." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs position_ids buffer access error; no shared underlying defect." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs example-script empty-results bug; different execution paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure vs gguf_file load path breakage; different I/O surfaces." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe runtime bug vs FP8 save_pretrained issue; only a broad MoE/vision-model overlap." + } + ] + }, + "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": 14, + "review_unit_index": 37, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45341", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:43992|issue:44704", + "issue:42757|issue:44351", + "issue:43122|issue:44977", + "issue:43278|issue:44945", + "issue:42907|issue:44222", + "issue:43784|issue:45446", + "issue:42673|issue:45072", + "issue:42222|issue:43441", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43064|issue:43673", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43116|issue:43825", + "issue:33453|issue:39401", + "issue:43937|issue:45563", + "issue:45083|issue:45446", + "issue:39401|issue:44779", + "issue:43931|issue:44945", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:42673|issue:43906", + "issue:45341|issue:45561" + ], + "prepared_review_unit_hash": "dba6062897f675c500365ff3bdd3569f0f3e9351287aa5d43bf572967ce749d0", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36559, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; the soft edges are broad title-similarity matches, not clear duplicates. I would reject all candidate edges and not treat this as a single duplicate cluster.", + "confidence": 0.82, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the set spans many unrelated regressions, import errors, tokenizer bugs, and model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick an anchor, issue 45278 is the broadest umbrella for upgrade-related import failures, but it is still too generic to serve as a reliable canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols and different code paths; both are import errors, but not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/MoE save/load behavior, but one is checkpoint corruption on save_pretrained and the other is a from_pretrained load failure; not enough evidence they are the same defect." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "One is model weight loading for UMT5Encoder, the other is AutoProcessor kwargs forwarding; unrelated code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; same broad symptom, not the same issue." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression versus flash-attention generation failure; different underlying problems." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype mismatch in eval is not the same as pipeline-parallelism output corruption." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both concern save_pretrained and quantization, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE saving; distinct bugs." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import failure and flex_attention PyTorch version check are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak across dataloader threads versus dtype mismatches in bfloat16 inference; different failures." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure do not share a concrete bug path." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella for many import errors, but 38617 is one specific missing symbol; not clearly the same root cause." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are different issues." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import error versus LayoutLMv3 box-content error; no shared bug." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example failure and SigLIP2 implementation discrepancy are different problems." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Ignored SGD args and train/evaluate failure are not the same code-path bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue versus flex_attention import/version check; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 model variants and different failures; not a single fixable bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained bug and Qwen3.5 from_pretrained error are distinct save/load paths." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Run-classification multi-label output issue is unrelated to the pipeline() deprecation/error-message problem." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression versus wrong offset_mapping; both tokenization-related but not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalid and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 Omni feature-extraction helper behavior and a flex_attention import/version check are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions for different models; no evidence of one shared root cause." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Weight-shape loading mismatch is not the same as incorrect output under pipeline parallelism." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None-handling and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention import/version check are not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation issues are different." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug and a specific xdist race on captured_info.txt are too different to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 38, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:39401|issue:43421", + "issue:44829|issue:45216", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:44410|issue:45310", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:42673|issue:43582", + "issue:43937|issue:44496", + "issue:42673|issue:43577", + "issue:38617|issue:44220", + "issue:42175|issue:42222", + "issue:44933|issue:45278", + "issue:44483|issue:45464", + "issue:43012|issue:43577", + "issue:42617|issue:45341", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:44484|issue:45478", + "issue:44410|issue:45478", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:43441|issue:44829" + ], + "prepared_review_unit_hash": "77298b001a5d22efa40f1c7d30044525d452b8fc1c07626dbe6effc7558e9275", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36802, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic grouping of unrelated bugs; issue 45278 is the broadest version-regression umbrella, but most pairwise matches are not true duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45278 is the broadest, most general anchor in the set: a version-upgrade report about many import errors after moving to 5.5.0. It\u2019s the best representative issue for a loose cluster, even though most other items are different bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best fits as the cluster anchor because it captures the widest scope and the most generic regression framing among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Different failures: init_empty_weights argument handling vs PreTrainedConfig type checking." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated problems: PEFT version pin availability vs a PyTorch version gate for flex_attention." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video processing, but one is a batched output-shape bug and the other is an AutoProcessor torchvision dependency crash." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping bug vs runtime post-processor update behavior; different code paths." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degradation vs Qwen3.5 save_pretrained checkpoint regression; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different API surfaces." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to the Mistral regex patch backend_tokenizer crash." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen family model issues: missing projections vs from_pretrained loading error." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size behavior is unrelated to the Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance vs MLA layernorm epsilon precision bug; different concerns." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_video/sam3_tracker is not the same as a MobileLLM config key error." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and a TensorFlow/tensorboard backend install issue are separate problems." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multithreading vs Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure vs unrecognized model/config missing model_type; different loaders and errors." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "Qwen3ForCausalLM VRAM leak vs BLIP2 dtype staying float32; unrelated symptoms and fixes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation vs a feature-extraction fbank issue; not the same path." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow extra/backend packaging issue vs broken VitPose models; different root causes." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing image_utils import is not the same as a broad collection of import errors after upgrading." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a generic API acceptance issue and the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time float32 warning on bfloat16 models is different from BLIP2 loading dtype attributes staying float32." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure and a small testing_utils bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored is a different optimizer bug from deepspeed causing double optimizer steps." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and changed tokenization between versions are related to tokenizers but not the same defect." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in v5.0.0 during chunked_prefill is unrelated to a testing utility bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size semantics do not match the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 is not the same as Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image patch count helper vs RMS norm epsilon precision issue; different multimodal components." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API and unexpected position-id keys are separate upgrade regressions." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Float32 precision warning while compiling bfloat16 models is unrelated to sam3 model-type warning." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and tokenizer error masking when protobuf is absent are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different FlashAttention-related regressions affecting different models and outcomes; not mergeable as 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": 2, + "component_count": 14, + "review_unit_index": 39, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43408", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43986|issue:44484", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:43931|issue:44038", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43408|issue:44368", + "issue:43335|issue:45071", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:44829|issue:45245", + "issue:43531|issue:45341", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43502|issue:43992", + "issue:43824|issue:43986", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:43992|issue:44484", + "issue:43097|issue:43901", + "issue:43012|issue:44368" + ], + "prepared_review_unit_hash": "cee328c90280e6a341bbccc8e1be2de825daae860b368dc127934846346a542f", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38521, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous Transformer regressions and import/load bugs; none of the soft pairs look like the same underlying issue closely enough to merge. I\u2019d keep a single broad v5 regression report as the closest anchor, but there is no strong duplicate cluster here.", + "confidence": 0.28, + "canonical_issue_reason": "Closest anchor is issue 43097 because it is a concrete, user-facing Transformers v5 breakage with inbound references; however, the overall set is too mixed for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the most broadly relevant and likely to attract follow-up discussion, but it is not a good duplicate umbrella for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs in different model internals: torch.split return handling vs RoPE implementation." