diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index bac389e33bcb1b25e2967d4b38e5d4ac1d2b6e52..ccfbbf88000dcf85c9be65131c7cd5164e597ef2 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260701T180021Z", - "generated_at": "2026-07-01T18:12:45Z", + "snapshot_id": "20260702T000029Z", + "generated_at": "2026-07-02T00:13:10Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1149,21 +1149,20 @@ ] }, { - "cluster_id": "cluster-46894-6", - "summary": "Cluster of 3 issues and 3 PRs centered on issue #46894.", + "cluster_id": "cluster-45672-5", + "summary": "Cluster of 3 issues and 2 PRs centered on issue #46932.", "status": "open", "confidence": 0.8, - "canonical_issue_number": 46894, - "canonical_pr_number": 46903, + "canonical_issue_number": 46932, + "canonical_pr_number": 46933, "issue_numbers": [ - 46894, - 46897, - 46901 + 45672, + 46899, + 46932 ], "pr_numbers": [ - 46895, - 46903, - 46958 + 46933, + 47008 ], "evidence_types": [ "closing_reference", @@ -1172,191 +1171,61 @@ ], "pr_comparisons": [ { - "left_pr_number": 46895, - "right_pr_number": 46903, - "code_similarity": 0.362, - "size_similarity": 0.443, - "file_overlap": 0.333, - "area_overlap": 0.419, - "patch_similarity": 0.178, - "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "left_ranges": [ - [ - 615, - 627 - ], - [ - 639, - 654 - ] - ], - "right_ranges": [ - [ - 637, - 651 - ] - ] - }, - { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "left_ranges": [ - [ - 478, - 490 - ], - [ - 502, - 517 - ] - ], - "right_ranges": [ - [ - 500, - 514 - ] - ] - } - ] - }, - { - "left_pr_number": 46895, - "right_pr_number": 46958, - "code_similarity": 0.715, - "size_similarity": 0.833, + "left_pr_number": 46933, + "right_pr_number": 47008, + "code_similarity": 0.706, + "size_similarity": 1.0, "file_overlap": 1.0, - "area_overlap": 0.366, - "patch_similarity": 0.802, + "area_overlap": 0.161, + "patch_similarity": 1.0, "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "tests/models/cohere_asr/test_modeling_cohere_asr.py" + "src/transformers/models/gemma4/modeling_gemma4.py", + "src/transformers/models/gemma4/modular_gemma4.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "src/transformers/models/gemma4/modeling_gemma4.py", "left_ranges": [ [ - 615, - 627 + 369, + 377 ], [ - 639, - 654 + 612, + 620 ] ], "right_ranges": [ [ - 22, - 28 - ], - [ - 638, - 645 - ] - ] - }, - { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "left_ranges": [ - [ - 478, - 490 - ], - [ - 502, - 517 - ] - ], - "right_ranges": [ - [ - 16, - 22 + 373, + 381 ], [ - 501, - 508 + 616, + 624 ] ] }, { - "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", - "left_ranges": [ - [ - 35, - 41 - ], - [ - 176, - 214 - ] - ], - "right_ranges": [ - [ - 15, - 21 - ], - [ - 180, - 221 - ] - ] - } - ] - }, - { - "left_pr_number": 46903, - "right_pr_number": 46958, - "code_similarity": 0.325, - "size_similarity": 0.369, - "file_overlap": 0.333, - "area_overlap": 0.364, - "patch_similarity": 0.156, - "shared_filenames": [ - "src/transformers/models/cohere_asr/modeling_cohere_asr.py", - "src/transformers/models/cohere_asr/modular_cohere_asr.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "filename": "src/transformers/models/gemma4/modular_gemma4.py", "left_ranges": [ [ - 637, - 651 - ] - ], - "right_ranges": [ - [ - 22, - 28 + 343, + 351 ], [ - 638, - 645 - ] - ] - }, - { - "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", - "left_ranges": [ - [ - 500, - 514 + 586, + 594 ] ], "right_ranges": [ [ - 16, - 22 + 402, + 410 ], [ - 501, - 508 + 645, + 653 ] ] } @@ -1364,92 +1233,6 @@ } ] }, - { - "cluster_id": "cluster-46907-4", - "summary": "Cluster of 4 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46907, - "issue_numbers": [], - "pr_numbers": [ - 46907, - 46970, - 46986, - 47006 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46907, - "right_pr_number": 46970, - "code_similarity": 0.193, - "size_similarity": 0.923, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.059, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46907, - "right_pr_number": 46986, - "code_similarity": 0.148, - "size_similarity": 0.692, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.062, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46907, - "right_pr_number": 47006, - "code_similarity": 0.112, - "size_similarity": 0.462, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.133, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46970, - "right_pr_number": 46986, - "code_similarity": 0.16, - "size_similarity": 0.75, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.07, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46970, - "right_pr_number": 47006, - "code_similarity": 0.105, - "size_similarity": 0.5, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46986, - "right_pr_number": 47006, - "code_similarity": 0.133, - "size_similarity": 0.667, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1550,6 +1333,112 @@ } ] }, + { + "cluster_id": "cluster-46894-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46894.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46894, + "canonical_pr_number": 46895, + "issue_numbers": [ + 46894 + ], + "pr_numbers": [ + 46895, + 46958 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46895, + "right_pr_number": 46958, + "code_similarity": 0.715, + "size_similarity": 0.833, + "file_overlap": 1.0, + "area_overlap": 0.366, + "patch_similarity": 0.802, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "tests/models/cohere_asr/test_modeling_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 615, + 627 + ], + [ + 639, + 654 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 478, + 490 + ], + [ + 502, + 517 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + }, + { + "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py", + "left_ranges": [ + [ + 35, + 41 + ], + [ + 176, + 214 + ] + ], + "right_ranges": [ + [ + 15, + 21 + ], + [ + 180, + 221 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-46869-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", @@ -2016,6 +1905,73 @@ } ] }, + { + "cluster_id": "cluster-46846-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46846.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46846, + "canonical_pr_number": 46847, + "issue_numbers": [ + 46846 + ], + "pr_numbers": [ + 46847, + 47009 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46847, + "right_pr_number": 47009, + "code_similarity": 1.0, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "src/transformers/models/qwen3_5/configuration_qwen3_5.py", + "src/transformers/models/qwen3_5/modular_qwen3_5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/qwen3_5/configuration_qwen3_5.py", + "left_ranges": [ + [ + 66, + 76 + ] + ], + "right_ranges": [ + [ + 66, + 76 + ] + ] + }, + { + "filename": "src/transformers/models/qwen3_5/modular_qwen3_5.py", + "left_ranges": [ + [ + 103, + 113 + ] + ], + "right_ranges": [ + [ + 103, + 113 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -2075,6 +2031,71 @@ } ] }, + { + "cluster_id": "cluster-46305-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46305, + "canonical_pr_number": 46310, + "issue_numbers": [ + 46305 + ], + "pr_numbers": [ + 46310, + 47010 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46310, + "right_pr_number": 47010, + "code_similarity": 0.833, + "size_similarity": 0.667, + "file_overlap": 0.667, + "area_overlap": 1.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "left_ranges": [ + [ + 356, + 362 + ] + ], + "right_ranges": [ + [ + 356, + 362 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -2133,6 +2154,58 @@ } ] }, + { + "cluster_id": "cluster-46970-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46986, + "issue_numbers": [], + "pr_numbers": [ + 46970, + 46986, + 47006 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46970, + "right_pr_number": 46986, + "code_similarity": 0.154, + "size_similarity": 0.727, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.057, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46970, + "right_pr_number": 47006, + "code_similarity": 0.105, + "size_similarity": 0.5, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46986, + "right_pr_number": 47006, + "code_similarity": 0.073, + "size_similarity": 0.364, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-46836-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2163,29 +2236,58 @@ ] }, { - "cluster_id": "cluster-46891-2", + "cluster_id": "cluster-46908-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46926, + "issue_numbers": [], + "pr_numbers": [ + 46908, + 46926 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46908, + "right_pr_number": 46926, + "code_similarity": 0.31, + "size_similarity": 0.8, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 1.0, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46927-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46957, + "canonical_pr_number": 46927, "issue_numbers": [], "pr_numbers": [ - 46891, - 46957 + 46927, + 46971 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46891, - "right_pr_number": 46957, - "code_similarity": 0.015, - "size_similarity": 0.065, + "left_pr_number": 46927, + "right_pr_number": 46971, + "code_similarity": 0.162, + "size_similarity": 0.786, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.016, + "patch_similarity": 0.029, "shared_filenames": [], "shared_file_areas": [] } @@ -2469,13 +2571,13 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-6", - "canonical_issue_number": 46894, + "cluster_id": "cluster-45672-5", + "canonical_issue_number": 46932, "duplicate_issue_numbers": [ - 46897, - 46901 + 45672, + 46899 ], - "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-45672-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2559,6 +2661,15 @@ "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-45672-5", + "canonical_pr_number": 46933, + "duplicate_pr_numbers": [ + 47008 + ], + "target_issue_number": 46932, + "reason": "PRs in cluster-45672-5 are treated as duplicates because they converge on issue #46932 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-46159-3", "canonical_pr_number": 46174, @@ -2568,6 +2679,15 @@ "target_issue_number": 46159, "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46310, + "duplicate_pr_numbers": [ + 47010 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference evidence." + }, { "cluster_id": "cluster-46836-2", "canonical_pr_number": 46836, @@ -2577,6 +2697,15 @@ "target_issue_number": null, "reason": "PRs in cluster-46836-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-46846-3", + "canonical_pr_number": 46847, + "duplicate_pr_numbers": [ + 47009 + ], + "target_issue_number": 46846, + "reason": "PRs in cluster-46846-3 are treated as duplicates because they converge on issue #46846 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -2587,41 +2716,48 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46891-2", - "canonical_pr_number": 46957, + "cluster_id": "cluster-46894-3", + "canonical_pr_number": 46895, "duplicate_pr_numbers": [ - 46891 + 46958 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-3 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46908-2", + "canonical_pr_number": 46926, + "duplicate_pr_numbers": [ + 46908 ], "target_issue_number": null, - "reason": "PRs in cluster-46891-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46908-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-46894-6", - "canonical_pr_number": 46903, + "cluster_id": "cluster-46927-2", + "canonical_pr_number": 46927, "duplicate_pr_numbers": [ - 46895, - 46958 + 46971 ], - "target_issue_number": 46894, - "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-46927-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-46907-4", - "canonical_pr_number": 46907, + "cluster_id": "cluster-46970-3", + "canonical_pr_number": 46986, "duplicate_pr_numbers": [ 46970, - 46986, 47006 ], "target_issue_number": null, - "reason": "PRs in cluster-46907-4 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46970-3 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-6", - "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 0 discussion comments plus 6 inbound references.", - "score": 166.0 + "cluster_id": "cluster-45672-5", + "issue_number": 46932, + "reason": "Issue #46932 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 1 discussion comments plus 4 inbound references.", + "score": 156.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index aaa0b58d0b74771368521dca5089b4e7a1ae2245..2780e77dd86b2e997c5079b81ebc931f718804fd 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": "20260701T180021Z", - "generated_at": "2026-07-01T18:12:45Z", + "snapshot_id": "20260702T000029Z", + "generated_at": "2026-07-02T00:13:10Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:24643", "issue:30277", @@ -98,8 +98,8 @@ "issue:44292|issue:44457", "issue:44841|issue:46661", "issue:43716|issue:46869", - "issue:34928|issue:44805", "issue:24643|issue:30277", + "issue:34928|issue:44805", "issue:45685|issue:46869", "issue:45859|issue:45902", "issue:43638|issue:45161", @@ -132,322 +132,412 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "932ee27d6537048c52f686f101e592271a6cb102ad1f0b74186b50c2ddbefc5a", + "prepared_review_unit_hash": "87a2fa49e705e8f1d149987cb7b82e9c3fd0573dd9e32326ff8031569298a4d3", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46568, - "estimated_input_tokens": 11642, - "estimated_eval_tokens": 23540 + "serialized_chars": 46576, + "estimated_input_tokens": 11644, + "estimated_eval_tokens": 23544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mix of unrelated issue families, not one duplicate cluster. The only clear duplicate subcluster is the DeepSpeed ZeRO-3 index-0 out-of-bounds reports around BERT/Gemma3-style loading; everything else looks separate.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 43638 is the best anchor for the only tight duplicate family here: the generic ZeRO-3 index-0 out-of-bounds failure during BERT-style initialization/loading, which also covers 43596 and likely 41762.", + "summary": "This cluster is mostly heterogeneous: it mixes unrelated model-specific runtime bugs, docs regressions, and version-compatibility reports. The only clear duplicate pair is the DeepSpeed ZeRO-3/BERT size-0 IndexError reports.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the best representative because it most clearly states the shared ZeRO-3 load failure; issue:43638 is the same error with a narrower BertModel variant.", "canonical_pr_reason": null, - "best_issue_reason": "43638 is the most representative issue for the only plausible duplicate subcluster; the rest of the items are too heterogeneous to share one canonical issue.", + "best_issue_reason": "issue:43596 is the strongest canonical issue candidate in the cluster: it is concrete, well-scoped, and matches the only truly duplicate issue pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions error." + "reason": "Different bugs: Qwen3.5 config attribute error vs chat/completions streaming failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backends and failure modes: AMD GPU runtime issue vs MPS histogram op missing for Int." + "reason": "Different model/backend issues: AMD GPU failure vs MPS histogram op not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Image preprocessor dtype mismatch is unrelated to GPT-OSS AMD GPU failure." + "reason": "Different root causes and model families: dtype mismatch in preprocessing vs GPT-OSS GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU/device issues are different bugs." + "reason": "Different failures: Phi autocast dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "GPT-OSS AMD GPU failure is unrelated to the Nemotron example breakage." + "reason": "Official Nemotron example broken is a separate issue, not the same runtime bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific problems; not the same concrete bug." + "reason": "Different model/code paths: GPT-OSS AMD GPU failure vs GraniteMoEHybrid invalid method." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + "reason": "Jamba DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure vs FineGrainedFP8 Qwen3Moe failure are different code paths." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and CUDA assert during auto device map are unrelated." + "reason": "ONNX export failure vs Qwen3 auto device-mapping cuda assert are not the same issue." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are different issues." + "reason": "Both are docs-ish, but one is a table QA crash and the other is outdated RAG examples; not the same bug." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT ONNX export and GenerationMixin import error are unrelated." + "reason": "ModernBERT export error is unrelated to the GenerationMixin import error." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup items, but they target different removed features and pages." + "reason": "Both are docs cleanup reports, but they target different removed features and are too broad to merge as duplicates." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL embedding unpacking bug is unrelated to resume/trust-remote-code training failure." + "reason": "TRL SFT unpacking failure vs resume-training with trust_remote_code are different training paths and symptoms." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-train issue and YOLO multi-GPU device-map failure are different bugs." - }, - { - "left": "issue:45823", - "right": "issue:45874", - "accept": false, - "reason": "Same Gemma4 family, but device-mismatch forward failure is not the same as reverse-embedding lookup cost." + "reason": "Resume-training/trust_remote_code problem is unrelated to YOLO multi-GPU device_map_auto failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch is unrelated to Gemma4 PLE device-mismatch forward failure." + "reason": "Mask/tensor shape IndexError vs Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 BERT index-0 error and generic mask-shape mismatch are different failures." + "reason": "Same broad IndexError family, but BERT ZeRO-3 loading and mask-shape mismatch are different code paths." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 BERT index error is unrelated to resume training with remote code." + "reason": "BERT ZeRO-3 index error is unrelated to the remote-code resume-training issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "BERT ZeRO-3 index error is not the same as the mask/tensor shape mismatch." + "reason": "BERT ZeRO-3 zero-size tensor issue and mask-shape mismatch are not the same bug." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different model and error: mask mismatch vs video token/features mismatch." + "reason": "Mask-shape mismatch and Qwen3.5 video token/feature mismatch are different failures." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape issue is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Tensor mask IndexError vs GPT-OSS MoE TP failure are unrelated." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume training issue and broken Nemotron example are unrelated." + "reason": "Resume-training/trust_remote_code issue is unrelated to the Nemotron example bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3-vl video StopIteration and resume-training failure are different bugs." + "reason": "Qwen3-vl video StopIteration and resume-training/trust_remote_code are different issues." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset failure is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Jamba ZeRO-3 collective mismatch and BERT ZeRO-3 index error are different failures." + "reason": "Jamba collective mismatch and BERT ZeRO-3 index error are different DeepSpeed failures." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-0 out-of-bounds bug on BERT initialization/loading." + "reason": "Same ZeRO-3 loading failure: both report index 0 out of bounds on size-0 tensors during BERT model init, differing only by pretrained vs non-pretrained wording." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy call and GPT-OSS TP failure are unrelated." + "reason": "Liger kernel cross_entropy call and GPT-OSS TP failure are unrelated code paths." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression is unrelated to LoRA merge/save/reload inconsistency." + "reason": "DeepSeek detokenization bug is unrelated to the LoRA merge/save/reload mismatch report." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and LoRA weight-merge mismatch are different issues." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to LoRA weight merge/save differences." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure and remote-code config_class AttributeError are not the same bug." + "reason": "Voxtral processor failure and remote-code config_class AttributeError are different problems." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral-3 dtype mismatch is unrelated to YOLO multi-GPU device-map failure." + "reason": "Mistral-3 dtype mismatch is unrelated to the YOLO multi-GPU device-map issue." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "FSDP checkpoint recomputation mismatch and mask-shape mismatch are different bugs." + "reason": "'weight' must be 2-D with DeepSpeed and Jamba collective mismatch are different failures." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Different DeepSpeed failures with different error signatures and code paths." + "reason": "FSDP activation-checkpoint recompute mismatch is unrelated to the mask/tensor shape IndexError." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram op limitation is unrelated to YOLO device-map failure." + "reason": "MPS histogram_mps issue in MoE is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both touch Qwen3_5MoeTextRotaryEmbedding, but CPU offload incompatibility and uninitialized-memory-after-to_empty are distinct bugs." + "reason": "Same model family, but CPU-offload incompatibility and uninitialized-memory-after-to_empty are not clearly the same bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT index error is unrelated to GPT-OSS tensor-parallel failure." + "reason": "BERT ZeRO-3 index error and GPT-OSS TP failure are unrelated." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:34928", + "right": "issue:36331", "accept": false, - "reason": "Both are docs issues, but they concern different removed v5 docs content." + "reason": "Activation-checkpoint/FSDP recompute mismatch is unrelated to the CustomTrainer compute_loss signature change." }, { - "left": "issue:43828", + "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different problems." + "reason": "BERT ZeRO-3 index error and GPT-OSS TP failure are different code paths." }, { - "left": "issue:45800", - "right": "issue:46515", + "left": "issue:43716", + "right": "issue:45507", "accept": false, - "reason": "Both mention torch compatibility, but the reports are too generic to treat as the same bug." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." }, { - "left": "issue:43596", - "right": "issue:45161", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "BERT ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Gemma4 reverse-embedding lookup is unrelated to Qwen3.5 video feature/token mismatch." }, { - "left": "issue:41762", - "right": "issue:43638", - "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-0 out-of-bounds failure, just on a different model family." + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to GPT-OSS AMD GPU failure." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3Config sliding_window_pattern error and Mistral tokenizer regex crash are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is a device mismatch and the other is an expensive reverse-lookup bug." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch 2.4.1, but one is tied to transformers 5.8.0 and the reports are not the same concrete bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpoint mismatch and Qwen3 auto device-map cuda assert are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are unrelated." + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime failure are different issues." }, { "left": "issue:43828", - "right": "issue:44292", + "right": "issue:44512", + "accept": false, + "reason": "Phi autocast dtype mismatch and docs about the removed run command are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and Qwen-3 NVFP4 error are different code paths." + "reason": "Phi autocast dtype mismatch and GPT-OSS TP failure are different problems." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing failure is unrelated to Mistral-3 dtype mismatch." + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to the Mistral-3 dtype mismatch." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:44292", + "accept": false, + "reason": "Phi autocast dtype mismatch and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", "accept": false, - "reason": "Autocast dtype mismatch and MPS Int histogram limitation are different bugs." + "reason": "Mistral-3 dtype mismatch is unrelated to the Nemotron example bug." }, { "left": "issue:44292", - "right": "issue:45237", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and Qwen3.5 TRL unpacking failure are different training/runtime issues." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram_mps not implemented are different backend/model bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross_entropy issue is unrelated to Qwen3.5 TRL embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Same generic zero-sized-tensor IndexError pattern, but Gemma3 conditional generation and BertModel ZeRO-3 loading are too different to treat as one bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but one is pipeline-task references and the other is the run-command docs; separate cleanup tasks." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi autocast dtype mismatch and MPS histogram_mps issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross_entropy call and Phi autocast dtype mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Qwen-3 NVFP4 runtime issue is unrelated to GPT-OSS AMD GPU failure." + "reason": "Jamba DeepSpeed collective mismatch is unrelated to the CustomTrainer compute_loss signature change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpoint mismatch and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy issue is unrelated to mask-shape mismatch." + "reason": "Liger kernel cross_entropy issue and tensor mask-shape IndexError are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted duplicate links are well-supported by the repeated ZeRO-3 index-out-of-bounds error pattern, and the other soft-edge rejections are appropriately cautious rather than overstated." + "feedback": "The analyst output is grounded in the packet and stays conservative on the soft edges. The canonical issue choice is supported by the clearly duplicated ZeRO-3/BERT pair (issue:43596 and issue:43638), and the other pair verdicts avoid overclaiming similarity. No mergeability concerns apply because there are no PR pairs in the packet." }, "evaluator_used": true, "retried": false, @@ -466,7 +556,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:36010", "issue:39290", @@ -534,8 +624,8 @@ "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:45812|issue:45920", - "issue:44292|issue:46015", "issue:43866|issue:44863", + "issue:44292|issue:46015", "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", @@ -561,277 +651,295 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "e52c424095ccdc9a68ea3c64bb73059b4ee37fb8960787b3f65b76cff70b3821", + "prepared_review_unit_hash": "c9f7fd3b78391e5fef86b5c3af3e6fded97204dbcf1ba3d878a713044590b07d", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40041, - "estimated_input_tokens": 10011, - "estimated_eval_tokens": 20278 + "serialized_chars": 40038, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster still looks mostly heterogeneous, with one strong duplicate-like subcluster around the v5 AutoTokenizer wrong-token-ID regression. The ZeRO-3 index-error pair is now treated more cautiously: it may be related, but the model-specific titles make it insufficiently clear to merge as a duplicate.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45920 is the best canonical issue because it describes the broad v5 AutoTokenizer regression across multiple model families, which subsumes the narrower Granite-only report from 45812.", + "summary": "Mostly heterogeneous issue set with many false-positive similarity matches. I found two likely duplicate pockets: the v5 AutoTokenizer wrong-token-ID regression and a DeepSpeed ZeRO-3 load-time IndexError; everything else appears to be distinct model- or subsystem-specific failures.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the strongest representative of the tokenizer regression cluster: it describes the same v5 AutoTokenizer wrong-token-ID bug but across multiple model families, making it broader and more canonical than the narrower Granite-only report.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the strongest global issue candidate because it captures the shared tokenizer regression at the right abstraction level and is broader than the model-specific duplicate report.", + "best_issue_reason": "issue:45920 is the best overall issue to anchor this cluster because it is the broadest, most general regression report with the clearest duplicate signal; it also has inbound references and covers the shared root symptom more completely than the narrower variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Different failures: a torch version incompatibility versus a USE_DISTRIBUTED=0 support break." + "reason": "Both are broad compatibility regressions, but they describe different breakages and code paths; not the same underlying bug." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption and missing text-encoder weights are different load problems." + "reason": "One is a corrupted checkpoint report, the other is missing text-encoder weights in a model implementation; different failure modes." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM is unrelated to the distributed-support regression." + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0/PyTorch support are unrelated problems." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but the model-specific titles differ enough that the shared root cause is not clear enough to treat as the same bug." + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 load/init IndexError pattern (`index 0 is out of bounds ... size 0`); different model classes, but the failure mode and code path look the same." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different models and different error paths: missing sliding_window_pattern versus cudaErrorAssert under auto device map." + "reason": "Both mention model/runtime failures, but one is a missing config attribute in vLLM and the other is a CUDA assert with auto device mapping; different bugs." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but about different pages and different deprecated behaviors." + "reason": "Both are docs issues, but they cover different documentation mismatches and are not the same change." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is not the same bug as the distributed-support regression." + "reason": "A float8 storage lookup error and a PyTorch USE_DISTRIBUTED=0 compatibility regression are unrelated." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU runtime failure and table-question-answering crash are unrelated." + "reason": "Different domains and symptoms: AMD GPU support vs table-question-answering task crash." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization regression versus outdated RAG examples; different underlying issues." + "reason": "Incorrect detokenization and outdated RAG examples are separate issues." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger-kernel cross_entropy routing is unrelated to the video StopIteration bug." + "reason": "Liger kernel cross-entropy routing and Qwen3.5 video StopIteration are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-mapping forward mismatch and video token/template mismatch are different bugs." + "reason": "Both are model-specific input/device mismatch reports, but they affect different models and different pipelines." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor load failure is unrelated to the Gemma4 device mismatch during forward." + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different code paths." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint versus NVFP4 compatibility are different causes." + "reason": "Checkpoint corruption vs NVIDIA ModelOpt compatibility are not the same bug." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to RAG documentation drift." + "reason": "NemotronH checkpoint loading and RAG examples are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage is not the same concrete problem as USE_DISTRIBUTED=0 support." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression are different root causes." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both describe the same v5 AutoTokenizer wrong-token-ID regression across models." + "reason": "Same v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader report and 45812 is a narrower Granite-specific instance." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and RAG docs are unrelated." + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading are distinct model-specific failures." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "Different model-loading failures with different failure modes." + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is not the same as the distributed-support regression." + "reason": "bitsandbytes constructor incompatibility and PyTorch USE_DISTRIBUTED=0 support are different issues." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the model/config bugs are different and not clearly the same code path." + "reason": "Both mention sliding-window behavior, but one is a missing attribute in vLLM and the other is a Qwen3-MoE-specific sliding_window problem." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors, but on different tensors and loading paths." + "reason": "Similar IndexError wording, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-index load failure; not the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load/run failure and table QA crash are unrelated." + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7 test loading issue and Ovis2 checkpoint corruption are different bugs." + "reason": "GLM-4.7-Flash unit-test load failure and Ovis2 checkpoint corruption are different model issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic-field regression are different issues." + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig-field regression are separate compatibility problems." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:43975", + "right": "issue:45901", "accept": false, - "reason": "Qwen3.5 chat crash and streaming chat/completions API failure are related only by model family, not the same concrete bug." + "reason": "Detokenization regression and table-question-answering crash are unrelated." }, { - "left": "issue:43596", - "right": "issue:45800", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "ZeRO-3 BertModel index error is unrelated to the torch/transformers version incompatibility." + "reason": "Both are Qwen3.5 chat-related, but one is a chat crash and the other is a streaming chat/completions failure; not clearly the same underlying bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper failure and pydantic PretrainedConfig regression are unrelated." + "reason": "Whisper runtime failure and pydantic model regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 load failure and torch/transformers version incompatibility do not share the same concrete bug." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "MoE grouped_mm/tracing failure is unrelated to the MPS histogram op missing for Int." + "reason": "Grouped_mm torch-dynamo tracing failure and MPS histogram Int error are different backend-specific issues." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model runtime error and table QA crash are different issues." + "reason": "Qwen NVFP4 runtime error and table-question-answering crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding-window config failure and Gemma4 device-mismatch failure are unrelated." + "reason": "Missing sliding_window_pattern in vLLM and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and MPS histogram op failure are unrelated." + "reason": "Qwen3.5 streaming inference failure and MPS Int histogram error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern attribute error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "MoE grouped_mm tracing failure and MPS histogram Int failure are different backend/runtime problems." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both involve MoE/dtype-related failures, but they hit different code paths and symptoms." + "reason": "Both are MoE/precision-related, but the concrete failures differ: grouped_mm tracing vs autocast dtype mismatch." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and non-template-node compile error are not the same underlying bug." + "reason": "Processor failure for Voxtral and a template-node compilation TypeError are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight-tying bug and Ovis2 checkpoint corruption are different issues." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is unrelated to YOLO multi-GPU device-map failure." + "reason": "GraniteMoEHybrid invalid method and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but they occur in different zero-3 loading scenarios with different signatures." + "reason": "Different IndexErrors with different symptoms: mask-shape mismatch vs ZeRO-3 empty-index load failure." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code model_class/config_class handling are different problems." + "reason": "Flash-attn fallback gating and remote-code model_class/config_class AttributeError are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to the pydantic PretrainedConfig field break." + "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig pydantic regression are different changes." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are different bugs." + "reason": "Torch 2.4.1/transformers 5.8.0 incompatibility and Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong for the packet: issue:41762 vs issue:43596 are both ZeRO-3 index errors, yet the titles point to different models (Gemma3ForConditionalGeneration vs BertModel), so treating them as a clear duplicate-like pair overstates the evidence. The v5 AutoTokenizer pair (45812/45920) is well supported, but the overall conclusion should stay more conservative on the ZeRO-3 cluster." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The two accepted duplicate pockets are well supported by the titles/body signals, and the rest of the rejects do not overclaim shared root cause." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -847,7 +955,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:39186", "issue:40990", @@ -930,20 +1038,20 @@ "issue:45183|issue:46463", "issue:44918|issue:45507" ], - "prepared_review_unit_hash": "56c8aa305aa8c5e50bdd6c6466e2bfc8b154819dde4db68619370a67de68be7b", + "prepared_review_unit_hash": "1f8d8a6b3faa7805b434732cec57f348b0f5a6e27acebc969e37182a4aaada65", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36242, + "serialized_chars": 36244, "estimated_input_tokens": 9061, "estimated_eval_tokens": 18378 }, @@ -952,210 +1060,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only a couple of pairs look like true duplicates, while most are broad thematic similarities without the same concrete bug path.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45183 is the broadest, most reusable umbrella here: it describes the shared input_ids/inputs_embeds validation bug across multiple models, and it cleanly covers the specific T5 report.", + "summary": "This cluster is mostly heterogeneous with many false-positive similarities. Two issue pairs look like genuine duplicates: a remote-code cache/module resolution bug and an input-validation error-message bug. No PRs are present.", + "confidence": 0.61, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it mixes unrelated topics. If a representative anchor is needed, issue 45183 is the best fit: it captures the broader underlying input-validation/XOR bug, while 46463 looks like a narrower T5-family instance of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45183 is the best representative issue in this set because it is broad, specific enough to be actionable, and most likely to subsume related validation reports.", + "best_issue_reason": "Issue 45183 is the strongest duplicate anchor among the set because it describes the root validation logic problem in the most general way and can plausibly subsume 46463.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different bugs: model loading failure in vLLM vs GGUF architecture support." + "reason": "Different products and failures: PaddleOCR-VL loading in vLLM vs GGUF gpt-oss architecture support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention indexing problems, but the reported failures and code paths are different." + "reason": "Both mention shape issues, but the code paths differ: generic mask/tensor indexing vs Qwen3.5 embedding unpacking in TRL SFT." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different issues: torch-dynamo grouped_mm tracing failure vs tensor-parallel support for GPT-OSS MoE." + "reason": "Both involve MoE models, but one is a torch-dynamo grouped_mm tracing crash and the other is tensor-parallel support not working for GPT-OSS." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different symptoms and paths: autocast dtype mismatch vs chat/completions streaming failure." + "reason": "Different failure modes: autocast dtype mismatch in Phi-tiny-MoE vs streaming chat/completions on Qwen3.5-0.8B." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "One is int4 memory/OOM behavior; the other is a tied-weights regression." + "reason": "One is int4 quantization memory/OOM regression; the other is tied-weights handling on translation models." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated: GGUF gpt-oss support vs Qwen3.5 streaming inference failure." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different root causes: init_empty_weights argument mismatch vs pydantic config field breakage." + "reason": "Init-empty-weights argument handling and pydantic PretrainedConfig field breakage are separate compatibility bugs." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the PretrainedConfig/pydantic issue." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic model field regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the shapes and triggering logic indicate different bugs." + "reason": "Both are IndexErrors, but one is a mask/tensor size mismatch and the other is a zero3/BertModel empty-index failure." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different multimodal mismatch: image preprocessor dtype vs video feature/token count mismatch." + "reason": "Different multimodal bugs: image preprocessor/model dtype mismatch vs video feature/token count mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code compatibility breakage and torch/transformers version incompatibility are not the same defect." + "reason": "Remote-code regressions and torch/transformers version incompatibility are different root causes." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the reports are too different to confidently call them one bug." + "reason": "Same model family, but one reports weak text embeddings while the other reports bad AutoModel/pipeline results; not enough to assert one bug." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Same underlying Qwen3.5 video-input regression: both describe a video token/feature mismatch affecting the same family of models." + "accept": false, + "reason": "Both are video/multimodal-related, but one is a v5.3.0 regression across several Qwen VL variants and the other is a Qwen3.5-9B chat template mismatch." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official example breakage and multi-GPU device-map failure are unrelated." + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated subsystems." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different code paths: config unwrapping vs uninitialized-memory materialization." + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are different code paths in Qwen 3.5/3.6 models." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different contexts and failures: DeepSpeed Zero3/BertModel vs resuming a local remote-code model." + "reason": "Zero3 initialization with BertModel and resume training with trust_remote_code are distinct issues." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "FlashAttention gating checks and remote-code config_class errors are unrelated." + "reason": "Flash Attention 2 fallback problems and remote-code model_class config_class errors are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "One is image preprocessor dtype handling; the other is SFT embedding unpacking for Qwen3.5." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight failure is unrelated to Qwen3.5 embedding unpacking." + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking failure do not share the same code path." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity degradation and GLM5 are different problems." + "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are unrelated model-quality reports." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization is unrelated to the FlashAttention fallback gating issue." + "reason": "Custom-model notebook initialization breakage and flash-attn2 fallback gating are separate v5 regressions." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both involve custom-module loading, but the specific bugs differ: cache-path collision vs wrong module selected after save_pretrained." + "accept": true, + "reason": "Both point to the same trust_remote_code/custom-module resolution bug: cache/path reuse causes the wrong module to be loaded after save/load." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they affect different model families and likely different code paths." + "reason": "Tied lm_head weights in Mistral3 and translation-model tied-weights issues are different model families and failure modes." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to FlashAttention fallback checks." + "reason": "FineGrainedFP8Config failure on Qwen3Moe and flash-attn2 fallback blocking are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." + "reason": "Quantization/offloading behavior and tied-weights handling are different bugs." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer behavior and a docs typo are unrelated." + "reason": "A DSA indexer algorithm note and a docs typo are not the same underlying issue." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is a different code path than tied-weight regression." + "reason": "PagedAttentionCache linear_attention crash and tied-weights issues are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is not the same as the run-command docs issue." + "reason": "Cache-strategies typo and removed run-command docs are both documentation-level but not the same bug." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated implementation problems." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Same validation bug family: both are about incorrect input validation/error handling for decoder or input_ids/inputs_embeds cases." + "reason": "These look like the same validation/error-message bug: the broad input_ids/inputs_embeds XOR logic issue, with 46463 as a T5-specific manifestation." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different failures: SFT embedding unpacking vs invalid method call in GraniteMoEHybrid." - }, - { - "left": "issue:43596", - "right": "issue:46165", - "accept": false, - "reason": "Duplicate of an already-rejected pairing; the failures are different." + "reason": "Qwen3.5 embedding unpacking in TRL and GraniteMoEHybrid invalid method calls are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted soft edges are supported by the issue titles, and the rejected pairings avoid overclaiming shared root cause. The choice of issue:45183 as the umbrella/best representative is reasonable for the validation-error cluster." + "feedback": "The summary is grounded in the packet and stays conservative. It correctly identifies the cluster as mostly heterogeneous, notes the absence of PRs, and only elevates two issue pairs that are plausibly duplicate-style matches based on the titles/body themes. The soft-edge rejections are appropriately cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -1174,7 +1276,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:24643", "issue:28530", @@ -1235,8 +1337,8 @@ "issue:43872|issue:44589", "issue:43828|issue:44928", "issue:45920|issue:46489", - "issue:45987|issue:46858", "issue:43054|issue:45701", + "issue:45987|issue:46858", "issue:38175|issue:43054", "issue:43950|issue:45902", "issue:44910|issue:45859", @@ -1256,220 +1358,220 @@ "issue:43782|issue:44960", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "8ab139cb5c8a9cd0d3beae8f34985e3154f1bc7e7505fc4adc7694b677d85148", + "prepared_review_unit_hash": "3a31d40021edabdf90bbebc04f02a96172b8b4e323a3c3353793749cc41cc458", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36284, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated issues, with one clear duplicate cluster around Transformers v5 non-persistent buffer corruption and one smaller duplicate pair around Gemma4 quantized vision/audio embedder dtype casting. Most other soft pairs should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43950 is the best canonical issue because it most directly and specifically describes the non-persistent-buffer regression; nearby items like issue:43644 and issue:44534 read like rephrasings of the same bug.", + "summary": "The set is mostly heterogeneous and not a single duplicate cluster. Clear duplicate subgroups are the non-persistent buffer regression issues, the Gemma4 quantized embedder bug, and likely the StaticCache `get_seq_length()` contract regression. Most other pairs are different models, different code paths, or different symptom classes.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43950 is the clearest representative of the strongest duplicate theme in this set: the transformers 5.x non-persistent-buffer regression. Its title is specific about the failure mode, and it aligns with the related buffer-loading reports in the soft edges.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest representative issue overall: it is concrete, regression-focused, and matches the accepted duplicate cluster most clearly.", + "best_issue_reason": "#43950 is the best anchor issue for the only clearly repeated underlying bug class here; it is broader and more root-cause-oriented than the later symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer detokenization error and NVFP4 model loading failure are unrelated bugs." + "reason": "Different failures and different models: DeepSeek tokenizer detokenization vs Qwen-3 NVFP4 loading." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." + "reason": "Both are tokenizer bugs, but they affect different models and different round-trip behaviors; not the same concrete bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying Transformers v5 non-persistent-buffer corruption/regression, just described with different wording." + "reason": "Same underlying regression: transformers v5 non-persistent buffers being corrupted/filled with junk during load." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Documentation example errors are not the same issue as SigLIP2 embedding quality degradation." + "reason": "Documentation example errors vs model quality/embedding degradation are not the same bug." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Both describe the same non-persistent-buffer junk/corruption regression in v5." + "accept": false, + "reason": "Remote-code config field loss is unrelated to non-persistent buffer corruption." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "A trainer API signature error and a DeepSpeed ZeRO-3 loading crash are different problems." + "reason": "Custom-trainer loss-signature error and Gemma3 DeepSpeed load failure are different code paths." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "These describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is explicitly the fix follow-up." + "reason": "These describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 even references the same issue." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes constructor incompatibility and missing Float8 storage are different failure modes." + "reason": "Different quantization/storage incompatibilities with different exception surfaces." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "One is an autocast dtype mismatch on Phi-tiny-MoE, the other is a Qwen3.5 RLHF instability caused by 3D position_ids and SDPA fallback." + "reason": "Autocast dtype mismatch in Phi MoE is not the same as the Qwen3.5 3D position_ids / SDPA fallback issue." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Broad tokenizer-id regression across many models is not the same as the specific DeepSeek-Coder v1 detokenization gap." - }, - { - "left": "issue:45987", - "right": "issue:46858", - "accept": false, - "reason": "They are related to cache length typing, but one is an API contract complaint and the other is a specific torch.compile/non-CUDA slice-arithmetic breakage." + "reason": "Related tokenizer regression theme, but different affected models and different concrete symptoms; too broad to merge." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 text-embedding quality and version-dependent tokenization changes are different issues." + "reason": "SigLIP2 embedding quality complaint is unrelated to a general tokenization-change report." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Both point to the same StaticCache `get_seq_length()` contract/regression, just observed in different execution contexts." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities and worse text embeddings are distinct SigLIP2 bugs." + "reason": "Same model family, but zero probabilities and worse text embeddings are not clearly the same underlying bug." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both involve buffers, but one is the v5 non-persistent-buffer corruption regression while the other is a model-specific inv_freq materialization bug." + "accept": true, + "reason": "Both are the non-persistent-buffer/materialization regression class: corrupted or uninitialized buffers after loading/materialization." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "FlashAttention illegal-memory-access and CPU-offload incompatibility are different code-path problems." + "reason": "Flash-Attention packed-sequence misinterpretation and CPU-offload incompatibility are different problems." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both concern SigLIP2, but one reports embedding quality and the other compares HF vs original JAX behavior." + "reason": "Both concern SigLIP2, but one is a quality discrepancy vs the original JAX implementation, not the same bug as worse text embeddings." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "A bad AutoTokenizer error message for Voxtral and a missing model attribute in Molmo are unrelated." + "reason": "Bad AutoTokenizer error message for Voxtral and Molmo missing `all_tied_weights_keys` are unrelated." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior and int4 quantization memory growth are different bugs." + "reason": "Gradient checkpointing behavior and int4 OOM/reserved-memory growth are different issues." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "FSDP2 shared_kv_states rebuild and uninitialized inv_freq after to_empty() are separate model/runtime issues." + "reason": "Gemma4 FSDP2 shared-kv-state rebuild bug is unrelated to non-persistent buffer initialization." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loader noise and a specific model loading failure are not the same underlying bug." + "reason": "Generic loading noise vs a specific model-loading failure are not duplicates." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer output regression and a flash_attn import_utils KeyError are unrelated." + "reason": "Tokenizer detokenization bug and Python 3.13 import error for flash_attn are unrelated." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight shape error and early-stopping metric lookup failure are unrelated." + "reason": "DeepSpeed training runtime error and early-stopping metric resolution are different trainer issues." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA gradient-checkpointing behavior and Qwen3 MoE training memory inefficiency are different problems." + "reason": "LoRA checkpointing ineffectiveness and Qwen3 MoE memory usage are different training-memory problems." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Load-time noise and a specific model load failure do not share the same underlying bug." + "reason": "Different model-loading complaints with no shared code-path evidence." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "A specific missing-fields bug in AutoConfig with trust_remote_code is not the same as the broader remote_code breakage report." + "reason": "Remote-code config field loss is not the same concrete bug as the broader 'models using remote_code break' report." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading crash and Qwen3 MoE FP8 failure are unrelated." + "reason": "Gemma3 ZeRO-3 load failure and Qwen3 MoE FineGrainedFP8 failure are unrelated." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral AutoTokenizer error messaging and glm-4v-9b load failure are different issues." + "reason": "Voxtral tokenizer error messaging and glm-4v-9b load failure are different artifacts." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading regression and flash-attn2 fallback gating are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading and GLM5 are different bugs." + "reason": "Qwen3VL weight_only loading failure and GLM5 are different issues." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Model import failure and bitsandbytes Int8Params incompatibility are unrelated." + "reason": "Missing model export/import symbol and bitsandbytes parameter incompatibility are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the ambiguous pairs. The two accepted duplicate groupings are well supported by the titles, and the rest of the soft pairs are appropriately rejected or left separate." + "feedback": "The cluster assessment is grounded in the packet and the soft-edge calls are mostly conservative. The accepted duplicates are well supported by the titles and issue descriptions (#43950/#44534, #46899/#46932, #45987/#46858). The summary also avoids overclaiming a single unified cluster and correctly treats most other pairs as distinct enough to reject." }, "evaluator_used": true, "retried": false, @@ -1488,7 +1590,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:24643", "issue:30064", @@ -1565,24 +1667,24 @@ "issue:43854|issue:44863", "issue:43940|issue:45313", "issue:44928|issue:45588", - "issue:41093|issue:44805", "issue:44479|issue:44560", + "issue:41093|issue:44805", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "9910ec8f15fcb4717f21ab6d42293bbd5e5a6a601ad90b0b6720f449d4d85250", + "prepared_review_unit_hash": "db1fd57f2b2ddd44ec72c6395b9eb792f7377dd4e30369dfd3fc00bc190f03d6", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36754, + "serialized_chars": 36755, "estimated_input_tokens": 9189, "estimated_eval_tokens": 18634 }, @@ -1591,186 +1693,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and heterogeneous, with only a few clear duplicates around docs cleanup, mask-shape IndexErrors, `_is_hf_initialized` loading regressions, and a training-loss double-shift bug. The strongest umbrella issue is the broad remote-code loading regression.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45020 is the broadest representative: it frames a v5 regression affecting remote-code model loading, which matches several nearby tokenizer/model-loading failures better than the narrower, model-specific reports.", + "summary": "This cluster is mostly a mix of recent transformers regressions across model loading, tokenization, video/audio processing, and docs. Only a few soft pairs look like true duplicates; most are separate per-model failures or adjacent but distinct bugs.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella here: it captures the general \u2018recent transformers versions break models using remote_code\u2019 loading-regression theme that several other reports resemble, and it has enough discussion to serve as a cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best global issue candidate because it is the most umbrella-like and central to the cluster\u2019s recurring v5 loading/tokenizer regression theme.", + "best_issue_reason": "Issue 45020 is the best single representative because it is the most general and central loading-regression report in this set; the others are narrower manifestations or separate model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures: MPS histogram on Int for MOE vs Gemma4 PLE device mismatch during forward." + "reason": "Different bugs: MPS histogram/int dtype issue vs Gemma4 PLE device-map forward mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both mention attention/tokenizer infrastructure, but the concrete bugs differ: Mistral regex patch crash vs flash-attn fallback gating." + "reason": "Both touch tokenizer/attention internals, but one is a Mistral regex crash and the other is flash-attn fallback gating; not the same code-path bug." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Too broad and unrelated: remote-code loading regressions vs a Gemma4 device-map forward mismatch." + "reason": "Broad remote_code loading regressions vs a specific Gemma4 device-mismatch forward bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`add-new-model-like` tokenizer mapping bug is a distinct implementation issue from the broader remote-code loading regression." + "reason": "Related area, but one is add-new-model-like handling of TOKENIZER_MAPPING_NAMES; the other is a broader remote_code loading regression." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are model loading errors, but the models and failure modes differ (`glm-4v-9b` vs Molmo tied-weights attribute)." + "reason": "Both are load failures, but they affect different model families and symptoms (GLM-4V vs Molmo tied-weights attribute)." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Gemma4 device placement." + "reason": "Distinct problems: autocast dtype mismatch in Phi-tiny-MoE vs Gemma4 device placement during forward." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both concern Qwen3.x LoRA warnings/regressions, but one is hf4.x vs hf5.x compatibility and the other is a tie_word_embeddings warning; not the same bug." + "reason": "Different LoRA/tie-word-embeddings warnings vs a cross-version Qwen3 MOE compatibility issue; not the same concrete bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is remote-code loading and the other is Kimi codec/fix_mistral_regex handling; different code paths." + "reason": "Both involve tokenizer/model regressions, but Kimi-K2.5 codec handling is a separate tokenizer-specific issue." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance-related, but they affect different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`)." + "reason": "Same tokenizer API family, but opposite directions and different performance hot paths; not a single bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs bug: v5 removed summarization/translation/text2text pipeline tasks, and both issues report stale documentation still referencing them." + "reason": "Both are the same docs cleanup: references to removed v5 pipeline tasks (summarization/translation/text2text-generation) still remain." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Related DeepSeek tokenizer regressions, but the titles point to different families and failure descriptions; not clearly one concrete bug." + "reason": "Both are tokenizer regressions, but they hit different model families and different tokenizer mechanics." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Unexpected `_is_hf_initialized` kwarg in bitsandbytes/init-empty-weights is unrelated to YOLO multi-GPU device-map failure." + "reason": "Bitsandbytes `_is_hf_initialized` constructor issue vs a YOLO multi-GPU device-map problem; unrelated failures." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite config unwrapping in `from_config` is a different path from remote-code `config_class` resolution failures." + "reason": "Both concern model construction, but one is composite Qwen text_config unwrapping and the other is remote-code config_class handling." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "`lm_head` weight tying and non-persistent buffer corruption are distinct regressions." + "reason": "Different regressions: tied lm_head weights in Mistral3 vs silent corruption of non-persistent buffers on from_pretrained." }, { "left": "issue:46894", "right": "issue:46897", - "accept": true, - "reason": "Same underlying training-loss double-shift bug pattern; the Florence2 report is clearly the same class of issue as the CohereASR one." + "accept": false, + "reason": "Same training-loss pattern, but these are different model families; not enough to treat as one bug." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same root cause: the new `_is_hf_initialized` argument breaks parameter construction/loading, reported through bitsandbytes and `init_empty_weights`." + "reason": "Same underlying `_is_hf_initialized` keyword regression during model initialization/loading; 43872 is the bitsandbytes manifestation, 44291 the generic init_empty_weights case." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both involve remote-code-like loading, but one is a broad regression statement and the other is a specific `config_class` attribute error." + "reason": "Both mention remote-code models, but the failure modes differ: general loading breakage vs missing config_class on AutoModel.from_pretrained." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper model runtime failure is too vague to equate with the specific `_torch_extract_fbank_features()` issue." + "reason": "The titles suggest a possible relation, but one is a generic Whisper failure and the other is a specific fbank helper issue; not enough evidence for duplicate status." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed is common, but one is MOE weight conversion/load failure and the other is gradient averaging under GAS; different bugs." + "reason": "Different DeepSpeed bugs: weight conversion/loading under accelerate+deepspeed vs gradient averaging under GAS." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "PEFT LoRA gradient checkpointing ineffectiveness is unrelated to a missing `supports_gradient_checkpointing` flag on a remote-code model." + "reason": "One is LoRA gradient checkpointing ineffective; the other is a missing supports_gradient_checkpointing flag on a trust_remote_code variant." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different symptoms and code paths: `compute_loss()` signature mismatch vs an indexing mask shape mismatch." + "reason": "Different trainer/runtime errors: unexpected compute_loss kwarg vs mask/index shape mismatch." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Tokenizer loading issues, but one is Voxtral error messaging and the other is a concrete tokenizer failure for EMBEDDIA/est-roberta." + "reason": "Both are tokenizer-loading issues, but the model families and failure causes differ." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures; not the same underlying bug." + "reason": "Different checkpoints and model classes; both fail to load, but not the same underlying bug." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen3 DeepSpeed ZeRO-3 load failures, but the titles describe different model variants and symptoms; not enough to merge as one bug." + "reason": "Both are ZeRO-3 weight-loading failures in Qwen variants, but the affected model paths and missing-weight symptoms are distinct enough to keep separate." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaN/SDPA math fallback is a training stability issue, while `flash_attention.py` crashes on `s_aux=None` is a separate runtime error." + "reason": "Different failures: RLHF NaNs from 3D position_ids/SDPA fallback vs flash-attention sink-less-model crash on s_aux=None." }, { - "left": "issue:41093", - "right": "issue:44805", + "left": "issue:44479", + "right": "issue:44560", "accept": true, - "reason": "Same IndexError family with the same mask/tensor shape mismatch; the second issue is just a generalized re-report of the first bug." + "reason": "44560 looks like a specific manifestation of the broader v5.3.0 Qwen video-input regression described in 44479." }, { - "left": "issue:44479", - "right": "issue:44560", + "left": "issue:41093", + "right": "issue:44805", "accept": false, - "reason": "Both are video-input regressions, but they affect different model families and have different failure signatures." + "reason": "Both are mask shape errors, but the actual failing models/code paths are not shown to be the same." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed `'weight' must be 2-D` and void segmentation map processing are unrelated." + "reason": "Completely different subsystems: DeepSpeed training weight-dimension error vs image processor void segmentation map handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative: it identifies only the clearly supported duplicate-like pairs, keeps the heterogeneous cases separate, and treats the broad remote-code issue as an umbrella representative without overstating equivalence. The soft-edge verdicts are mostly cautious and consistent with the issue titles and the provided similarity signals." + "feedback": "The summary is grounded in the packet: issue 45020 is a reasonable broad anchor for the remote-code loading-regression subset, and the narrative correctly characterizes the rest as a mix of distinct model-specific or subsystem-specific bugs. The three accepted soft pairs are conservative and supported by the titles/body themes, while the rejected pairs avoid overclaiming duplicate status." }, "evaluator_used": true, "retried": false, @@ -1789,7 +1891,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:36010", "issue:38175", @@ -1867,29 +1969,29 @@ "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44661|issue:45823", - "issue:44560|issue:44805", "issue:38175|issue:43994", + "issue:44560|issue:44805", "issue:45672|issue:46899", "issue:43632|issue:45834", "issue:44877|issue:45030", - "issue:42491|issue:43720", "issue:43638|issue:44661", + "issue:42491|issue:43720", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "0025bf9cc6ba81613e6ef35af4f9d0e3c83d695acf29f2c04e885babb54abc45", + "prepared_review_unit_hash": "0fea99f1ddb23d48ed92cd5416a16218005ad7fb37b91f2fcd6080137c09c055", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38057, + "serialized_chars": 38059, "estimated_input_tokens": 9515, "estimated_eval_tokens": 19286 }, @@ -1898,222 +2000,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but a few pairs are true duplicates or near-exact regressions: custom model initialization in v5, SigLIP2 bad outputs, Gemma4 4-bit multimodal casting, and likely the stricter config-validation load failures. Most other pairs are only loosely related by broad subsystem.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 43957 is the broadest concrete loading-regression report in the set: it captures the shared v5/meta-device model-loading breakage pattern better than the narrower model-specific reports.", + "summary": "This cluster is mostly a collection of unrelated Transformers bug reports, but there are four clear duplicate pairs: the custom-model initialization regression, the ZeRO-3/BertModel IndexError, the SigLIP2 bad-output reports, and the Gemma4 4-bit dtype-cast reports.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43646 is the best canonical issue: it is the broadest, least user-specific wording of the custom model initialization regression and matches the clearer duplicate pair with 43645.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43957 is the best single representative of the cluster\u2019s main theme: Transformers v5 loading/init regressions affecting multiple model families.", + "best_issue_reason": "Issue 43646 is the strongest representative issue in the set because it captures a general regression cleanly, whereas most other items are narrower or unrelated symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different bugs: Qwen3.5 cache/group handling crash vs. NemotronH checkpoint loading." + "reason": "Different failures on different model families (Qwen3.5 cache handling vs NemotronH checkpoint loading)." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are loading failures, but for different models and different failure modes." + "reason": "Both are loading problems, but they affect unrelated models and different code paths." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer/model loading problems, but they point to different models and likely different root causes." + "reason": "Both mention loading errors, but the models and failure modes differ; not the same bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated issues: GGUF gpt-oss support vs. Phi-tiny-MoE autocast dtype mismatch." + "reason": "Unrelated issues: GGUF gpt-oss support vs Phi MoE autocast dtype mismatch." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different code paths: Qwen2.5-VL rope indexing vs. Qwen3_5Moe meta/to_empty initialization." + "reason": "Both involve rotary/position logic, but they describe different regressions and different models." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated model families and failures; not the same underlying bug." + "reason": "Different Qwen/GGUF concerns; no shared concrete bug." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Bert/deepspeed Zero3 index error is unrelated to a torch version incompatibility report." + "reason": "ZeRO-3/Bert index error and torch 2.4.1 incompatibility are different problems." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both are audio-related, but the bugs are different: embedding/token leakage vs. empty-transcription generation failure." + "reason": "Different audio generation bugs with different triggers and symptoms." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different concrete failures: per-layer shared_kv state vs. device-map forward mismatch." + "reason": "Both are Gemma4, but one is an FSDP2 shared_kv_states bug and the other is a device-map mismatch." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Non-pretrained Bert Zero3 failure is not the same as a generic torch 2.4.1 incompatibility." + "reason": "A Bert/ZeRO-3 IndexError is not the same as a generic torch version incompatibility." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Different topics: gpt-oss support vs. float8 storage lookup error." + "reason": "Different issues: model support vs missing Float8 storage handling." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer loading regression is unrelated to Kosmos2.5 long-ocr indexing." + "reason": "Non-persistent buffer loading corruption is unrelated to Kosmos2.5 long-input indexing." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Both are loading/import problems, but they affect different APIs and models; no clear shared bug." + "reason": "ImportError for a specific class is different from meta-device loading failures." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 config failure is a different issue from meta-device model loading." + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading issues are different regressions." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal bugs and different failure signatures." + "reason": "Different multimodal model bugs with different error modes." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/attention, but the illegal-memory-access Qwen3.5 bug is distinct from the non-CUDA static-cache seq-length arithmetic bug." + "reason": "Both are attention/cache related, but the root causes and failing paths are different." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom-model initialization regression; 43645 is just the Jupyter-specific manifestation of 43646." + "reason": "Same Transformers 5.0.0 custom-model initialization regression; 43645 is just the Jupyter-specific manifestation." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Torch.compile+SDPA on Bamba-9B-v2 is unrelated to Qwen3.5 flash-attention position-id handling." + "reason": "torch.compile+SDPA on Bamba is unrelated to Qwen3.5 flash-attention packed-sequence misinterpretation." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "No shared bug: Qwen3-vl video StopIteration vs. MPS histogram on Int." + "reason": "Video StopIteration on Qwen3-vl-embedding is unrelated to the MPS histogram error in MoE." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." + "reason": "A script launch failure is unrelated to GGUF gpt-oss support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error is unrelated to Qwen3Moe FineGrainedFP8Config failure." + "reason": "GenerationMixin import issues and Qwen3Moe FP8 issues are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3.x embeddings, but the video StopIteration and TRL unpacking failures are different bugs." + "reason": "Different Qwen video/training failures with no shared code-path bug." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "torch>=2.9 flex_attention compilation failure is unrelated to a torch 2.4.1 incompatibility report." + "reason": "Compiled flex_attention on torch>=2.9 is not the same as a torch 2.4.1 incompatibility." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different fixes." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch is unrelated to a generic torch version incompatibility." + "reason": "Gemma4 device-map mismatch is unrelated to a generic torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "add-new-model-like mapping logic is unrelated to Gemma4 PLE device placement." - }, - { - "left": "issue:44560", - "right": "issue:44805", - "accept": false, - "reason": "Different shape/indexing failures with no evidence of a shared root cause." + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure is unrelated to Gemma4 PLE device placement." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model regression: bad/zero probabilities and nonsensical outputs are the same underlying inference bug." + "reason": "Same SigLIP2 model regression: one report sees zero probabilities, the other nonsensical outputs through AutoModel/pipeline." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different shape/IndexError bugs in unrelated execution paths." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Both describe Gemma4 multimodal 4-bit quantization breakage caused by unsafe dtype handling in the audio/vision embedder path." + "reason": "Same Gemma4 4-bit quantization dtype-cast problem in multimodal/audio embedders." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized regression is unrelated to Kosmos2.5 OCR indexing." + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:44877", "right": "issue:45030", - "accept": true, - "reason": "Both are config-validation regressions blocking model loading; the titles point to the same stricter config-loading change." - }, - { - "left": "issue:42491", - "right": "issue:43720", "accept": false, - "reason": "Qwen3_moe LoRA compatibility across branches is unrelated to BitNet packed-weight loading." + "reason": "Both involve config validation, but they are different model/config regressions." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/Bert index error is unrelated to tokenizer mapping placement logic." + "reason": "ZeRO-3 Bert initialization and add-new-model-like token mapping failures are unrelated." }, { - "left": "issue:43596", - "right": "issue:44661", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "Different failures: Bert Zero3 initialization vs. tokenizer mapping constraints." + "reason": "Different bugs: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same deepspeed ZeRO-3/BertModel IndexError; the pretrained vs non-pretrained distinction does not change the underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The summary correctly characterizes the cluster as mostly heterogeneous while only elevating a few well-supported duplicate/near-duplicate pairs. The accepted pairs and the main representative issue are both plausible from the titles and descriptions provided." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The four accepted duplicate pairs are supported by closely aligned titles and the pair scores, and the rejected pairs generally avoid overclaiming by distinguishing different models or code paths." }, "evaluator_used": true, "retried": false, @@ -2132,7 +2234,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:38175", "issue:39692", @@ -2202,33 +2304,33 @@ "issue:43257|issue:43854", "issue:39692|issue:43994", "issue:43856|issue:43873", - "issue:42491|issue:45292", "issue:43854|issue:43931", + "issue:42491|issue:45292", "issue:43856|issue:44387", "issue:43708|issue:44075", "issue:42491|issue:45335", "issue:44960|issue:46050", "issue:44164|issue:44291", "issue:46897|issue:46901", - "issue:45362|issue:45406", "issue:45488|issue:45812", + "issue:45362|issue:45406", "issue:45276|issue:45335", "issue:44910|issue:45588" ], - "prepared_review_unit_hash": "88b473f2fe96f7e5e64892d81b6c63f9c0d1180efce33f26865fbd2e7450f7d6", + "prepared_review_unit_hash": "d73ad4761ffb442856624da3995bbd4b478166c8034b2d3141aa6c5a0e07547b", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36654, + "serialized_chars": 36656, "estimated_input_tokens": 9164, "estimated_eval_tokens": 18584 }, @@ -2237,201 +2339,201 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it mixes unrelated model-loading, tokenizer, quantization, and training bugs. Only one very strong duplicate pair stands out (the Transformers v5 non-persistent buffer regression), plus one plausible duplicate pair around the training-loss double-shift pattern.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43644 is the clearest representative of the only strong duplicate pair: it states the broad Transformers 5.0.0 buffer regression in a general way, while 44534 is just a later rewording of the same bug.", + "summary": "This cluster is mostly heterogeneous. The only accepted soft duplicate pairs are the Transformers v5 non-persistent-buffer corruption reports and the resize_token_embeddings propagation bug across model-specific embedding/output layers. The rest share only broad model or subsystem themes, not the same concrete defect.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43644 is the clearest representative of the v5 non-persistent-buffer corruption reports and is very close in wording and symptom to 44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best overall issue to anchor the cluster because it is broad, well-scoped, and matches an accepted duplicate with minimal ambiguity.", + "best_issue_reason": "Issue 43644 is the best overall issue representative here because it names the v5 buffer corruption symptom directly and has the strongest linkage to a matching follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both mention offloading/memory, but one is a dequantized model load failure and the other is Strix Halo mmap/OOM; different bugs and code paths." + "reason": "Both involve loading/offload behavior, but one is a device_map offload failure and the other is a Strix Halo mmap/OOM issue." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated failures: tokenizer-mapping model registration vs an IndexError in mask/tensor shapes." + "reason": "Different bugs: tokenizer-mapping setup failure versus a mask/tensor shape mismatch." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but different underlying problems: zero probabilities vs docs-example model/processor mismatch and quantization failures." + "reason": "Same model family, but the symptoms differ: zero probabilities versus docs/example model-processor mismatch and quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same Transformers v5 regression: non-persistent buffers being filled with junk; 44534 is the same bug restated." + "reason": "Same Transformers v5 non-persistent-buffer corruption bug; the titles describe the same symptom with slightly different wording." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; not the same bug." + "reason": "Different Qwen3 failures: auto device-mapping CUDA assert versus FineGrainedFP8Config load failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different issues: Qwen3MoE FP8 failure vs mmap/offload OOM on Strix Halo." + "reason": "Unrelated issues: Qwen3 MoE FP8 config handling versus mmap/OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Both are model-specific loading/resize issues, but they affect different architectures and different affected embeddings; no clear shared bug." + "reason": "Both are Qwen3-related, but one is a LoRA compatibility problem and the other is a resize_token_embeddings regression." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and symptoms: GLM5 title-only issue vs Qwen3.5 flash-attn generation failure." + "reason": "Different model and failure mode; no clear shared concrete bug." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are generic load failures, but they target different models and there is no evidence of the same root cause." + "reason": "Same general loading theme, but they affect different models and do not show one shared defect." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to Qwen3.5 tensor-parallel plan/OOM issues." + "reason": "NemotronH checkpoint loading versus missing linear_attn entries in tensor-parallel planning are different problems." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both mention dtype, but one is AutoModelForCausalLM loading behavior and the other is from_config() config-state mismatch; different code paths." + "reason": "Both involve dtype, but one is composite-checkpoint loading and the other is from_config leaving config.dtype stale." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained visual-encoder key serialization are distinct bugs." + "reason": "Different code paths: ZeRO-3 weight loading versus save_pretrained writing incorrect visual encoder keys." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and failures: invalid method call in GraniteMoEHybrid vs broken Nemotron example." + "reason": "Different model/example breakages with no evidence of the same method-call bug." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but for different models and likely different root causes." + "reason": "Both are tokenizer/model-loading regressions, but they appear to be different tokenizer issues for different models." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is a buffer-initialization regression; the other is Jupyter custom-model initialization breaking. Not the same bug." + "reason": "Non-persistent-buffer corruption is unrelated to the Jupyter/custom-model initialization regression." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE load/convert with accelerate+deepspeed is unrelated to GLM-4.7-Flash unit-test loading failures." + "reason": "Both are loading issues, but one is accelerate+deepspeed conversion and the other is a unit-test model-loading failure." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same SigLIP2 model, but the reports describe different symptoms and likely different failure modes; not enough to treat as one duplicate." + "reason": "Related SigLIP2 area, but the reported failures differ and do not clearly point to the same bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both touch quantization/memory, but one is Qwen3 MoE training memory efficiency and the other is offloading behavior under quantization." + "reason": "Training memory inefficiency and quantization/offload behavior are not the same defect." }, { - "left": "issue:42491", - "right": "issue:45292", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Different model families and different resized embedding surfaces; no shared underlying bug is evident." + "reason": "Different load failures: GLM-4.7-Flash unit-test loading versus Qwen3-VL weight-shape mismatch." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "GLM-4.7-Flash loading in tests and Qwen3-VL weight-shape mismatch are unrelated model-load failures." + "reason": "Shared resize wording is not enough; these appear to be different bugs." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both involve memory pressure, but one is a training-efficiency report and the other is an int4 quantization reserved-memory regression." + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is increased reserved CUDA memory under int4 quantization." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume max_steps logic and unused SGD optimizer args are unrelated." + "reason": "Trainer checkpoint-resume step counting and SGD argument handling are unrelated." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Both are resize_token_embeddings complaints, but they affect different model internals and there is no clear shared code path." + "reason": "Different model-specific regressions; not enough evidence that they are the same issue." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5/model issue vs quantized model save/load corruption are unrelated." + "reason": "Different models and different save/load behavior; no shared concrete bug." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both affect model loading/saving, but extra_state handling and init_empty_weights/_is_hf_initialized are different mechanisms." + "reason": "Different serialization/load paths: extra_state handling versus unexpected _is_hf_initialized argument." }, { "left": "issue:46897", "right": "issue:46901", - "accept": true, - "reason": "Both describe the same training-loss double-shift/off-by-one label bug; the model names differ, but the underlying defect is the same label-slicing mistake." - }, - { - "left": "issue:45362", - "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are separate failures." + "reason": "They share a loss-shift pattern, but the model-specific implementations are different and not clearly one shared bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and use different broken mechanisms (pre-tokenizer override vs wrong token IDs)." + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and model families." }, { - "left": "issue:45276", - "right": "issue:45335", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Similar resize_token_embeddings wording, but different architecture-specific embedding paths and no evidence of one shared bug." + "reason": "Qwen3.5 chat crash and Gemma4 processor crash are unrelated failures." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Likely the same resize_token_embeddings propagation bug: model-specific embedding/output layers are not updated consistently." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash-attention illegal memory access on Qwen3.5 due to 3D position_ids is unrelated to the s_aux=None AttributeError in flash_attention integration." + "reason": "Both involve flash attention, but the concrete crash causes are different." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are well supported by near-identical titles and descriptions, and the rejected pairs avoid overclaiming duplicate status despite superficial similarity. The cluster characterization as mostly heterogeneous is also consistent with the listed issues." + "accept": false, + "feedback": "The cluster summary is broadly aligned with the packet, and the two accepted soft pairs are plausible. However, the writeup overstates evidence in a few places: \"precise, reproducible\" is not supported by the packet, \"exact duplicate counterpart\" is stronger than the available title-level evidence, and \"same underlying API regression\" for the resize_token_embeddings pair should be phrased more cautiously as a likely/shared bug. Because precision is the goal, this should be tightened before accepting." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2447,7 +2549,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:36010", "issue:39404", @@ -2504,11 +2606,11 @@ "issue:41720|issue:44155", "issue:43425|issue:43957", "issue:45663|issue:45759", - "issue:43404|issue:43454", "issue:42947|issue:45704", + "issue:43404|issue:43454", "issue:44291|issue:44756", - "issue:44079|issue:46829", "issue:43873|issue:44387", + "issue:44079|issue:46829", "issue:45663|issue:45859", "issue:44292|issue:44912", "issue:36010|issue:39404", @@ -2531,226 +2633,226 @@ "issue:43646|issue:43708", "issue:44402|issue:44451" ], - "prepared_review_unit_hash": "16924395e51f158eb41438394cded35bd56bfdbb2cbb925817b24762680c41a7", + "prepared_review_unit_hash": "18e6c018e55714104174f9ae6b7fa90a3aa00a4adbacd45310ab1a4eeb9cad3b", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37057, - "estimated_input_tokens": 9265, - "estimated_eval_tokens": 18786 + "serialized_chars": 37061, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mixed bag of unrelated Transformers issues, with one clear duplicate family around `resize_token_embeddings` not updating tied/output embeddings across model variants. I would anchor the cluster on the generic `output_embeddings` report and treat the model-specific variants as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "`issue:45292` is the cleanest, most generic statement of the shared bug (`resize_token_embeddings` not affecting `output_embeddings`), and it matches the more model-specific variants in this set.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. The only clear duplicate subgroup is the `resize_token_embeddings` regression around output embeddings, where a broad generic report and two model-specific variants overlap.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the broadest representative of the only real duplicate subgroup here: `resize_token_embeddings` not updating output embeddings / related embedding modules.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best representative because it is the broadest formulation of the underlying resize-token-embedding regression and can absorb the related model-specific reports.", + "best_issue_reason": "issue:45292 is the best issue to anchor the embedding-resize subgroup because it is the most generic phrasing and can absorb the Gemma4/T5Gemma variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Same broad symptom class (tokenizer vocab / special-token placement) but different models and no evidence of the same root cause or fixable code path." + "reason": "Both are tokenizer/model loading problems, but the specific failure modes and affected models differ; not the same underlying bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different topics: SigLIP2 docs/quantization example errors vs a GLM5 issue. No shared bug or implementation path." + "reason": "Unrelated topics: doc/example errors versus a GLM5 model issue." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference leakage." + "reason": "Different subsystems and symptoms: Qwen device-mapping crash vs AudioFlamingo batched inference leakage." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both are loading/runtime regressions in new versions, but the concrete failures are different (`torch 2.10` compatibility vs `meta` loading breakage)." + "reason": "Both involve model loading/runtime compatibility, but one is a Torch version incompatibility and the other is a `meta` loading regression." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention KeyError and Qwen multimodal `from_config` unwrapping are different code paths and fixes." + "reason": "Different code paths: Gemma4 FSDP attention state handling vs multimodal Qwen config unwrapping." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Both mention untied `lm_head`, but they are model-specific bugs in different classes and not clearly the same underlying code path." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior and a T5 RMSNorm memory leak are unrelated." + "reason": "Similar theme of weight tying, but these are different model classes and likely separate implementation bugs." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` constructor argument handling vs mmap/OOM on Strix Halo are unrelated." + "reason": "`init_empty_weights` argument handling is unrelated to the Strix Halo mmap OOM workaround." }, { - "left": "issue:44079", - "right": "issue:46829", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "`ModelOutput` key assignment bug vs VideoPrism output field mix-up are different object/output bugs." + "reason": "Both touch quantization memory, but one is offloading behavior and the other is increased reserved memory under int4; not the same concrete bug." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:44079", + "right": "issue:46829", "accept": false, - "reason": "Both involve quantization/memory, but one is offloading not working and the other is increased reserved memory leading to OOM; not the same bug." + "reason": "Both are output-structure issues, but they affect different output classes and symptom paths." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 `KeyError` and Qwen3_5Moe CPU-offload incompatibility are different failures." + "reason": "Gemma4 FSDP attention state handling is unrelated to Qwen3_5Moe rotary embedding CPU offload." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "`init_empty_weights` unexpected argument issue and MXFP4 falling back to bf16 are unrelated loading/quantization problems." + "reason": "Separate quantization failures on different models; not enough evidence of one shared bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing `GenerationMixin` from a moved module and Whisper `return_language` pipeline regression are unrelated." + "reason": "Import path breakage and Whisper pipeline behavior are unrelated." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 token leakage and Gemma4 PLE device mismatch are different model-specific runtime bugs." + "reason": "Different model families and failure modes: token leakage in batched inference vs device mismatch in forward." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but one is int4 quantization reserve-memory growth and the other is a Strix Halo mmap/OOM issue." + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is mmap on Strix Halo; distinct causes." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is eval-mode incompatibility." + "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA while the other is eval-mode incompatibility." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "`meta`-device loading breakage and mmap/OOM are separate loading mechanisms with different causes." + "reason": "`torch.device('meta')` loading regressions and Strix Halo mmap OOM are different issues." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug and Gemma4 FSDP2 attention state bug are unrelated." + "reason": "Single-layer sparse config bug is unrelated to Gemma4 FSDP attention state rebuilding." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading failure and broken official example are related by model name only; not clearly the same bug." + "reason": "Nemotron checkpoint loading and the official Nemotron example being broken are related in theme but not clearly the same bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying regression: `resize_token_embeddings` does not update tied/output embeddings; `45276` is just the Gemma4-specific manifestation." + "reason": "Both report `resize_token_embeddings` failing to update output embeddings; 45276 is a Gemma4-specific manifestation of the broader bug in 45292." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video input regression and strict config loading are different model/config bugs." + "reason": "Different model/config regressions: video input handling vs strict config loading for granite_speech." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation and RLHF NaN explosion from 3D `position_ids` are unrelated." + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 RLHF NaN/SDPA fallback issue." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/from_pretrained `extra_state` handling and Strix Halo mmap/OOM are unrelated." + "reason": "Save/load `extra_state` handling is unrelated to disabling mmap for OOM." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are different tokenizer issues." + "reason": "Tokenizer BPE marker handling and `continue_final_message` are different tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 attention `KeyError` are separate attention bugs." + "reason": "Flash-attention sink-less crash and Gemma4 FSDP attention state rebuilding are separate code paths." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation on save and wrong custom module loading on reload are different save/load problems." + "reason": "Custom-model save permissions and wrong-module loading after save are both save/load related but distinct failures." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unit-test model loading for GLM-4.7 vs Qwen3.5 checkpoint regression are different model-specific issues." + "reason": "Different regressions: unit-test loading of GLM-4.7-Flash vs Qwen3.5 checkpoint saving." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same core `resize_token_embeddings` regression, expressed for different embedding paths (`output_embeddings` vs `decoder.embed_tokens`)." + "reason": "Both are the same `resize_token_embeddings` family of bugs: 45292 covers output embeddings, and 45335 shows the decoder embedding not being updated." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom-model init in notebooks vs `extra_state` save/load handling are related to custom models but not the same bug." + "reason": "Custom-model Jupyter init breakage is unrelated to `extra_state` save/load handling." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and Trainer `max_steps` miscalculation are unrelated." + "reason": "Custom model initialization under Transformers 5 and trainer resume/max_steps calculation are unrelated." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading complaints, but they concern different models and likely different vocab/config issues." + "reason": "Different model-loading/tokenizer problems; same broad area but not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The two accepted pairs around `resize_token_embeddings` are the only clearly mergeable duplicate family here, and choosing `issue:45292` as the generic anchor is well supported by the titles. The remaining pair rejections are appropriately cautious and do not overstate evidence." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The resize_token_embeddings subgroup is the only clearly supported duplicate cluster, and the accepted links (45276\u219445292, 45292\u219445335) are well justified by the titles and high similarity. The rest of the pair rejections do not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -2769,7 +2871,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:36032", "issue:39404", @@ -2828,17 +2930,17 @@ "issue:43425|issue:43828", "issue:45812|issue:46315", "issue:39404|issue:45701", - "issue:43611|issue:43645", "issue:44530|issue:45084", - "issue:39404|issue:46665", + "issue:43611|issue:43645", "issue:43425|issue:46869", + "issue:39404|issue:46665", "issue:44683|issue:45823", "issue:43425|issue:43716", "issue:43425|issue:45823", "issue:44479|issue:44805", "issue:44589|issue:45084", - "issue:43901|issue:44509", "issue:43906|issue:44530", + "issue:43901|issue:44509", "issue:43994|issue:44079", "issue:36032|issue:43452", "issue:44265|issue:44898", @@ -2847,8 +2949,8 @@ "issue:44164|issue:45759", "issue:43906|issue:46326", "issue:44671|issue:44991", - "issue:45823|issue:46899", "issue:44991|issue:45081", + "issue:45823|issue:46899", "issue:43299|issue:43931", "issue:45479|issue:46894", "issue:43856|issue:44756", @@ -2856,238 +2958,238 @@ "issue:45479|issue:46897", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "536e59573f225b6af230716791e314e7b9ef932c98cbe28543fc78d2e037fa99", + "prepared_review_unit_hash": "af35413b0b53d90f4c02e7d1d4989b03b9cc35bed98074983582bb267780aacd", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38135, - "estimated_input_tokens": 9534, - "estimated_eval_tokens": 19324 + "serialized_chars": 38131, + "estimated_input_tokens": 9533, + "estimated_eval_tokens": 19322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers v5 regressions across tokenizers, model loading, multimodal paths, and training edge cases. The issues share a loose \u201cv5 breaks something\u201d theme, but most are not true duplicates of the same underlying bug.", - "confidence": 0.32, - "canonical_issue_reason": "issue:43611 is the broadest generic model-loading regression in the set and best matches the cluster\u2019s common loading-breakage theme; the rest are mostly model-specific variants or unrelated regressions.", + "summary": "This cluster is heterogeneous: several items are broad v5 loading/tokenizer regressions, but most pairs describe different code paths or model families. I did not find any soft-edge pair that is safe to merge as a duplicate.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43611 is the broadest, most general v5 loading-regression report in the set, so it is the least-specific representative of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best representative issue because it is broad, user-facing, and closer to the shared cluster theme than the narrower model-specific reports.", + "best_issue_reason": "issue:43611 is the best single representative of the overall loading-regression theme, though the cluster is still too mixed to treat as one duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different failure modes: autocast dtype mismatch vs meta-device loading; not the same bug." + "reason": "Different bugs: autocast dtype mismatch at runtime vs meta-device model loading failure." }, { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Both describe a double-shift pattern, but they are reported on different models/code paths and don\u2019t clearly share one concrete fix." + "reason": "Same symptom pattern, but different model-specific training-loss implementations; not the same code path." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Unrelated symptoms: missing Float8 storage vs mmap/OOM behavior." + "reason": "Unrelated failures: missing Float8 storage vs mmap/OOM behavior on Strix Halo." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in token conversion vs a leading-space encode/decode regression; different issues." + "reason": "Both tokenizer-related, but one is a slowdown in convert_tokens_to_ids and the other is a round-trip correctness regression." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version compatibility problem vs a model dtype mismatch; not the same underlying bug." + "reason": "Torch version compatibility vs a multimodal autocast dtype mismatch are different problems." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models is a correctness bug, while the other is a slowdown in token lookup." + "reason": "Wrong token IDs for Granite models is a correctness bug, not the same as a slow conversion path." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression and a general tokenization-change complaint are different bugs." - }, - { - "left": "issue:43611", - "right": "issue:43645", - "accept": false, - "reason": "Both involve v5 loading, but one is base_model_prefix handling and the other is notebook-defined custom model initialization." + "reason": "Whisper pipeline return_language regression is unrelated to a generic tokenization-change report." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 cache/group-type crash vs template compilation error; different code paths and symptoms." + "reason": "Different failures in different subsystems: PagedAttentionCache crash vs template-node compilation error." }, { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Pipeline option regression vs from_pretrained behavior inside classes; not the same problem." + "reason": "Both concern v5 model loading, but one is base_model_prefix handling and the other is notebook/custom-model initialization." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility and multi-GPU device-map failure are unrelated." + "reason": "Torch incompatibility and YOLO multi-GPU device_map behavior are not the same underlying bug." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are distinct issues." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention failure on newer torch vs Gemma4 device mismatch during forward; different subsystems." + "reason": "Compiled flex_attention on newer torch and Gemma4 device mismatch are unrelated code paths." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General torch compatibility issue vs a Mistral dtype mismatch bug; not duplicates." + "reason": "General Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are different bugs." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Same broad dependency area, but the actual bugs are unrelated." + "reason": "Torch compatibility issue vs a forward-pass device mismatch in Gemma4 PLE." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video input regression in Qwen VL models vs a mask-shape index error; different root causes." + "reason": "Different regressions: video-input handling for Qwen VL models vs a generic mask-shape IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different failures: storage lookup error vs compilation/type error." + "reason": "Different failure modes in unrelated parts of the stack." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Both are docs-related, but they cover different deprecated/removed pipeline mentions and are not the same issue." + "reason": "An isolated reproduction of one issue is not the same bug as the PagedAttentionCache crash." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "An isolated reproduction of a previous issue is not the same as a PagedAttentionCache linear_attention crash." + "reason": "Both are docs issues, but they refer to different removed/deprecated APIs and different documentation sections." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 wrong outputs and ModelOutput key assignment are unrelated bugs." + "reason": "Wrong/nonsensical model outputs are not the same as ModelOutput key-assignment behavior." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-tokens method conflict vs gguf_file loading breakage; different code paths." + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading failures are separate loading bugs." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/exportability problem vs Perceiver interpolation failure; not the same underlying change." + "reason": "torch.export failure due to torch_compilable_check is unrelated to Perceiver interpolation handling." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline regression and MXFP4 quantization loading are different model-specific problems." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption vs continue_final_message on mistral_common tokenizers; different behavior." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and composite Qwen config unwrapping are distinct loading bugs." + "reason": "extra_state save/load handling and text_config unwrapping are different model-loading mechanisms." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Unrelated issues: isolated repro of an earlier bug vs mistral_common continuation handling." + "reason": "A reproduction issue and a tokenizer message-continuation bug are not the same underlying defect." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM regression and tokenizer loading failure for est-roberta are different bugs." + "reason": "CamemBERT masked-LM predictions and EMBEDDIA tokenizer loading failures are different tokenizer/model bugs." }, { - "left": "issue:45823", - "right": "issue:46899", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Device-map mismatch vs unsafe dtype cast in multimodal embedders; different root causes." + "reason": "Tokenizer loading failure and a Mistral regex patch crash are distinct issues." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:45823", + "right": "issue:46899", "accept": false, - "reason": "Both are tokenizer-load problems, but they affect different models and stem from different fixes." + "reason": "Device-map forward mismatch vs unsafe dtype cast in multimodal embedders are different bugs." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Same Qwen3-VL family, but one is a MoE loading breakage and the other is a specific weight-shape mismatch; not clearly one bug." + "reason": "Both involve Qwen3-VL family loading, but one is a broad v5 regression and the other is a specific weight-shape mismatch." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Single-label zero-loss classification bug vs ASR double-shift training bug; unrelated." + "reason": "Different loss bugs in different model families; not a shared code path." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE memory usage and Strix Halo mmap/OOM workaround are different issues." + "reason": "Training memory usage and Strix Halo mmap/OOM are unrelated." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "save/from_pretrained extra_state handling vs a TimesFM window_size attribute error; different code paths." + "reason": "extra_state handling in save/from_pretrained is unrelated to TimesFM window_size attribute errors." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Degenerate zero-loss classification bug vs Florence2 double-shift training-loss bug; not the same underlying issue." + "reason": "Different model families and different loss implementations, despite both being double-shift reports." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed/BertModel zero-size index error is unrelated to compiled flex_attention failures." + "reason": "Deepspeed zero3/BertModel indexing failure is unrelated to compiled flex_attention on newer torch." } ] }, @@ -3109,7 +3211,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:34567", "issue:36032", @@ -3119,9 +3221,7 @@ "issue:42175", "issue:42796", "issue:42915", - "issue:43262", "issue:43317", - "issue:43377", "issue:43404", "issue:43421", "issue:43452", @@ -3135,6 +3235,7 @@ "issue:43645", "issue:43646", "issue:43716", + "issue:43746", "issue:43883", "issue:44206", "issue:44220", @@ -3190,216 +3291,216 @@ "issue:45084|issue:45507", "issue:43317|issue:43482", "issue:43883|issue:44488", - "issue:43262|issue:43377" + "issue:43746|issue:46326" ], - "prepared_review_unit_hash": "e2a69380077acc27cb8758b486642b7b3f9d4a15ad5c2ff6821389f597a18e23", + "prepared_review_unit_hash": "172267466cf93b6772be53c62897409b7e57e84fdb8d4a08e0c768ea2e2aa5c9", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36734, - "estimated_input_tokens": 9184, - "estimated_eval_tokens": 18624 + "serialized_chars": 36111, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of separate Transformers v5 regressions, with only loose thematic overlap around tokenization/loading. I would not merge any of the soft pairs as duplicates based on the available titles alone.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43611 is the broadest, most representative loading-regression report in the set; several other items are narrower model/tokenizer breakages, but none are clearly the same bug.", + "summary": "This cluster is thematically loose: many items are tokenizer/model-loading regressions, but the soft pairs usually point to different concrete code paths, models, or failure modes. I would not merge any of the soft candidates as duplicates. If one issue must represent the cluster, 44462 is the closest broad tokenizer-loading regression, but it is still only a loose umbrella fit.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical duplicate exists; if forced to pick a representative, issue 44462 is the broadest tokenizer-loading regression and has inbound references, so it is the closest cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single issue to keep as a representative anchor because it describes a general v5 model-loading regression rather than a model-specific symptom.", + "best_issue_reason": "Issue 44462 is the best representative of the cluster\u2019s loose common theme: a user-facing tokenizer/loading regression affecting multiple downstream reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both concern tokenizer/model loading, but they target different models and different failure descriptions; not clearly the same underlying bug." + "reason": "Both are load failures, but one is model-specific tokenization loading for cjvt/sleng-bert and the other is a transformers>=5.1 regression on physical-intelligence/fast; different bugs." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "One is a generic load failure for a specific model; the other is a Mistral regex patch crash in tokenizer internals. Different code paths." + "reason": "cjvt/sleng-bert loading vs Mistral regex patch/backend_tokenizer crash are different tokenizer paths and failure causes." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; too different to dedupe." + "reason": "base_model_prefix loading failure and junk-filled non-persistent buffers are both v5 regressions, but they are distinct initialization/loading problems." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head tying are unrelated bugs." + "reason": "Tokenizer BPE marker handling and Mistral3 lm_head weight tying are separate bugs in different parts of the stack." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both mention tokenizers, but one is AutoTokenizer ignoring tokenizer.json while the other is DeepSeek-Coder output regression tied to a prior fix gap; not the same concrete bug." + "reason": "Ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output are related only broadly to tokenizers; they are not the same concrete defect." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure mismatch and Sam3 text encoder weight-loading issues are different model-specific regressions." + "reason": "CLIP structure inconsistency and Sam3Model text encoder weights not loading are model-specific and have different root causes." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template compilation failure are distinct failures." + "reason": "Image preprocessor dtype mismatch and a compilation/template-node TypeError are unrelated failures." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT masked-LM prediction issues are unrelated." + "reason": "Whisper return_language pipeline breakage and CamemBERT masked-LM prediction errors are different model/code-path regressions." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both involve device placement/offload, but they affect different model components and different code paths." + "reason": "Both involve device placement, but XLNet CPU arange and Qwen3_5Moe CPU-offload rotary embedding are separate bugs." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from trust_remote_code config and a PagedAttentionCache linear_attention crash are unrelated." + "reason": "trust_remote_code missing fields in AutoConfig and PagedAttentionCache linear_attention crash are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "add-new-model-like tokenizer mapping failure and torch>=2.9 flex_attention compilation failure are unrelated." + "reason": "Model registration in TOKENIZER_MAPPING_NAMES and compiled flex_attention on torch>=2.9 do not share a concrete bug." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on one model and tokenizer backend post-processor updating are not the same bug." + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are different symptoms and code paths." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache crash are different issues." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are not the same issue." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model loading failures, but the models and failure modes differ; not enough to treat as one defect." + "reason": "Loading vesteinn/ScandiBERT and loading physical-intelligence/fast on newer transformers are different model-specific load failures." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo tracing error in Mixtral and a template-node compilation error are unrelated." + "reason": "Mixtral grouped_mm tracing error and non-template-node compile error are distinct compiler/runtime failures." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and Qwen2.5-VL iterable-dataset multi-image failure are different subsystems." + "reason": "TrainerState token counter regression and Qwen2.5-VL iterable-dataset multi-image failure are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffer junk values and custom model initialization breakage are different symptoms with different likely fixes." + "reason": "Non-persistent buffer junk and custom model initialization failures are both v5 regressions, but not the same bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." + "reason": "AppleSilicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are unrelated." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset failure and mistral_common continue_final_message bug do not share a concrete code path." + "reason": "Qwen2.5-VL multi-image finetuning failure and mistral_common continue_final_message behavior are different model/tokenizer issues." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Missing tensorflow in the torch extra and an unsupported tensorflow_text backend error are related only at a very high level, not the same bug." + "reason": "Missing tensorflow in the torch extra is a packaging/dependency issue; tensorflow_text not in BACKENDS_MAPPING is a backend registration bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature-extraction related, but one is a specific center-arg regression and the other is an unspecified fbank helper issue; too little evidence they are the same fix." + "reason": "Both are audio-feature issues, but one is an unsupported center arg in LasrFeatureExtractor and the other is a lower-level _torch_extract_fbank_features problem; not clearly the same defect." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method conflict and custom model initialization in notebooks are unrelated." + "reason": "T5Tokenizer add_special_tokens conflict and Jupyter custom model initialization breakage are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper special-token handling, but one is batch_decode ignoring skip_special_tokens and the other is empty-transcription failure after align_special_tokens; not clearly the same bug." + "reason": "Whisper batch_decode ignoring skip_special_tokens and empty transcription failure after align_special_tokens are related only by subsystem, not a single concrete bug." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF loading, but one is a broad from_pretrained breakage while the other is a Qwen2.5-GGUF-specific v5 failure." + "reason": "gguf_file breaking from_pretrained APIs and Qwen2.5-GGUF loading failure are both GGUF-related but not the same specific regression." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model load failures, but they are different models and no shared concrete failure mechanism is shown." + "reason": "Both are tokenizer/model loading failures on v5, but they involve different models and likely different root causes." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Compilation of non-template nodes and GraniteMoEHybrid calling an invalid method are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Device-map offload loading failure and Qwen2.5-GGUF v5 loading failure are different problems." + "reason": "device_map=auto offload/dequantization failure and Qwen2.5-GGUF loading failure are different loading paths." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys and a model-loading failure are not the same underlying issue." + "reason": "Missing all_tied_weights_keys in MolmoForCausalLM and loading cjvt/sleng-bert are unrelated model-specific issues." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and MIMI batched-vs-single padding-mask behavior are different bugs." + "reason": "GraniteSpeech PEFT adapter local-checkpoint loading and mistral_common continue_final_message are different failures in different model families." } ] }, @@ -3421,7 +3522,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:28530", "issue:34567", @@ -3429,6 +3530,8 @@ "issue:41720", "issue:42915", "issue:43089", + "issue:43208", + "issue:43262", "issue:43322", "issue:43377", "issue:43404", @@ -3438,7 +3541,6 @@ "issue:43645", "issue:43646", "issue:43742", - "issue:43746", "issue:43792", "issue:43819", "issue:43883", @@ -3466,251 +3568,257 @@ "issue:45357", "issue:45987", "issue:46315", - "issue:46326", - "issue:46661", "issue:46821", "issue:46869", - "issue:46899" + "issue:46899", + "issue:47013" ], "soft_pairs": [ - "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43208|issue:47013", "issue:43646|issue:44534", - "issue:43645|issue:46661", + "issue:43645|issue:44534", "issue:44403|issue:45081", "issue:43792|issue:46869", "issue:42915|issue:45084", - "issue:43377|issue:43819", "issue:44849|issue:45325", + "issue:43377|issue:43819", "issue:43404|issue:44466", "issue:44464|issue:45987", "issue:44987|issue:45081", "issue:28530|issue:34567", "issue:43994|issue:44610", - "issue:44008|issue:46899", "issue:42915|issue:44291", + "issue:44008|issue:46899", "issue:44451|issue:45081", "issue:43883|issue:44991", "issue:36032|issue:43742", "issue:44062|issue:44987", "issue:44265|issue:44610", - "issue:43089|issue:45987", "issue:43632|issue:46821", + "issue:43089|issue:45987", "issue:43322|issue:43540", "issue:42915|issue:44589", "issue:44479|issue:45325", "issue:36032|issue:41720", "issue:43531|issue:44877", - "issue:44991|issue:46315", - "issue:45216|issue:45357" + "issue:45216|issue:45357", + "issue:44991|issue:46315" ], - "prepared_review_unit_hash": "5b377b1ebc4622be79c69d268bfae83f96f983cf989a4d62ba5228621753ea31", + "prepared_review_unit_hash": "90bb67bd0fe2238ddb939ed7947abd8263ff3d6af2ee4992e4601fbb61e6d466", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36612, - "estimated_input_tokens": 9153, - "estimated_eval_tokens": 18562 + "soft_pair_count": 30, + "serialized_chars": 36925, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated regressions, but I see two likely duplicate pairs: Transformers v5 `_is_hf_initialized` handling and Qwen3.5 `save_pretrained` serialization. Everything else looks too different to merge safely.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43632 is the broadest description of the core `_is_hf_initialized` regression, and issue:44291 reads like a specific failure mode of that same initialization change.", + "summary": "Most candidate pairs are topical false positives rather than true duplicates. I only accept two soft edges: the Qwen video-input regression pair (44479/45325) and the Qwen3.5 save_pretrained regression pair (45216/45357).", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the best umbrella issue in this set because it describes the broad Qwen multimodal video regression, and issue:45325 reads like a specific manifestation of that same bug. The rest of the items are largely unrelated, so no other issue is a better global anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the best standalone issue because it captures the underlying v5 initialization break at the root of the accepted duplicate pair.", + "best_issue_reason": "issue:44479 is the strongest representative because it captures the broader regression affecting multiple Qwen multimodal variants, whereas 45325 is narrower and model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both involve audio/MIMI-related behavior, but one is a sampling-rate default bug and the other is a batching/padding-mask mismatch; different code paths." + }, + { + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Different bugs: PEFT/local checkpoint loading vs tokenizer continue_final_message behavior." + "reason": "Same model family, but 43208 is a broad multi-bug training report while 47013 is a specific unpacking crash in train mode; not the same bug." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage is not the same as non-persistent buffer serialization corruption." + "reason": "Custom model initialization in v5 is unrelated to non-persistent buffer corruption." }, { "left": "issue:43645", - "right": "issue:46661", + "right": "issue:44534", "accept": false, - "reason": "Notebook/custom initialization failure and remote-code `config_class` lookup are related only at a high level." + "reason": "Jupyter/custom model init regression is not the same underlying issue as junk-filled non-persistent buffers." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise is not the same concrete tokenizer regex crash." + "reason": "Loading-noise issue and Mistral regex patch crash are different behaviors with different failure modes." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper model loading/running failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Whisper loading failure and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3MoE FP8 config failure and template compilation error are different code paths." + "reason": "FineGrainedFP8Config failure and template-node compilation error are distinct bugs." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Both are audio-model issues, but batched padding-mask mismatch and DAC STE mismatch are distinct bugs." + "reason": "Different Qwen model families and different symptoms; one is hidden-state output handling, the other is video/rope indexing." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Hidden-states output bug and Qwen2.5-VL rope index scaling are not the same failure." + "reason": "Both are audio-model discrepancies, but the causes differ: missing padding-mask support versus missing STE in DAC.from_latents." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "One is untied weights in a specific model; the other is device-dependent serialization of tied weights." + "reason": "Both touch tied lm_head weights, but one is a model-specific untied-weight bug and the other is save/serialization inconsistency; not the same concrete fix." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked compiled generation inconsistency is unrelated to StaticCache length return type." + "reason": "Chunked generation inconsistency under compiled forward is unrelated to StaticCache sequence-length type contract." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load regression for a model family and Mistral regex patch crash are different issues." + "reason": "Tokenizer loading failure for one model and Mistral regex-patching crash are different code paths." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and `num_input_tokens_seen` not updating are unrelated trainer problems." + "reason": "Early stopping metric selection and num_input_tokens_seen tracking are separate Trainer issues." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 wrong outputs and OmDet-Turbo processor size mismatch do not share the same bug." + "reason": "Different multimodal preprocessing problems for different models; not the same bug." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Gemma3n variable collision and Gemma4 4-bit quantization dtype casting are different multimodal failures." + "reason": "Both involve model loading/configuration in v5, but the specific failures and root causes differ." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44008", + "right": "issue:46899", "accept": false, - "reason": "FP8 Qwen3MoE failure and `_is_hf_initialized` init_empty_weights error are unrelated." + "reason": "Gemma 3n variable-name collision and Gemma4 4-bit dtype-cast regression are distinct bugs." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT load failure is not the same as the Mistral tokenizer regex crash." + "reason": "ScandiBERT loading failure and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer load failure are unrelated." + "reason": "Missing all_tied_weights_keys and tokenizer loading failure for est-roberta are different issues." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer method conflict and MobileLLM key error are different loading bugs." + "reason": "Tokenizer special-token conflict and MobileLLM key error are not the same failure." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "`AddedToken` special-argument conflict is not the same as the physical-intelligence/fast loading failure." + "reason": "AddedToken keyword collision and physical-intelligence/fast tokenizer load failure are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "`torch.export`/`torch_compilable_check` failure is unrelated to OmDet-Turbo preprocessing size." + "reason": "torch.export + torch_compilable_check is unrelated to OmDet-Turbo image-size preprocessing." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Generation sync overhead and cache sequence-length return type are different performance/typing issues." + "reason": "_is_hf_initialized breakage and TimesFM window_size AttributeError are different regression classes." }, { - "left": "issue:43632", - "right": "issue:44291", - "accept": true, - "reason": "Same core `_is_hf_initialized` regression: one report is the general v5 breakage, the other is the init_empty_weights TypeError from the same flag handling." + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache return-type bug are not the same underlying problem." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next load-time segfault and Qwen3OmniMoe video-processing ValueError are distinct multimodal failures." + "reason": "Both are multimodal load/process failures, but they affect different model stacks and different failure points." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure and missing Float8 storage type are different low-level problems." + "reason": "FineGrainedFP8Config failure is unrelated to Float8 storage deserialization." }, { "left": "issue:44479", "right": "issue:45325", - "accept": false, - "reason": "Both involve Qwen VL models, but broad video-input regression and still-image temporal position scaling are not clearly the same concrete bug." + "accept": true, + "reason": "45325 is a specific Qwen2.5-VL manifestation of the broader v5.3 video-input regression described in 44479; same code-path class." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer loading conflict and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Tokenizer constructor conflict and Qwen3 auto device-map CUDA assert are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window behavior and strict config loading are different issues." - }, - { - "left": "issue:44991", - "right": "issue:46315", - "accept": false, - "reason": "Tokenizer loading failure and slow `convert_tokens_to_ids` regression are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE and strict config loading for granite_speech are separate issues." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` serialization bug; issue 45357 is a narrower report about the visual encoder keys." + "reason": "Both report the same Qwen3.5 save_pretrained regression around incorrect checkpoint serialization/visual encoder keys; 45357 looks like a follow-up reproduction." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading breakage and slower convert_tokens_to_ids are different tokenizer issues with different symptoms and fixes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The two accepted duplicate pairs (issue:43632/issue:44291 and issue:45216/issue:45357) are plausible from the titles and descriptions, and the other pairwise rejections do not overstate similarity." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are plausibly the same bug class from the titles/body context: the Qwen video/rope regression pair and the Qwen3.5 save_pretrained regression pair. The rest are reasonably rejected as different failure modes or model-specific regressions. No overclaiming stands out." }, "evaluator_used": true, "retried": false, @@ -3729,7 +3837,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:33666", "issue:35707", @@ -3780,30 +3888,30 @@ "issue:46899" ], "soft_pairs": [ - "issue:43716|issue:46899", "issue:43425|issue:44403", + "issue:43716|issue:46899", "issue:40444|issue:45325", "issue:43611|issue:44534", "issue:43296|issue:43531", "issue:44220|issue:44683", "issue:45812|issue:46491", "issue:42796|issue:43746", - "issue:43632|issue:44756", - "issue:44403|issue:44991", "issue:43381|issue:45923", + "issue:44403|issue:44991", + "issue:43632|issue:44756", "issue:33666|issue:40444", "issue:40990|issue:44811", "issue:43792|issue:44589", - "issue:44291|issue:44589", "issue:42796|issue:46710", + "issue:44291|issue:44589", "issue:44079|issue:45663", "issue:35707|issue:40444", "issue:43482|issue:43525", "issue:43632|issue:44534", "issue:43531|issue:44291", "issue:43421|issue:44568", - "issue:42175|issue:45542", "issue:43482|issue:45538", + "issue:42175|issue:45542", "issue:41720|issue:45081", "issue:44079|issue:44534", "issue:43317|issue:43856", @@ -3812,230 +3920,227 @@ "issue:43611|issue:43646", "issue:43377|issue:45491" ], - "prepared_review_unit_hash": "354743fcaf50d5903f22b26580e9350791062018cdb24d56443318820dcccfa9", + "prepared_review_unit_hash": "b1d43cf63d6caf26d33ca1e71bd066b5a70fe4f3151be00a37a52aca87404737", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36392, - "estimated_input_tokens": 9098, - "estimated_eval_tokens": 18452 + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "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/model bugs. The only plausible near-duplicate is the Transformers v5 model-loading/initialization regression pair (43611/43646); the rest differ by model, subsystem, or failure mode.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43646 is the best anchor because it names the broadest shared regression class (\u201ccustom model initialization\u201d) and can subsume the more specific base_model_prefix loading symptom in 43611.", + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer regressions, multimodal training/runtime bugs, packaging issues, and several distinct Transformers v5 compatibility problems. I don\u2019t see a true duplicate pair, so no soft edges should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster; the closest thing is 43611 because it is the broadest v5 loading regression, but the rest of the items are largely unrelated or only loosely v5-adjacent.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most representative issue in this set: it describes the broad v5 initialization/load breakage that is closest to the only true near-duplicate pair.", + "best_issue_reason": "43611 is the best representative only in the sense that it is a broad, generic loading regression; however, the overall set is too diverse for a strong canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Both are multimodal dtype problems, but they affect different models and different code paths." + "reason": "Different problems: Torch 2.10 incompatibility vs noisy transformer loading logs." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "One is a Torch 2.10 compatibility issue; the other is noisy model-loading output." + "reason": "Both are multimodal dtype issues, but they hit different models and different code paths." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Same model family, but one is a multi-image finetuning failure and the other is a rope/temporal position bug." + "reason": "Qwen2.5-VL training with multi-image batches is not the same bug as still-image rope position scaling." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different Transformers v5 regressions: model-loading/base_model_prefix versus non-persistent buffer initialization." + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different bugs in different models: vLLM/PaddleOCR-VL loading versus Qwen3-MoE sliding window handling." + "reason": "Different failures: PaddleOCR-VL load in vLLM vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention are unrelated code paths." + "reason": "Audio feature extraction bug vs torch flex_attention compile failure." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling is unrelated to GraniteSpeech PEFT checkpoint loading." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Different failures: HF initialization flag handling versus mmap/OOM behavior." + "reason": "Eval-mode gradient checkpointing use is different from a missing supports_gradient_checkpointing flag." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Model-loading noise and AutoTokenizer ignoring tokenizer.json are different bugs." + "reason": "Generic loading noise is not the same as tokenizer loading failure for a specific model." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Both mention gradient checkpointing, but one is an eval-mode restriction and the other is a missing capability flag." + "reason": "Both are v5-related, but one is _is_hf_initialized and the other is mmap/OOM behavior." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Different Qwen2-VL/Qwen2.5-VL training issues with different symptoms." + "reason": "Multi-GPU Qwen2-VL training and multi-image iterable dataset failures are different bugs." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode token skipping are unrelated." + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are different bugs." + "reason": "Whisper runtime failure is not the same as the Float8 storage-object TypeError." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "Both are v5-related, but one is init_empty_weights argument handling and the other is a storage backend lookup failure." + "reason": "Tokenizer BPE-marker bug vs model accuracy regression after upgrade." }, { - "left": "issue:42796", - "right": "issue:46710", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Tokenizer marker handling and DeepSeek accuracy regression are not the same issue." + "reason": "init_empty_weights/_is_hf_initialized argument error is separate from Float8 storage lookup failure." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuilding are unrelated." + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 shared_kv_states rebuilding." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is a different bug from Qwen2.5-VL multi-image finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different failures: Qwen2.5-GGUF loading versus Llama4Config missing pad_token_id." + "reason": "GGUF loading under v5 and Llama4Config missing pad_token_id are different model-load failures." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions affecting separate initialization paths." + "reason": "Both mention v5, but they affect different internal mechanisms and symptoms." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window and init_empty_weights argument handling are unrelated." + "reason": "Qwen3-MoE sliding_window and init_empty_weights signature errors are unrelated." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer special-token bugs with different APIs and models." + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS regression are distinct tokenizer issues." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Both are TensorFlow/backend packaging problems, but they arise from different install/runtime scenarios." + "reason": "GGUF loading failure is unrelated to CLIPTokenizer max length behavior." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max_length behavior are unrelated." + "reason": "Packaging/extra dependency omission is different from a tensorboard-without-TensorFlow backend error." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping on A800 and Mistral regex patch crash are different bugs." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to Mistral regex patching." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling and non-persistent buffer junk are unrelated regressions." + "reason": "ModelOutput key assignment and non-persistent buffer junk are different regressions." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map offload loading and Qwen3 MoE training memory usage are different problems." + "reason": "Device-map dequantized load failure is unrelated to Qwen3 MoE memory inefficiency." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Granite token-ID regression are distinct tokenizer issues." + "reason": "Ignoring tokenizer.json and wrong Granite token IDs are not the same underlying bug." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL loading failure and TimesFM window_size AttributeError are unrelated." + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43611", "right": "issue:43646", - "accept": true, - "reason": "Both describe the same Transformers v5 model-initialization/loading regression; one is a specific loading symptom and the other the broader custom-init failure." + "accept": false, + "reason": "Both are v5 loading/init regressions, but the concrete failures differ enough that they should not be merged." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI batch-padding mismatch and Gemma3 sliding-window NaNs are different model-specific bugs." + "reason": "Both are batching-related, but one is missing padding-mask support and the other is NaNs from sliding-window attention." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies the broad Transformers v5 init/load regression as the only plausible near-duplicate cluster and treats the rest as distinct bugs by model, subsystem, or failure mode. The single accepted soft-edge pair (43611/43646) is well supported, and the false verdicts do not overstate similarity." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4050,7 +4155,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:34634", "issue:35707", @@ -4102,9 +4207,9 @@ ], "soft_pairs": [ "issue:44509|issue:46909", + "issue:41553|issue:43582", "issue:42175|issue:43296", "issue:43644|issue:44079", - "issue:41553|issue:43582", "issue:44829|issue:45479", "issue:43818|issue:46402", "issue:43818|issue:45357", @@ -4123,8 +4228,8 @@ "issue:43606|issue:44265", "issue:43262|issue:43746", "issue:44479|issue:45823", - "issue:43828|issue:46821", "issue:35707|issue:41720", + "issue:43828|issue:46821", "issue:34634|issue:35707", "issue:39692|issue:40444", "issue:44186|issue:44265", @@ -4132,220 +4237,220 @@ "issue:41720|issue:45823", "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "d97679d351f02b95a14ffb370504f9131d0317c8262a09e4d5c7a87d9af9034b", + "prepared_review_unit_hash": "f2879daca8a8c1a5f9e5b23160d06d009e80102ac35022037f97811394d7a621", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36266, - "estimated_input_tokens": 9067, - "estimated_eval_tokens": 18390 + "serialized_chars": 36273, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly different bugs or unrelated docs/model regressions. The only plausible duplicate is the SigLIP2 pair, where one issue describes an implementation mismatch with JAX and the other reports nonsensical outputs from the same model family.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43493 is the best root-cause-style report: it names the specific SigLIP2 implementation discrepancy and points to the underlying model behavior rather than just a downstream symptom.", + "summary": "These items are mostly unrelated closed issues. The only soft edge that looks like the same underlying bug is the SigLIP2 pair; the rest differ by model, code path, or failure mode too much for duplicate triage.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report for the SigLIP2 HF-vs-JAX discrepancy, while issue:43994 reads like a downstream symptom of that same problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the strongest representative bug report in this set and the clearest anchor for the only likely duplicate pair.", + "best_issue_reason": "issue:43493 is the best representative issue because it describes the underlying implementation mismatch directly and is broader than the user-facing symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation problems, but they concern different pages/examples and different removal/mismatch issues." + "reason": "Both are documentation bugs, but they concern different docs and different content errors." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "An AutoTokenizer/Voxtral error-message issue is unrelated to the Apple Silicon allocator TypeError." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Unrelated backend packaging issue vs. a model loading/runtime failure in vLLM." + "reason": "Package backend dependency coverage and PaddleOCR-VL loading are different problems." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different core regressions: buffer serialization/junk initialization vs. ModelOutput key assignment." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "AutoTokenizer error messaging for Voxtral is unrelated to an Apple Silicon TypeError in allocator warmup." + "reason": "Both involve v5 regressions, but one is buffer initialization and the other is ModelOutput key assignment." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both affect training, but the failure modes and code paths are different: FA3 training degeneration vs. single-label num_labels=1 zero-loss behavior." + "reason": "Both mention degenerate training/loss, but they affect different model families and appear to have different causes." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different multimodal model bugs: Video-LLaVA architecture/weights vs. Sam3 text encoder loading." + "reason": "Video-LLaVA architecture issues are unrelated to Sam3Model text-encoder weight loading." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different models and different problems; one is Video-LLaVA architecture, the other is Qwen3.5 save_pretrained key serialization." + "reason": "Video-LLaVA tower/attention problems are not the same as Qwen3.5 save_pretrained key serialization bugs." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is multi-image IterableDataset finetuning and the other is video position-id computation." + "reason": "Both are multimodal Qwen2.5-VL issues, but one is iterable-dataset training with multiple images and the other is video position-id computation." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failure modes: torch.export with torch_compilable_check vs. bfloat16 dtype mismatches in models." + "reason": "torch.export with torch_compilable_check is unrelated to bfloat16 dtype mismatches in specific models." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 correctness bug: an implementation mismatch that plausibly explains the nonsensical outputs reported in the other issue." + "reason": "Both describe the same SigLIP2 implementation discrepancy leading to incorrect outputs across HF usage paths." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both involve positional/index behavior in vision/OCR models, but the concrete models and bugs are distinct." + "reason": "Qwen2.5-VL rope/position-id scaling is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Same model family, but one is still-image temporal scaling and the other is video vision_position_ids; not the same bug." + "reason": "These are both Qwen2.5-VL video/vision bugs, but they concern different indexing logic and failure modes." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a config loading bug and the other is device-dependent serialization inconsistency." + "reason": "One is missing lm_head tying in AyaVision; the other is inconsistent serialization behavior in v5." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model loading/configuration failures with no shared code-path evident." + "reason": "Qwen3Moe FP8 configuration failure is unrelated to Qwen2.5-GGUF loading in v5." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different loading problems: unexpected init_empty_weights arg vs. strict config rejection for granite_speech." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different issue from strict config rejection of granite_speech." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to version-dependent tokenization changes." + "reason": "Quantization/offloading behavior and tokenization changes are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + "reason": "Checkpoint key mismatch has no clear overlap with Qwen2.5-VL rope indexing." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id computation." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id logic." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Different models and symptoms: perplexity regression vs. Whisper empty-transcription failure." + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are different model/task bugs." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch is unrelated to torch.export failing on torch_compilable_check." + "reason": "CPU offload device mismatch for Bark is unrelated to torch.export failures on torch_compilable_check." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Audio processor sampling-rate defaults and GraniteSpeech PEFT checkpoint loading are different issues." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different issues in different model families: video-input regression vs. Gemma4 device mismatch." + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific failures." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + "reason": "inputs_embeds/past_key_values generation is unrelated to Qwen3 auto device-mapping CUDA asserts." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset and progressive generation are unrelated." + "reason": "BarkProcessor voice_preset and progressive generation with past_key_values are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs/example issues are unrelated to Qwen2.5-VL multi-image finetuning failure." + "reason": "SigLIP2 docs-example issues and Qwen2.5-VL multi-image finetuning failures do not describe the same bug." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/NER crashes are unrelated to export failures from torch_compilable_check." + "reason": "LayoutLMv2 tokenizer crashes are unrelated to torch.export with torch_compilable_check." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Different models and mechanisms: tied lm_head weights vs. torch.compile/SDPA failure in Bamba." + "reason": "AyaVision lm_head tying and Bamba torch.compile SDPA failures are different code paths." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map auto, but the model, error, and code-path are different." + "reason": "Qwen3 auto device mapping CUDA assert and Gemma4 PLE forward device mismatch are unrelated." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC.from_latents/forward mismatch." + "reason": "Bark CPU-offload device mismatch is unrelated to DAC.from_latents vs forward mismatch with missing STE." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, issue:43493 vs issue:43994, is plausibly the same SigLIP2 bug based on the JAX/HF discrepancy versus nonsensical outputs. The remaining pair rejections are appropriately cautious and not overstated." + "feedback": "The assessment is grounded in the packet and the soft-edge verdicts are conservative. The SigLIP2 pair (43493/43994) is the only clearly related duplicate-like match by title/body summary, while the other rejected pairs are plausibly different bugs, model families, or failure modes. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -4364,7 +4469,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:26413", "issue:28530", @@ -4446,14 +4551,14 @@ "issue:44186|issue:45072", "issue:43873|issue:44756" ], - "prepared_review_unit_hash": "39ebfaadc8ff99253fee14d62a9494ec67437ee64ff0c68b3db2848944223280", + "prepared_review_unit_hash": "df401687d91f02d4d7db23d548dc290a5fc7cb5c34c76e6729c3efa1a751fe96", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 47, @@ -4468,192 +4573,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very broad and mostly groups unrelated bugs that only share superficial similarity around loading, tokenization, offloading, or model-specific regressions. I would not merge any of the suggested soft pairs as duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43873 is the broadest umbrella representative among the loading/offloading/quantization reports and has the strongest cross-cutting discussion/references, but it is still not a clean duplicate of the other items.", + "summary": "These items are mostly unrelated single-bug reports. The only loose theme is quantization/offloading, but the titles still point to different concrete failure modes, so I would not merge any of the suggested soft pairs.", + "confidence": 0.49, + "canonical_issue_reason": "Issue 43873 is the broadest and most centrally referenced report in the only near-related theme here (offloading + quantization), so it is the best umbrella representative if a canonical issue must be picked.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best overall representative because it is the most general and active report in the closest shared theme (offloading with quantization).", + "best_issue_reason": "Issue 43873 has the widest scope, the most discussion/inbound references among the closest matches, and reads like the umbrella problem rather than a narrow symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Different bugs: batched-vs-single MIMI encoder output mismatch vs processor/model input-size mismatch for OmDet-Turbo." + "reason": "Both involve batched inputs, but one is a MIMI encoder padding-mask bug and the other is a video processor output-shape issue; different components and failure modes." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different code paths: MoE weight conversion/loading under accelerate+deepspeed vs a missing supports_gradient_checkpointing flag." + "reason": "Different models and different bugs: MoE weight conversion/loading under accelerate+deepspeed vs a missing gradient-checkpointing capability flag." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is specific special-token insertion for mdeberta-v3-base and the other is wrong token IDs across many models." + "reason": "Both are tokenizer regressions, but one is a model-specific add_special_tokens/BOS-EOS bug while the other is a broader wrong-token-id regression across multiple tokenizers." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Unrelated failures: tokenizer BPE marker handling vs FP8 inference on B200 hardware." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated issues." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Off-by-one sliding-window masking is unrelated to the token lookup slowdown regression." + "reason": "One is an off-by-one in sliding-window masking; the other is a tokenizer performance regression in convert_tokens_to_ids." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different subsystems: tied lm_head weight serialization vs bfloat16 dtype mismatch during inference." + "reason": "lm_head weight tying and bfloat16 dtype mismatches are distinct code paths and symptoms." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Different components and symptoms: Gemma4 device mismatch in forward vs TimesFM window_size AttributeError." + "reason": "Device mismatch in Gemma4 PLE forward pass is not the same bug as TimesFM's window_size AttributeError." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but for different models and with no evidence of the same underlying loader bug." + "reason": "Both are loading failures, but they concern different models and likely different loader problems." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression and gradient-checkpointing/LoRA behavior are unrelated bugs." + "reason": "High perplexity on a specific model is unrelated to gradient checkpointing being ineffective with PEFT LoRA." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "An example/script execution failure is not the same as a Qwen3Moe FineGrainedFP8Config loading/inference bug." + "reason": "A failure to run a script and a FineGrainedFP8Config model failure are different problems." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different models and failure modes: padding-mask output mismatch in MIMI vs Perceiver image-size handling." + "reason": "Both mention batched/shape-related behavior, but one is about encoder padding masks and the other about Perceiver image resolution handling." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Tied-weight serialization is unrelated to packed-weight unpacking during accelerate loading." + "reason": "Tied-weight serialization and packed-weight unpacking are different bugs in different loading/saving paths." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU-efficient loading breakage is not the same as non-persistent buffers being filled with junk." + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk are separate regression reports, not the same concrete bug." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Related offloading/quantization area, but one is a specific dequantized-model load failure and the other is a broad offloading regression; not enough to treat as the same bug." + "reason": "These are the closest pair, but one is a specific device_map/offload load failure and the other is a broader offloading-with-quantization complaint; not enough evidence they are the same concrete bug." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in config is different from not unwrapping text_config for composite multimodal configs." + "reason": "Config missing pad_token_idx and unwrapping text_config for composite multimodal configs are different configuration issues." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault on Llava Next loading and broken sinq save/load are different failures with different affected paths." + "reason": "A segmentation fault while loading Llava Next is not the same as sinq quantization being broken across save/load." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different models and symptoms: Qwen3 device-map CUDA assert vs Llava Next loading segfault." + "reason": "Both are model-loading failures, but one is an auto-device-map cudaErrorAssert and the other is a segmentation fault in Llava Next loading." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer compute_loss signature breakage is unrelated to the 3d_parallel.py execution issue." + "reason": "Unexpected compute_loss kwargs and a parallel script execution failure are unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Quantization OOM from reserved-memory growth is unrelated to the apex FusedRMSNorm memory leak." + "reason": "Int4 quantization OOM and an apex RMSNorm memory leak are different performance/memory issues with different root causes." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Qwen3.5 flash-attention generation failure are different code paths." + "reason": "cudaErrorAssert under auto device mapping and flash-attention generation issues are different failure modes." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss kwargs is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + "reason": "The compute_loss signature change and FineGrainedFP8Config failure do not describe the same bug." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve serialization, but one is lm_head weight inconsistency and the other is incorrect visual-encoder keys; different bugs." + "reason": "Both concern save_pretrained serialization, but one is tied-weight lm_head serialization and the other is incorrect visual-encoder key saving for Qwen3.5." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "A perplexity anomaly on GPT-OSS is not the same as a tokenization-version behavior change." + "reason": "Different scope and symptoms: a perplexity regression on one model versus broad tokenization differences across versions." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batched-shape bug is unrelated to tokenization changes." + "reason": "Video processor batch shape bugs are unrelated to tokenizer behavior changes." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict-config loading for granite_speech and tokenizer loading regression for est-roberta are different issues." + "reason": "These are both loading regressions, but one is a config strictness problem and the other is tokenizer loading for a specific model family." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Same model family, but dummy Conv2d in Sam3PixelDecoder and missing text-encoder weight loading are distinct components and bugs." + "reason": "Both mention Sam3, but dummy Conv2d in the pixel decoder and missing text encoder weights are distinct problems in different parts of the model." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "CUDA assert on Qwen3 device mapping is unrelated to the 3d_parallel.py failure." + "reason": "Auto device mapping cuda asserts and a 3d_parallel script failure are not the same underlying issue." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint-resume epoch_iterator failure and early-stopping metric lookup are separate training-control bugs." + "reason": "Checkpoint resume failing on an empty epoch iterator and early stopping metric lookup are unrelated trainer bugs." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Tokenizer crashes on NER/batching and dtype mismatches in inference are unrelated." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both touch memory/offload behavior, but Strix Halo mmap OOM is a hardware-specific issue distinct from quantization offloading." + "reason": "Both touch memory/offloading, but one is quantization offloading and the other is mmap on Strix Halo; different fixes and failure paths." } ] }, @@ -4675,7 +4780,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:28530", "issue:33666", @@ -4740,8 +4845,8 @@ "issue:43404|issue:45357", "issue:44610|issue:44898", "issue:42915|issue:43317", - "issue:44734|issue:46858", "issue:44423|issue:45406", + "issue:44734|issue:46858", "issue:46821|issue:46869", "issue:44008|issue:45823", "issue:41720|issue:45161", @@ -4755,14 +4860,14 @@ "issue:44186|issue:44361", "issue:43425|issue:46821" ], - "prepared_review_unit_hash": "454124b0fb608db49bef8fca0f72c42ba909a410ad6eaa5ca14da82e95b97a74", + "prepared_review_unit_hash": "6dc154f8a69e3bd76b94d70624027051c015915c1fad3dfec3384fa15fc5e0a5", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 47, @@ -4777,180 +4882,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of near-similar Transformers bugs across different models and subsystems, but none of the soft pairs look like the same concrete defect. I would reject every soft edge; there are also no PRs in this cluster. Issue 46858 is the best representative anchor because it is a clear core generation/cache regression with a well-scoped fix surface.", - "confidence": 0.91, - "canonical_issue_reason": "issue:46858 is the best canonical anchor: it is a concrete, infrastructure-level cache regression in prefill/static-cache arithmetic with torch.compile on non-CUDA backends, and it is more central than the highly model-specific reports around it.", + "summary": "These items are largely unrelated issue reports across different models and regression classes. The soft pairs mostly share broad subsystem keywords (cache, loading, multimodal, device map) but not the same concrete bug, so none are strong duplicate candidates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression report in the set, describing a general Transformers 5.0 custom-model initialization breakage that is easier to use as an anchor than the narrower model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 is the strongest representative issue for the cluster because it has a precise failure mode, clear reproduction scope, and a core runtime code path likely to recur across similar generation bugs.", + "best_issue_reason": "issue:46665 is the most actionable and specific report among the set, with a concrete usage pattern (`from_pretrained` inside Python classes) that should be easier to reproduce and fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different subsystems and failures: BeitImageProcessorFast label reduction vs Molmo tied-weights metadata." + "reason": "Different bugs: one is a BEiT image processor label-reduction issue, the other is a missing `all_tied_weights_keys` attribute on Molmo CausalLM." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Unrelated model-loading problems: GLM-4V load failure vs tokenizer load failure for a different model family." + "reason": "Both are loading failures, but for different models and different failure points: GLM-4V model loading vs tokenizer loading for est-roberta." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/generation, but one is missing beam-search cache reorder for several models while the other is a static-cache slice-arithmetic bug in prefill on non-CUDA backends." + "reason": "Both involve cache logic, but one is skipped beam-search cache reordering in several models; the other is a prefill/static-cache arithmetic bug on non-CUDA backends." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Different bugs: dtype propagation in BLIP2 loading vs resume_from_checkpoint max_steps calculation." + "reason": "Unrelated: one is dtype propagation when loading BLIP2, the other is trainer `max_steps` miscalculation after resume with batch-size changes." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different code paths: torch.compile/SDPA issue in Bamba vs packed-weight unpacking during accelerate loading for BitNet." + "reason": "Different code paths and failures: torch.compile+SDPA in Bamba versus packed-weight unpacking during Accelerate loading for BitNet." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization/versioning, but one is a processor API regression and the other is a broader tokenization behavior change; not the same bug." + "reason": "Both mention version-related behavior changes, but one is a processor/tokenizer regression and the other is a broader tokenization-change report with different symptoms." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "Completely different failures: MPS histogram support in MoE vs TimesFM window_size AttributeError." + "reason": "Completely different areas: MPS histogram support for Int tensors versus a TimesFM `window_size` attribute error." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both concern custom-model loading, but one is a Transformers 5.0 initialization break and the other is inconsistent from_pretrained behavior in Python classes." + "reason": "Related only at a high level; one is a broad Transformers 5.0 custom-model initialization regression, the other is a specific `from_pretrained` usage inconsistency inside Python classes." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different preprocessing bugs affecting different models: LayoutLMv2 tokenizer padding/truncation vs OmDet-Turbo image resolution mismatch." + "reason": "Different model families and bugs: LayoutLMv2 tokenizer crashing on NER/padding versus OmDet-Turbo image size mismatch." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different runtime issues: Bamba torch.compile/SDPA vs Bark CPU-offload device mismatch." + "reason": "Both are offload/device-related failures, but they affect different models and are likely different device-placement bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "No shared bug: GenerationMixin import error vs inability to run a 3d_parallel script." + "reason": "No shared root cause: one is an import error for `GenerationMixin`, the other is failure running `3d_parallel.py`." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both are multimodal-model-specific, but one is tied lm_head weights and the other is save_pretrained visual-key persistence; different defects." + "reason": "Both touch model save/load semantics, but one is tied weights in Mistral3 and the other is incorrect visual-encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision/preprocessing related, but the failures are different: wrong processor output size vs interpolation/positional-encoding handling." + "reason": "Both concern vision input sizing, but they are different models and different expected resolutions." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different loading/parallelization failures: FineGrainedFP8Config vs dequantized model offload with device_map=auto." + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe versus dequantized model loading with GPU+CPU offload." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Both involve cache/continuation logic, but one is serve KV-cache indexing and the other is static-cache length arithmetic under compile; not the same bug." + "reason": "Both are serve/multimodal crashes, but the attribute errors and processor code paths are different." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "Both hit serve with multimodal models, but one is a tensor/string `.to` crash in continuous batching and the other is a missing `_tokenizer` attribute." + "reason": "Both involve cache handling, but one is KV-cache continuation indexing in serve responses and the other is static-cache length arithmetic in prefill." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "Different domains entirely: TimesFM window_size AttributeError vs YOLO multi-GPU device-map failure." + "reason": "No overlap beyond generic device/model failure language; TimesFM window_size error is unrelated to YOLO multi-GPU device mapping." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma multimodal bugs, but one is a variable-name collision in forward and the other is a device mismatch with auto device mapping." + "reason": "Different Gemma variants and different bugs: a variable-name collision in forward versus a PLE device mismatch under `device_map=\"auto\"`." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both involve parallel/device mapping, but the concrete failures and models differ: Qwen3 CUDA assert vs GPT-OSS TP support." + "reason": "Both are parallelism/device-map issues, but they affect different model stacks and failure modes (cuda assert vs tensor parallel not working)." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "No overlap: early stopping metric selection vs Qwen2-VL multi-GPU training." + "reason": "Unrelated: early stopping metric selection versus Qwen2-VL multi-GPU training." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both touch compiled generation, but one is inconsistent outputs from chunked generation while the other is a cache-length tensor arithmetic bug in prefill." + "reason": "Both mention compiled execution and generation/cache behavior, but the reported bugs are different enough to keep separate." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Both are custom-model file-handling issues, but one is cache-path collisions and the other is read-only permission propagation." + "reason": "Different save/load edge cases: cache-path collision for trust_remote_code versus read-only permission propagation during save_pretrained." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different model/config issues: Qwen3-MoE sliding_window vs StableLmConfig missing pad_token_idx." + "reason": "Different model/config problems: Qwen3-MoE sliding-window behavior versus missing `pad_token_idx` in StableLmConfig." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different regressions in different architectures: CamemBERT masked-LM predictions vs Qwen3.5 recurrent-state reset under cache." + "reason": "No shared underlying code path; one is CamemBERT masked-LM prediction drift, the other is Qwen3.5 recurrent-state reset with cache." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Different failures: FP8 model loading vs kernels package import/version requirement." + "reason": "Different subsystems: FP8 model loading versus an import failure in `transformers.pipelines` caused by kernels metadata requirements." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Unrelated bugs: Trainer compute_loss signature mismatch vs Qwen3 auto device mapping CUDA assert." + "reason": "Different trainer API mismatch versus model/device-map runtime assert." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer/task failures, but they affect different tokenizers and different error paths." + "reason": "Both are tokenizer-related, but they are different tokenizer classes and different failure scenarios." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "No shared root cause: Torch 2.10 incompatibility vs TimesFM window_size AttributeError." + "reason": "Both are version-related, but one is Torch compatibility in general while the other is a model-specific `window_size` attribute error." } ] }, @@ -4972,7 +5077,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:28530", "issue:29159", @@ -5030,17 +5135,17 @@ "issue:33357|issue:35707", "issue:43540|issue:43782", "issue:29159|issue:36032", + "issue:43873|issue:45704", "issue:44387|issue:45701", "issue:30064|issue:34634", - "issue:43873|issue:45704", - "issue:43550|issue:43653", "issue:44534|issue:46665", + "issue:43550|issue:43653", "issue:43531|issue:45759", "issue:41720|issue:43746", "issue:43526|issue:43881", "issue:43606|issue:43720", - "issue:44492|issue:44509", "issue:42490|issue:43329", + "issue:44492|issue:44509", "issue:45406|issue:45464", "issue:43388|issue:45059", "issue:34567|issue:35707", @@ -5054,208 +5159,208 @@ "issue:45357|issue:46402", "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "382a1b7f0e71dd9bd51a73c477f96f59c6d422e348cff5db7feedb90c20f5fe0", + "prepared_review_unit_hash": "85a41635d870fb05fe805d1c3e697ba2eef22bce51996278f91034890a213746", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36369, - "estimated_input_tokens": 9093, - "estimated_eval_tokens": 18442 + "serialized_chars": 36368, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous similarity bucket spanning unrelated issues in tokenization, multimodal loading, quantization/offload, cache handling, docs, and model-specific bugs. None of the suggested soft pairs look like the same underlying defect, so there is no clear canonical item.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "I don\u2019t see any true duplicate pairs here; the items span many unrelated Transformers bugs across tokenizers, configs, multimodal processors, offloading, and generation. I\u2019d keep the broad offloading/quantization report as the most representative issue, but I reject all soft-edge merges.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43873 is the broadest and most central report in the set, covering a generic offloading/quantization regression with multiple inbound references.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43873 is the best standalone issue to anchor the cluster because it is broad, active, and plausibly covers the widest nearby surface area.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Different config bugs in different model families: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Both are config-related, but they describe different model/config fields and different failure modes; not the same bug." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping/metric selection is unrelated to image processor segmentation-map handling." + "reason": "Early-stopping metric lookup and image-processor void segmentation maps are unrelated subsystems." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe fine-grained FP8 load failure and Llava Next segfault are different model-loading failures." + "reason": "Different model families and different errors: FP8 config failure vs Llava Next segfault." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different code paths." + "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and Qwen3VL weight_only loading error are distinct multimodal load bugs." + "reason": "Both are Qwen multimodal loading/generation issues, but the concrete failures and code paths differ." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer add_special_tokens name conflict." + "reason": "Tokenizer slow/fast inconsistency is not the same as T5 tokenizer class-name conflict on load." }, { - "left": "issue:44387", - "right": "issue:45701", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM from increased reserved memory is unrelated to tokenization changes across versions." + "reason": "Offloading/quantization regression is different from a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM and tokenization changes are separate regressions." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset behavior affect