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated failures: missing AutoImageProcessor import vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Different areas and symptoms: config type checking vs TensorBoard-only backend error." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model loading crash without torchvision is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family issues, but they affect different models and different concrete failures." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is not the same as a testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different code paths entirely: processor loading vs test utility behavior." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad model family, but different bug reports and likely different root causes." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed embedding-tie API is not the same as gguf_file loading failures." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "These warnings concern different model/config mismatches and different underlying causes." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to config type checking." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM bugs: missing image-patch method vs torch.split return-value handling." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version compatibility issue is not the same as PretrainedConfig type checking." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Degenerate FlashAttention-3 training and category-count limits are unrelated problems." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision in video processor loading is unrelated to ReasoningEffort import errors." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols in different modules." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to Liger Kernel application in model_init." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Precision/epsilon mismatch in MLA is not the same as GLM-5 RoPE implementation details." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in qwen3next and dropped config field in Qwen3_5MoeVisionConfig are different defects." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model variants and different missing/incorrect components." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-name import errors, but they concern different exported symbols and different modules." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken argument duplication is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding-tie deprecation warning is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor load crash without torchvision is not the same as tokenizer mapping None handling." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Ignoring local_files_only is unrelated to missing embed_tokens.weight in UMT5Encoder." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different multimodal-load failures with different missing dependencies/symbols." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal in v5 is unrelated to the quantization offloading problem." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and a reproduced external issue are not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task messaging and Pipeline save_pretrained support are different issues." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support error for Nemotron and GPT2 attention scaling are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights and max shard size are unrelated model-loading vs save-pretrained concerns." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "An API removal warning is not the same as outdated docs for return_all_scores." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "bfloat16 precision warning and tie_word_embeddings warning are different configuration issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 40, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44220", + "issue:44230", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45593" + ], + "soft_pairs": [ + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:44380|issue:45479", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43618|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:44220|issue:44655", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:44263|issue:45440", + "issue:44077|issue:44380", + "issue:43066|issue:45381", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:43064|issue:44492", + "issue:36010|issue:42757", + "issue:44188|issue:44380", + "issue:43352|issue:45593", + "issue:43618|issue:45216" + ], + "prepared_review_unit_hash": "a38c0a396f6d3c33c40c27efa891e6cab97c751070170d46068ae51adb77bae0", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38399, + "estimated_input_tokens": 9600, + "estimated_eval_tokens": 19456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers bug reports with only one plausible duplicate pair. Nearly all soft edges are false positives; the only reasonable merge candidate is the CLIP v5 output-regression pair.", + "confidence": 0.84, + "canonical_issue_reason": "Issue:43761 is the clearest representative of the only plausible duplicate subcluster (CLIP v5 forward/output regression). The rest of the items are unrelated enough that no single issue truly canonicalizes the full set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43761 is the best single anchor because it is the most explicit regression report among the near-duplicate CLIP issues and has the cleaner, more specific reproduction claim.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different failures: a bfloat16 compile warning vs a Bamba SDPA torch.compile error." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading bug and eval-mode gradient-checkpointing behavior are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is not the same as the zero-loss sequence-classification bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba compile/SDPA failure are different models and code paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized-model saving and pipeline save_pretrained are separate save-path problems." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unsupported Flash Attention on a model vs Python-version compatibility are unrelated issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is not the same as attention scaling being ignored." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both are attention-related, but one is missing CLIP outputs and the other is GPT2 backend scaling behavior." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Training bugs in xLSTM do not match a BeitImageProcessorFast label-reduction bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection and batched chat-template crashing are different user-facing failures." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching allocator TypeError are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIP v5 regression class: forward output fields (attentions/hidden_states) no longer being populated correctly." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A PyTorch precision warning and a compiled flex_attention failure are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different dependency breakages." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL/Qwen3-VL-Moe loading and fp8 inference support are distinct issues." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "A v1 chat-completions request rejection is not the same as apply_chat_template crashing on tool-call messages." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat-completions API acceptance and Qwen2.5-VL video vision_position_ids are different regressions." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading and a state_dict sorting load-model error are not the same code-path problem." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing layer_type_validation import and local_files_only still making API calls are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and GLM-5 RoPE discussion are not the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline save_pretrained docs/behavior and inability to save pipeline objects are not the same fix." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM 3 Video missing fpn_position_embeddings are different attribute errors." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "_torch_extract_fbank_features() and pipeline save_pretrained failure are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline serialization failure are different save flows." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A state_dict ordering load error and a Qwen3.5 save_pretrained regression are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash-Attention support for Nemotron and GLM-5 generation config validation are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer and DeepseekV3MoE implementation divergence are different problems." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init allowance and GPT2 attention scaling under backend kernels are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Wrong tokenizer decoder type and Qwen2.5-VL video position IDs are separate regressions." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config vocab_size missing and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python-version support for Transformers 5.1.0 and Python 3.14 load failure are not the same underlying issue." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are different config attribute regressions." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption in Trainer/FSDP2 and a cache-strategy typo are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "GenerationMixin import failure and is_offline_mode import failure are distinct import breakages." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "torch.compile branching divergence in attention kernels and GPT2 attention scaling config are different backend bugs." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention 2 support and D-FINE auxiliary-loss logic are unrelated model issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output-field regression and Qwen3.5 checkpoint-saving regression are different subsystems and failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted soft edge (issue:43618 \u2194 issue:43761) is plausibly the CLIP v5 output-regression subcluster, while the rest of the pairwise rejections are appropriately cautious and supported by distinct titles/bug themes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 41, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:36683|issue:44242", + "issue:43010|issue:45278", + "issue:43352|issue:43931", + "issue:43992|issue:45310", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:44355|issue:44855", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44360|issue:45440", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:43010|issue:44075", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:44387|issue:44556" + ], + "prepared_review_unit_hash": "d3f942dd28421911f9ad917d1044450f36efca9bb46651ffbad5f31750340335", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35952, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated model-loading, version-regression, and test-flakiness issues. Only the import-performance pair looks like a plausible duplicate; the rest are too model- or bug-specific to merge confidently.", + "confidence": 0.61, + "canonical_issue_reason": "issue:41669 is the strongest duplicate anchor here because it gives a concrete root cause for the import slowness symptom reported in issue:44246 (`import *` in model modules).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest and most representative report in the set, since it captures the general upgrade-related import/load regression theme better than the narrower model-specific tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different problems: Gemma3 config missing `vocab_size` vs MoE load-balancing loss gating when `output_router_logits=False`." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Unrelated: cache/layer `update()` no-grad decoration vs broad import errors after upgrading Transformers." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different model paths and failures: Flash Attention 2.0 support error vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different loading bugs for different models: missing `embed_tokens.weight` in UMT5Encoder vs Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to import-time slowness in `transformers`; 41669 gives a concrete cause and 44246 reports the same symptom." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different bugs: sorted `state_dict` loading error vs Qwen3.5 vision config field being dropped." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different failures: Gemma3 config attribute error vs FSDP2/PEFT optimizer state corruption." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Not the same underlying bug; one is about compiled Python files, the other is a Python 3.13 `torch.jit.script` parsing/import issue." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test issues, but one is missing `set_seed()` in SAM-HQ tests and the other is an xdist file race in patched testing utils." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different compatibility regressions: Python 3.14 import failure vs `PretrainedConfig` type-checking breakage in v5.4.0." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve loading/saving, but one is a generic load-order issue and the other is Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model bugs: UMT5 encoder missing weights vs Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated: cache/layer no-grad decoration vs Python version compatibility for Transformers 5.1.0." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different implementation mismatches in different models: DSA indexer activation vs DeepSeekV3 divergence." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Different Python-version/load failure vs a specific Qwen2.5-VL video `vision_position_ids` bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different code paths: CLIP output missing attentions vs patchtsmixer `post_init` API restriction." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on loading a specific model." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Different serialization concerns: sorted `state_dict` load error vs `max_shard_size` default choice." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: CLIP output attribute regression vs LwDetr float16 AMP crash." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs in different modules: CLIP attentions assignment vs flash-attention sink-less model crash." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different regressions: missing PyTorch import for AutoModel vs tokenizer-loading regression." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different issues: a test seed/flakiness problem vs a Phi-4 multimodal model loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures: SAM-HQ seeding flake vs GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI/test issues: missing `set_seed()` vs stale `auto_mappings` references to removed configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different tokenizer-related bugs: `local_files_only=True` still making API calls vs `AddedToken(..., special=...)` argument duplication." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-upgrade loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility; too broad to call a duplicate." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Different testing-utils problems: SAM-HQ seed instability vs a separate bug in `testing_utils.py`." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Different areas: cache/layer no-grad decoration vs SGD optimizer args not being used." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different MoE/tensor-parallel issues: FP8 `save_pretrained` bug vs missing `_tp_plan` for Qwen3_5Moe." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different code paths: cache/layer `update()` decoration vs dummy `nn.Conv2d` in Sam3PixelDecoder." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different bugs: int4 quantization memory growth vs checkpoint reload failure after upgrade." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the only accepted soft edge (41669 \u2194 44246) is well-supported by the titles and discussion context. The rejected pairs are phrased conservatively and do not overstate duplicate evidence. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 42, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:43502|issue:44485", + "issue:30333|issue:33453", + "issue:44315|issue:44360", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44355|issue:44655", + "issue:30333|issue:36296", + "issue:42831|issue:43874", + "issue:44222|issue:44230", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:41628|issue:44355", + "issue:44273|issue:45003", + "issue:44261|issue:44360", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:43576|issue:44556", + "issue:41669|issue:43673" + ], + "prepared_review_unit_hash": "b716d8443f48778ffa20387c1680591401c1f5cbd2bc28fd1c0126dcc544df5e", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39346, + "estimated_input_tokens": 9837, + "estimated_eval_tokens": 19930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy: it mixes unrelated Transformers issues around v5 regressions, import errors, loading failures, docs, and performance. I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected. The broadest representative issue is the v5 env-command regression, but only as a cluster anchor, not as a duplicate match.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43576 is the broadest v5 breakage report in the set and has the most soft similarities to other import/API-regression reports, so it is the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the most central/high-signal issue for this noisy cluster and best captures the shared theme of v5-related breakage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different root causes." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache bugs in different code paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is tensor-parallel plan missing and the other is a from_pretrained loading error." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but the missing fields and failure modes are different." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Unrelated issues: loading hang versus documentation confusion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors and post-upgrade slowdown are different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only API leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting failure and tokenizer loading regression are different problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application issue and DSA/ReLU concern are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache no_grad decoration and a tie_word_embeddings warning are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "One is about blocked local file access, the other about FP8 save_pretrained behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they affect different checkpoints and failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only API access and a placeholder 'racoon' issue are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Running compiled Python files and saving Pipeline objects are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job status reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy and missing image-patch count API are distinct bugs." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type checking are different regressions." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Different loading failures for different models and release versions." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "ImportError from huggingface_hub and a broken transformers env command are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() and an unrelated issue title do not match." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Different v5 regressions affecting different APIs/code paths." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and a Qwen2.5-VL import error are separate issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache bug and a typo in cache strategies are not the same defect." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Different import-related failures with different missing names and modules." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated issue titles; no shared bug signal." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion versus an ImportError are different categories." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command and missing HybridCache import are different issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated issue are not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different causes." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated issue title are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are different problems." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "ImportError and compiled-file execution errors are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading trouble and unsafe sys.modules access may be related conceptually, but the reports do not clearly describe the same concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Precision/config issue in MLA layernorm and a DSA/ReLU discussion are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading bug and tf-backend dependency error are different issues." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files and a generic bug report are not duplicates." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and reload failure after version upgrade are different regressions." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup performance issue and chunked-prefill cache missing 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": 14, + "review_unit_index": 43, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44077|issue:44861", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:41669|issue:43704", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43606|issue:45468", + "issue:43704|issue:45341" + ], + "prepared_review_unit_hash": "5975465dbfbf6fd1e294a9a48c1ea16cf072f2bc114d31d909c11a0f4b46b0d6", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 46, + "serialized_chars": 40326, + "estimated_input_tokens": 10082, + "estimated_eval_tokens": 20420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and heterogeneous: several items are only loosely similar by subsystem or release, not the same bug. The clearest duplicate-like thread is the Qwen3.5 MoE from_pretrained regression, so issue:45310 is the best anchor. No PRs are present.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45310 is the most concrete, specific bug report in the set and is the best anchor for the repeated Qwen3.5 MoE from_pretrained failure; the rest of the items are largely unrelated or too generic to serve as the canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 has the clearest user-facing failure mode and the strongest apparent duplicate signal among the items, so it is the best issue to keep as the representative record.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family and release context, but different concrete problems: generic Qwen3-VL-Moe breakage vs missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different layers of the stack: a Qwen3-VL 2D bbox/output issue vs a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 checkpoint-loading regressions, but they target different models and different failure paths; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "Unrelated changes: TF32 API settings guidance vs a typo in cache strategies." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Integration-test flakiness from missing set_seed is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding is a different code path from inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both touch import/lazy-loading performance, but the available evidence does not show the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different model-instantiation warnings/features; no shared failing code path." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bbox/output correctness are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support gating is unrelated to Qwen3-VL output errors." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI and scheduler kwarg handling are unrelated issues." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg plumbing and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is too specific to merge with a generic bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is a distinct model-state bug, not the same as a generic report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance cleanup and a HybridCache import failure are different problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance refactor and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Broad import cleanup vs a cache-strategy typo; not the same underlying bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-VL output bug versus Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application and flash_attention_3 training degeneration are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() is unrelated to scheduler kwargs plumbing." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward inputs is unrelated to a tokenizer-loading regression." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "post_init policy on patchtsmixer is unrelated to tied-weight key handling." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import performance cleanup and scheduler behavior are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3-VL bbox/output errors do not share a concrete code path." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "CLI env breakage and lazy-loading issues are only broad release-similarity, not the same bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key crashes are different save/load paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation logic and Gemma-4 audio positional encoding are unrelated model internals." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and scheduler kwargs are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not provide evidence that it is the same concrete Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and VRAM leakage in dataloader threads are different problems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are distinct bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion in model.forward and Llama 3.2 model-loading regression are not the same issue." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Forward-doc confusion and a flash-attention import error are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel application and old InternVL2 checkpoint/meta-init incompatibility are different failures." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage across dataloader threads and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model components." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected API requests with local_files_only and Qwen3VL timestamp math are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 44, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-379", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341" + ], + "soft_pairs": [ + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44998|issue:45341", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:31515|issue:33453", + "issue:44230|issue:45310", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "e9856a88f92f302524315a8e53833fc4de7cabee77e6bc770d9824aac5904e8b", + "component_budget": { + "node_count": 379, + "item_count": 379, + "soft_pair_count": 1418, + "serialized_chars": 731402, + "estimated_input_tokens": 182851, + "estimated_eval_tokens": 365958 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 17, + "serialized_chars": 17393, + "estimated_input_tokens": 4349, + "estimated_eval_tokens": 8954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated; the only near-match is the tokenizer v4/v5 pair, but it is still too broad to treat as the same underlying bug. All soft edges should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43066 is the most concrete and actionable bug report in the set: it describes a specific tokenizer regression in v5, whereas the similar tokenizer issue is broader and less precise.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the strongest representative issue because it is narrowly scoped, clearly describes the failure mode, and is more likely to serve as a clean anchor than the more generic neighboring reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Related tokenizer-v5 complaints, but one is a broad behavior difference and the other is a specific decoder-type regression; not enough evidence they are the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Completely unrelated: a scheduler kwarg bug versus an irrelevant/nonsensical issue title." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "No substantive overlap; one is irrelevant, the other is a testing_utils bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different failure modes in different code paths: tied-weight key handling vs chat templating with tool calls." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategy text is unrelated to the other issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the other issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression is unrelated to the other issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Different problems: missing pad_token_id on one config versus a tied-weights AttributeError." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Different config regression than tied-weights handling; only superficial API-level similarity." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Loading-checkpoint slowness and an ImportError in configuration_utils are separate issues." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 support for Qwen models is unrelated to missing processor.save_pretrained files." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained checkpoint loading speed is unrelated to tensor parallel training bugs." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on training failure is unrelated to checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Training checkpoint loading slowness is unrelated to documentation confusion in model.forward." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both involve loading, but tokenizer-loading regression and checkpoint-loading slowness are different code paths and bugs." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen-family models, but fp8 inference support and from_pretrained failure are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and Qwen fp8 inference support are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 14, + "review_unit_index": 1, + "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": "65aecb068034a5febfa06ad93e71933783bdd7bbb3d113df999f34d07b21593c", + "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": "Both items are broad community-contribution feature requests, but they target different capabilities: Flash Attention 2 support versus GGUF support. They are related only at the high level of adding architecture coverage, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": "Neither issue is a duplicate of the other; if one had to be chosen as the representative, issue #26350 is slightly more generic in wording, but both are distinct feature requests.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is a clear, well-scoped request for Flash Attention 2 architecture support and is marginally broader in framing than #33260, but it should only serve as a representative for its own feature area, not as a duplicate canonical for the other issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "They request different features in different code paths (Flash Attention 2 vs GGUF support). Similar high-level goal, but not the same bug/change and not mergeable as one issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "5ee06bec41df786804d25f5502d6a9b905e2f490fdc632464bad62a11cb87f39", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly near-duplicate issue templates for docs translation, but only one is a concrete Turkish request. The others are generic placeholder variants, so I would not merge them as the same underlying issue.", + "confidence": 0.86, + "canonical_issue_reason": "issue:27088 is the only specific, concrete request ('Translating docs to Turkish') and is the most actionable representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the best issue to keep as the canonical example because it is specific, has actual discussion, and is not just a placeholder template.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same template family, but not the same concrete issue: one is Turkish-specific while the other is an unnamed placeholder language variant." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Generic placeholder vs specific Turkish translation request; similar wording does not indicate the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "One is a concrete Turkish docs translation request, the other is a generic language placeholder; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both look like placeholder template instances, but there is no evidence they refer to the same concrete language request or bug." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical template text alone is insufficient; these appear to be separate placeholder issue instances." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Highly similar placeholder titles, but no concrete shared language or underlying problem is established." + } + ] + }, + "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": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-14", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "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:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "0e6a428778d174efe28ec0b548c46050f469cca4adf1e4a52f7877bf977717b4", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17647, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17647, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of similarly phrased but mostly distinct model-support requests (new architectures, ASR/TTS, audio, OCR, etc.). I do not see any true duplicate pairs here; the similarities are at the broad \u201cplease add model X\u201d level only.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43837 is the most central anchor in this similarity cluster, with the widest overlap to other model-support requests, but the items are still distinct enough that this is only a routing choice, not a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43837 is the best overall representative because it sits at the center of the cluster and is broadly similar to several other audio/model-support requests, even though none are exact duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model additions (EuroBert config vs DEIMv2); only the generic request pattern matches." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config addition versus Qwen3-TTS support; unrelated model families and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models and different modalities; not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support request versus weight-sparse transformer request; distinct architectures and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is unrelated to LFM2.5 Audio support." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT versus Voxtral TTS support; different model families and functionality." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture request is separate from ModernVBERT models." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 model architecture and Qwen3-ASR support are different requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 versus weight-sparse transformer; no shared concrete bug/change." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are unrelated model support items." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models versus generic BERT-like RoPE support; too broad and not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they target different modalities and implementation paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support versus Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer support do not describe the same change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS versus LFM2.5 Audio; both audio-related but different models and code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE perception encoder are different model integrations." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support versus weight-sparse transformer support; no same underlying bug/change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request and EUPE model request are distinct." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support versus Voxtral-4B-TTS-2603 support; different models and modalities." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "2a5fa7800ffca43f83873eb996abdb3879e7af75d7ad88b9ee7b45086dc10ff5", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates of one another; they cover unrelated bugs, typing mistakes, typos, and tokenizer warnings across different code paths. The soft similarities are mostly generic model/config wording and are not enough to justify merging any pair.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention norm-related config, but one is about Llama4TextL2Norm semantics and the other is a ModernBERTConfig type hint typo; different models and different bug types." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both touch training/loss behavior, but one is Mask2Former ignoring a defined value and the other is kwargs not being forwarded to the loss function; different failure modes and likely different fixes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated subsystems with different symptoms and code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss metadata bug versus a typo in a quantization attribute name; no concrete overlap in bug or fix." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "One is an ignored model parameter in Mask2Former; the other is an incorrect type hint in ModernBERTConfig. They are not the same underlying issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function and fixing a config type hint are unrelated problems." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERTConfig typing error is not the same as a tokenizer regex warning regression." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in config and a typo in a quantization symbol name are distinct, unrelated defects." + } + ] + }, + "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": 14, + "review_unit_index": 1, + "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": "38e90883e6471738b658e79833888d6a62c6af6eb3b99ebff8f83ededf333478", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for generic block decoding support, while the other requests DeepSeek v3.2 model support. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 ('DeepSeek v3.2 support') is the more concrete and actionable request; #41084 is too broad/vague to serve as a representative canonical issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requested changes: block decoding support vs support for a specific DeepSeek model/version. No shared code-path or concrete duplicate indication." + } + ] + }, + "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": 14, + "review_unit_index": 1, + "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": "0ab4b4c6db3dc6b7b566a658c689bf4a577e2e1e5356c0195c80871e5cc5d103", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related to Trainer extensibility, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43598 is the more concrete customization bug report, focused on a specific Trainer setting (`remove_unused_column`) and how it limits custom trainers.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best representative issue in this small cluster because it targets a single, actionable Trainer customization problem; #43600 is a separate FLOPs-estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They concern different Trainer behaviors: unused-column removal vs FLOPs counting. Similarity is only at the broad theme of custom trainers, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 14, + "review_unit_index": 1, + "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": "0fcf9bd2005b619c138710cfa1b9d8cdaf2b5142e5375b5b9d6a83469f92a4be", + "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": "The two issues are related only by the Qwen naming family, but they request different model-class integrations for different model variants and use cases. They do not look like duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader registration request: it targets adding Qwen3-Omni support to AutoModel and AutoModelForConditionalGeneration, which is a clearer representative of the cluster than the narrower sequence-classification-only request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the better global issue candidate because it is broader and more central to model registration support, whereas 44405 is a specific downstream task-class addition for a different Qwen version.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They touch different model variants and different auto classes, so they are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 14, + "review_unit_index": 1, + "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": "3f3a43446bd9313e923f9dcc94d6161a4eef3d482e3764ad736f05d3400bed2e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issues #43845 and #43846 look like a tight duplicate pair: they have the same generic title and were created seconds apart. #43859 shares the same title and similar text, but it was filed much later, so it is a weaker duplicate signal than previously stated. #43835 remains separate.", + "confidence": 0.87, + "canonical_issue_reason": "#43845 is the earliest of the matching \"huggingface \" reports and is the best representative issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the clearest global issue choice because it is the earliest matching report in the duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no supporting metadata indicate a separate report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles with no evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no additional signals tying them together." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same generic title and near-simultaneous creation make these look like duplicate reports." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and substantial textual overlap suggest the same underlying issue, despite the later timestamp." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and substantial textual overlap suggest the same underlying issue, despite the later timestamp." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the cluster summary overstates the evidence. Issues #43845 and #43846 were created seconds apart, but #43859 was created many hours later, so saying all three were opened \u201cwithin minutes\u201d is inaccurate. Likewise, the pair verdicts for #43845\u2013#43859 and #43846\u2013#43859 cite \u201cclose creation time,\u201d which is too strong given the timestamps; the only solid common signal is the identical title. The conservative part about #43835 being separate is fine." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "cf9ce297bb5a5a3ee0ec02bcd0ea7c27c0ec411b4d5dc9b22778eb0e6e3f742b", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly low-content spam or unrelated placeholder issues; there is no strong evidence that any pair refers to the same underlying bug or request.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44371 is the earliest generic spam placeholder and is as representative as any of the other contentless issues.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the safest cluster representative because it is the earliest and offers no distinguishing product detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders, but there is no concrete shared bug/request to justify treating them as duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same spam-like title pattern, but no substantive content or shared issue target indicates the same underlying report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a vague documentation suggestion; too little evidence they represent the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated; 'Check out \"Google LLC\"' does not match the spam placeholder in a way that suggests one bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same underlying report as a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap beyond low-quality titles; this looks like unrelated issue noise." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but they do not describe a specific shared problem or change path." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles are different and non-technical; there is no evidence of a shared underlying bug or request." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No substantive overlap; these appear to be unrelated low-signal issues." + } + ] + }, + "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": 14, + "review_unit_index": 1, + "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": "e3bdd797bc3d0ac407ccf5b8d43ce4c94ba9b651eea0e2cfc4e9c381c9296cd8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are very likely duplicates: they have identical titles, similar body lengths, and the same energy-efficiency proposal framing. #45145 is the slightly better canonical anchor because it has one inbound reference and was created earlier, but the packet does not reveal what that reference points to.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #45145 is the better canonical candidate because it shares the exact title with #45151, is closed, was created earlier, and has one inbound reference, which makes it slightly more central in the cluster without assuming what that reference targets.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best issue overall for the same reasons: it matches the duplicate title exactly, appears earlier in time, and has a bit more linkage signal than #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles, both closed, and very similar body lengths/content strongly suggest the same underlying report duplicated twice." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The core duplicate assessment is grounded by the packet (identical titles, both closed, and very similar body lengths), but the reasoning overstates the evidence in a couple places. In particular, saying issue #45145 is the primary duplicate target because there is a reference 'already pointing to it' goes beyond the packet, which only shows one inbound reference count and does not identify what it points to. The soft-edge acceptance is plausible, but the writeup should stay more conservative about why #45145 is canonical." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 14, + "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": 14, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "75166a9a681b2acede9603106f5531705624e45a928cf870f28084be57d28120", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (both are 4-bit inference failures), but they describe different bugs in different code paths: one is a Gemma4/audio-module uint8 dtype issue, the other is a BitsAndBytesConfig skip-module/default-exclusion regression. Not a duplicate pair.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45674 is the more concrete and actionable bug report: it names the configuration path (`BitsAndBytesConfig.llm_int8_skip_modules`) and the resulting `AssertionError` in 4-bit inference, making the failure mode and likely fix surface clearer.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the best representative for the cluster because it is narrowly scoped, reproducible from the title alone, and tied to a specific API regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but the underlying problems differ: 45672 is a Gemma4/audio-module `torch.finfo()` dtype error on uint8 weights, while 45674 is a BitsAndBytesConfig skip-module setting that removes the default `lm_head` exclusion and triggers an AssertionError. Different code paths and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-12", + "nodes": [ + "pull_request:39895", + "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" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "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:45655", + "pull_request:43823|pull_request:44827", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "c050b18f5c591a70d82671e04d7ed703c1b9c4be3c37ee2a7038859896c459bc", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32875, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32875, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs spanning model additions, refactors, and test/docs updates. The only likely duplicate pair is the two fixed_cross_entropy kwargs PRs against issue #43240.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical representative because it directly targets issue #43240 and adds the broader cross-entropy kwargs support; #43254 is a close alternate implementation of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest overall representative of the duplicate cluster because it has the explicit issue link, the same concrete code-path, and the more complete fix shape.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model addition vs ExecuTorch dynamic-shape test; different code paths and unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method additions vs adding a new model implementation; not the same bug/change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer API methods vs ExecuTorch export test; unrelated scope." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding MobileLLM; same broad area of transformers, but not the same underlying fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs adding MobileLLM; completely different functionality." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch training/model code, but one fixes fixed_cross_entropy and the other addresses Mistral4 test/model issues; not one bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape export test vs Mistral4 test/model work; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch test addition vs MobileLLM model addition; no shared underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs class config resolution fix; different subsystems and purposes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model scaffolding vs Falcon output-collection refactor; not the same concrete problem." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition vs repository skill/docs tooling; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs model-creation skill PR; entirely different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs CLIP-family weight renaming typo fix; different models and fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model changes vs config resolution order fix; not the same underlying issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "New model addition vs Mistral4 test fixes; different model families and changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 work vs model-creation skill repo change; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition PR vs AI skill/documentation PR; no shared bug or feature." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both modify fixed_cross_entropy to pass supported nn.functional.cross_entropy kwargs for the same issue #43240; same concrete code path and effectively the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: most PRs are clearly unrelated model-addition/refactor/test/docs changes, and the only supported duplicate pair is PR #43251 / #43254, which both modify `fixed_cross_entropy` for issue #43240. The soft-edge rejections are conservative and the accepted pair looks mergeable into one fix. The only mild caveat is that \u201cmore complete fix shape\u201d is somewhat subjective, but it doesn\u2019t undermine the overall conclusion." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "fce83129923f36ee181da47156faa1bead87010d98510f0e9f7bb0b43ac9acd0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related VibeVoice PRs, but they are not the same change: 40546 is the base VibeVoice implementation, while 42781 adds a separate realtime/acoustic-tokenizer extension on top of the shared model scaffolding.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the cleaner canonical representative of the core VibeVoice feature set: it is the original implementation PR, broader in scope, and more mature than the later draft realtime extension.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best single PR to represent the cluster because it targets the core VibeVoice codepath, whereas 42781 is a follow-on feature PR with additional realtime-specific components.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files indicate a common base, but the scopes differ: 40546 implements VibeVoice, while 42781 adds realtime support and an acoustic tokenizer. They are related, not duplicates, and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 25, + "review_unit_index": 1, + "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": "ef57ea57e88b574d883d2ca0c3b040b244b86f8510d1bed7c43c5c778e4ac081", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like the same underlying change or bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different subsystems, different models, and different goals; one adds TimesFM covariate forecasting while the other adds DINOv3 image classification 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": 4, + "component_count": 25, + "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": 5, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "64014da5b95f1ee02dd9ce3108538303d8153bcfb02f2a0f867879accc324db2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs that both add new model integrations and share some Transformers boilerplate, but they implement different models (DeepSeek OCR vs Isaac) and are not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions with different codepaths, docs, configs, tests, and model directories; shared auto-registration/scaffolding is expected for separate integrations, not evidence of a 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": 6, + "component_count": 25, + "review_unit_index": 1, + "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": "dc7c922744f3932920e680d60990f3b3b3dbd45313f452ceb59cb84c79e2b128", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions versions, but they target different action families and different upgrade rationales. They are related at the theme level, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more specific and self-descriptive change set: it upgrades core GitHub Actions used for workflow runner compatibility (checkout/cache/upload-artifact and related workflows).", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative for the cluster because its scope and purpose are clearer, making it easier to anchor this group of action-version maintenance changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow maintenance PRs, but they bump different actions in different code paths: 42975 targets Node 24-compatible GitHub actions, while 42976 updates docker/build-push-action and related workflow versions. They share a broad maintenance theme, not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:44601", + "pull_request:45490", + "pull_request:45626", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:44601|pull_request:45626", + "pull_request:45490|pull_request:45626", + "pull_request:45490|pull_request:45630", + "pull_request:45626|pull_request:45630" + ], + "prepared_review_unit_hash": "1d6d95149cd9cba2724294eda6871887f29da9d50fa29c3c0fd5d2b0609a305d", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 23911, + "estimated_input_tokens": 5978, + "estimated_eval_tokens": 12212 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 23911, + "estimated_input_tokens": 5978, + "estimated_eval_tokens": 12212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated model-addition efforts, plus one separate distributed-loading change. The soft-similarity links are driven by shared Transformers plumbing and docs, but each PR targets a different model or subsystem, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45626 is the strongest representative of the model-addition group: it adds a full new model integration with docs, auto mappings, processor/image-processing code, and tests, and it has substantial review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 45626 is the most complete and broadly supported change in the set, so it is the best single representative if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo) with different model-specific files and tests; shared auto/docs plumbing is generic, not the same fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are distinct model integrations; overlap is only in common Transformers registration and docs updates." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are separate model additions with different architectures and code paths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name, but these PRs add different model families and distinct implementation files; not one concrete bug/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; shared files are only broad registry/docs changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model support PRs, not the same underlying change." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45626", + "accept": false, + "reason": "Pipeline-parallel loading support is a distributed runtime change, while PP-FormulaNet is a new model integration; they do not fix the same code-path problem." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45626", + "accept": false, + "reason": "CTSM and PP-FormulaNet are separate model additions; same auto/model registry edits do not make them duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM and Kimi2-6 are distinct model support PRs with different model-specific implementations." + }, + { + "left": "pull_request:45626", + "right": "pull_request:45630", + "accept": false, + "reason": "PP-FormulaNet and Kimi2-6 add different models and touch different model code; shared auto/docs updates are incidental." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "27368ce16ef98758ef22c688bda28012cda4827a83f43dce39adfbab93bc8850", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs do not look like duplicates of the same underlying change. 43291 is a Whisper tokenizer/test fix, 43665 is test-only edits in CLIP/ViT, and 44815 is a broader FP8 dequantization/loading fix. The only similarity is generic test activity and the shared \"fix\" style title.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the best representative of the cluster because it contains the most substantive code-path fix across loading and FP8 integration, while the other PRs are narrower or test-focused.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone PR in this set: it addresses a concrete implementation problem with actual runtime code changes, not just test adjustments or placeholder assertions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decode logic vs. CLIP/ViT test edits are unrelated; they do not appear to fix the same bug or merge into one PR." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/test changes and FP8 dequant/loading changes affect different subsystems and different failure modes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only assertions in vision model tests are not the same concrete code-path problem as the FP8 loading/dequantization fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 25, + "review_unit_index": 1, + "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:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "dfd21f9da0e8c51b80961af1eac17786f158f28e4026d41f8fcc7231f247a95d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are distinct synthetic/test changes and should not be clustered as duplicates. They only overlap on a shared test file path, but the actual edits target different areas (packaging/versioning, CI/workflows, and tokenizer/model/test scaffolding).", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the strongest canonical representative for the cluster because it has the broadest multi-file workflow/test utility changes and the most substantive diff among the three, making it the best stand-in if one PR must represent the group.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the best standalone PR candidate in this set because it is the largest and most representative change set; however, it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shares only a test file path, but #43488 is about setup/version/dependency metadata while #43532 changes CI workflows and test helpers; they are not the same concrete fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "#43488 modifies packaging/versioning and dependency tables, whereas #45476 adds a CI workflow and touches tokenizer/model test scaffolding; overlap is superficial." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch workflow/test areas and the same vit test file, but the concrete changes differ completely (#43532 reworks comment-based CI, #45476 adds a PR CI caller and unrelated tokenizer/test edits), so they should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 25, + "review_unit_index": 1, + "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": "d6b7baaef7c6d609bc53c330572963e833c1a3bbb1158490c95f0ec0681f4c21", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are superficially similar because they both add new segmentation pipelines and share scaffolding/docs, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate exists. If one must represent the cluster, PR 43613 is the broader pipeline addition and the better anchor, but it is not a duplicate of 43612.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the more representative standalone PR for the cluster because it covers the broader promptable visual segmentation pipeline and includes the larger set of related model/test updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding and a similar naming pattern 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": 11, + "component_count": 25, + "review_unit_index": 1, + "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": "e0b87857ba685973126bc6360f8e9449677c723b5b98b009d0e0dd0db8a8f8fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs modify `src/transformers/trainer.py`, but they introduce different extension points in unrelated code paths: one changes gradient-accumulation loss scaling, the other changes column-signature filtering for model inputs. They are not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests address different trainer behaviors and are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the cleaner representative of the cluster only in the sense that it is a focused, self-contained trainer behavior change; however, it is not a duplicate of PR #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different fixes in the same file: #43651 adds a gradient-accumulation loss-scaling hook, while #43663 adds a signature-column override hook. They touch separate code paths and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "7a3bd05df37cf36077e19716d7b4286397a0b8aef7af05cc5c4b3cd7440e1744", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "43842 is the best canonical PR: it makes the minimal, direct TypeAdapter NameError fix in `src/transformers/cli/serve.py` and explicitly ties to the tracking issue. 43836 looks like a plausible duplicate fix for the same runtime problem in the same code path, but 43656 is better treated as a related annotation cleanup in the same file rather than a confirmed duplicate of the TypeAdapter bug fix.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the cleanest, most direct fix for the TypeAdapter NameError, with explicit issue linkage and a focused change in the affected code path.", + "best_issue_reason": null, + "best_pr_reason": "43842 best represents the cluster because it addresses the concrete TypeAdapter failure with a targeted fix rather than a broader annotation refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "43656\u2019s diff preview shows a broader future-annotations/typing cleanup in `serve.py`, but not a direct TypeAdapter change or clear evidence it fixes the same NameError as 43842." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs target the same `serve.py` runtime TypeAdapter NameError and make overlapping annotation-only changes, so they plausibly fix the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for 43656. In the packet, 43656\u2019s diff preview shows a broader `from __future__ import annotations`/annotation cleanup in `serve.py`, but it does not show any `TypeAdapter` change or direct evidence that it fixes the same TypeAdapter NameError as 43836 and 43842. The 43836\u219443842 pairing is grounded enough, but the claim that all three PRs address the same bug is not. Keep the 43656 relationship more conservative, e.g. as a related annotation-fix in the same file rather than a confirmed duplicate of the TypeAdapter fix." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 25, + "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": 14, + "component_count": 25, + "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", + 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"pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "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": "d8f82832234b985f1dc55f7b1176ca5f2b0d53579533af0fc20656dd91ba79a8", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84511, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76944, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a theme cluster of standardized output-tracing refactors across many different models, not one single duplicate bug. The only clear duplicate/follow-up groups are the GPT-J/CodeGen changes (44066, 44085, 44722) and the GPT-Neo pair (44018, 44068); the rest are distinct model-specific code paths.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "44066 is the best anchor: it is explicit about the shared tracker, covers the core GPT-J/CodeGen code path, and is the most central representative of the true duplicate subcluster.", + "best_issue_reason": null, + "best_pr_reason": "44066 is the strongest overall PR to keep: it is issue-linked, broad enough to represent the real duplicate family, and more complete than the narrower follow-ups.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths; only the generic output-tracing pattern overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; same refactor theme is not enough to treat as a duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; one is effectively a subset/update of the other." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different architectures and implementations; both are standardized output refactors, but not the same change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model code paths; shared issue-target style is not enough." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa; these are unrelated model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and call paths; same output-capture style only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same architecture migration theme, but not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same file/model, so this looks like the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo is a different code path from GPT-J/CodeGen." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; only thematic overlap." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet-family refactor vs GPT-J/CodeGen; not the same underlying fix." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; same topic, different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet-family vs MPT; not the same fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; only the refactor style matches." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; too broad to be duplicate." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; only the output-tracing theme overlaps." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; different concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; not the same bug/change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J; same refactor idea, different implementation." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; unrelated model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; same cluster theme only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 refactor vs GPT-J/CodeGen refactor; not a duplicate." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; not the same code-path problem." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer vs GPT-J/CodeGen; only the output-tracing pattern matches." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; unrelated concrete code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; same generic refactor family only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert; different model-specific refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer vs MPT; not mergeable as one PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT vs MPT; different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT vs VisualBert; only the tracing pattern overlaps." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs Segformer; same broad subsystem only." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; not the same bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; unrelated concrete refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTa; different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet; only a shared tracing migration theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen standardized output-tracing change; these are direct duplicates/follow-ups." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing refactor; they overlap on the same concrete code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet; same refactor theme, different model code." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; not the same underlying change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5; unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs VITS; different concrete code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; same output-tracing pattern only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly characterizes this as mostly a broad output-tracing theme cluster, and the accepted pairs stay within the same file/model families and look mergeable as the same bugfix family. The negative verdicts are conservative and do not overclaim duplication across unrelated model code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 25, + "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": "96e9f9ac3d4f8bc05e28d7e17db0344cb5dc6978f17f358b9004f35640511624", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84511, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all move different models toward the same standardized output-tracing/capture pattern, but they are model-local refactors in separate code paths. They are similar in theme, not duplicates of the same underlying change, so the soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared theme: it explicitly refactors VisualBert to use capture_outputs and can_return_tuple and sets _can_record_outputs, which matches the cluster\u2019s core pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone candidate because it has an explicit issue target and a concrete output-tracing refactor in SpeechT5, making it the most clearly anchored change among the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor style, but different models and different code paths (VisualBert vs TextNet); this is not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing migrations, but they apply to different architectures and implementation details, so they are not duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Shared decorator/refactor pattern only; MPNet and TextNet are separate model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; the similarity is only that both adopt standardized output handling." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output tracing, but they target different models and different concrete layer signatures, so they should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 25, + "review_unit_index": 1, + "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:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|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": "b8aad94faf924a73b42666405544a092dd89319b95950500cc44b6f035bb7496", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41310, + "estimated_input_tokens": 10328, + "estimated_eval_tokens": 20912 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41310, + "estimated_input_tokens": 10328, + "estimated_eval_tokens": 20912 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a common output-tracing/refactor theme, but they target different model families and code paths, so they should not be treated as duplicates. I\u2019d use the broader Mamba-family refactor as the representative PR for the cluster.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest self-contained refactor here: it updates two closely related Mamba-family models and adds output-capturing plumbing, so it best represents the cluster\u2019s shared theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest anchor for this cluster because it makes the most substantive runtime change while still fitting the common output-tracing pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths (timm_backbone vs upernet); same refactor style, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different code paths in different models; only the output-tracing refactor theme overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Timm backbone and UnivNet are unrelated runtime paths; not one mergeable fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and separate output-handling implementations; too broad to be a duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Timm backbone vs RWKV are unrelated code paths despite similar refactor wording." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are separate models; shared theme is only output-tracing cleanup." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and different forward signatures; not the same underlying bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and Depth Anything are distinct model paths; similar refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and outputs; this is not one concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and Speech Encoder-Decoder touch unrelated forward logic." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated model code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "CLIP-style vision-text logic and UperNet segmentation are different concrete changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Vision-text dual encoder and Depth Anything are separate models; only the refactor motif matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "These touch different encoder-decoder wrappers and different runtime behavior." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated model paths; 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They do not appear to fix the same underlying bug or ship the same change, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; the PRs target different models and codepaths. 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They target different abstractions and code paths, so this is not a duplicate PR cluster.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the more concrete end-user feature: it wires KernelConfig into model loading/integration to enable actual n-to-1 kernel fusion, whereas #44979 is a broader API scaffold for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best representative PR because it delivers a specific, end-to-end fusion capability with integration changes and an example, rather than just introducing a generic API surface.", + "soft_edge_verdicts": [ + { + "left": "Module Fusion API", + "right": "n-to-1 kernel fusion via `KernelConfig`", + "accept": false, + "reason": "Different change scopes and mechanisms: generic module-fusion API vs concrete kernel-fusion integration through KernelConfig. They are related conceptually but not the same fix/feature." + } + ] + }, + "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": 25, + "review_unit_index": 1, + "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": "5b4c10d0e4af343e3dc718ab2253ca8e1a70cc2dd75a714a6c7f84df26a70b9e", + "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 fix the same AttributeError in `_patch_mistral_regex` by changing the pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete candidate because it includes tests and broader validation.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR because it targets the same bug as 45086, adds test coverage, and appears to be the more polished version of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best overall PR candidate since it fixes the same concrete code path as 45086 but includes tests and a clearer final form of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in the same file/lines for `_patch_mistral_regex`; 45317 looks like an expanded follow-up with tests, so these are mergeable variants of one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 25, + "review_unit_index": 1, + "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": "37c5e6cf3b33a565a6c2260301d3164bd84d92e7df316217e658d30c64ea306d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to Nemotron H, but they are not the same change: #45115 is a refactor/inheritance and conversion-mapping cleanup, while #45569 introduces a broader dense/sparse split with docs, auto-mapping, and new model modules.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the broader, more complete Nemotron H architecture change and best represents the cluster topic; 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They are adjacent feature PRs, not duplicates of the same concrete change.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the better canonical representative because it covers the broader end-to-end heterogeneous model support, including modeling, cache, masking, and model-specific changes, whereas 45333 is only the per-layer config foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the strongest standalone PR in the cluster since it reflects the larger functional change and is more representative of the full feature than the config-only prerequisite PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change: 45333 adds per-layer config support and helpers, while 45332 extends that into cache/modeling behavior and model-specific integration. They could be sequential PRs, not 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": 21, + "component_count": 25, + "review_unit_index": 1, + "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": "9bffbf95835b1d6cb173446ceb878f57dd6d3c373fc7daf407dcb15a587b17da", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they address different scopes and problems: one is a broad repository-wide type-checking sweep, the other adds specific typing helper protocols and aliases for a few consumers. They do not look like duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, concrete typing change: it adds shared protocol/alias definitions and updates a small set of consumers to satisfy those contracts. PR 45415 is a broad type-checking cleanup across many files plus pyproject ignores, so it is not the best canonical representative of a single underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 best fits the cluster because it targets a specific type-compatibility gap in shared typing infrastructure and related code paths, whereas PR 45415 is a wide, cross-cutting typing pass rather than one fix.", + "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 with config ignores and many file edits, while 45425 introduces specific typing protocols/aliases for targeted consumers. Different underlying changes, so not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45615" + ], + "prepared_review_unit_hash": "291e7c77102221057d0b9a527f115bb8a755f9f9b660cef65f636d1000af5aa5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated pull requests: one fixes a real model-parallel device bug in AltCLIP/ChineseCLIP code, the other only adds XPU test expectations for Qianfan OCR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the stronger representative: it fixes a concrete runtime/device-placement bug in model code across multiple affected modules, unlike PR 45615 which is only test data updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best standalone PR in the cluster because it addresses the underlying code-path problem directly; PR 45615 is test-only and not a duplicate or merge candidate with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "They do not fix the same bug or code path: 45487 changes device handling in model forward logic, while 45615 only updates expected outputs for XPU tests in an unrelated model." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 25, + "review_unit_index": 1, + "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": "06b4089cc1724053d47eb9d6bd5682bae1485b1c97e154dbcc4e0166756faf67", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both EP-related pull requests, but they address different failures: 45548 fixes loading/serialization for EP with DeepSpeed ZeRO-3 via accelerate, while 45662 fixes experts being overwritten by rank-0 broadcast in the FSDP2 path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs do not fix the same concrete bug or merge cleanly into one change; they target separate EP loading paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the stronger standalone fix because it addresses a specific overwrite bug with concrete code-path changes across loading and MoE/tensor-parallel integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and code paths: 45548 is about EP + DeepSpeed ZeRO-3 loading/serialization, while 45662 is about FSDP2 expert parameters being overwritten by rank-0 broadcast. They are related subsystems, but not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 25, + "review_unit_index": 1, + "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": "f54f0b25d69fb3fd22216bc3396fa52da2061bf93e4de4d44898fef5e3f9d99a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info logging collision problem and share the same issue, with 45645 appearing to be the broader, more complete implementation.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45561 is the shared explicit target for both PRs, so it is the natural canonical issue for this cluster.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the xdist-safe logging fix plus the CI/workflow changes needed to consume multiple captured_info files, making it the more complete end-to-end representative.", + "best_issue_reason": "45561 is the only explicit issue and is directly referenced by both PRs.", + "best_pr_reason": "45645 is the strongest representative PR since it includes the core xdist-safe artifact fix and the related CI log-preservation updates, whereas 45639 is the narrower variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both address the same underlying captured_info xdist collision bug on the same code path and could plausibly be merged into one fix; 45645 just adds workflow/log-handling follow-through." + } + ] + }, + "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": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45690-2", + "nodes": [ + "pull_request:45690", + "pull_request:45691" + ], + "soft_pairs": [ + "pull_request:45690|pull_request:45691" + ], + "prepared_review_unit_hash": "698759122a12d5a218f303d490edf15c7943e1db75dcd93ae3574623a04651f6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4638, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4638, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR 45690 is a broader `[serve] Support for reasoning` feature spanning multiple serving files and tests, while PR 45691 is a narrower `[serve] cb error` change focused on callback/generation-state error handling. The shared files are from the same subsystem, but the underlying fixes do not look mergeable into one PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45690 is the better canonical representative because it is the larger, more complete serving feature/change set, with a clear title and multi-file implementation plus tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45690 is the strongest standalone representative of the cluster; PR 45691 is a separate, narrower bug fix in the same area and is not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45690", + "right": "pull_request:45691", + "accept": false, + "reason": "Different underlying changes: 45690 adds reasoning support across serving code and tests, while 45691 addresses callback/generation-state error handling. Same subsystem and shared files are not enough to treat them as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/manifest.json b/snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..233b16dd21fdf4e5d913b83ff95345f85935e5c9 --- /dev/null +++ b/snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260429t120025z", + "artifacts": { + "hybrid": "snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-29T12:08:56Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260429T120025Z", + "variant": "hybrid" +} diff --git a/snapshots/20260429T120025Z/manifest.json b/snapshots/20260429T120025Z/manifest.json index ea6d05b81676c90b20fd84e12677fbda7ee179ff..6336e540864d7c7d523876d4683960527dbf8722 100644 --- a/snapshots/20260429T120025Z/manifest.json +++ b/snapshots/20260429T120025Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 864 }, "extracted_at": "2026-04-29T12:00:25Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260429t120025z", + "runs": { + "hybrid-model-20260429t120025z": { + "analysis_id": "hybrid-model-20260429t120025z", + "artifacts": { + "hybrid": "snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260429T120025Z/analysis-runs/hybrid-model-20260429t120025z/manifest.json", + "model": null, + "published_at": "2026-04-29T12:08:56Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260429T120025Z", "watermark": {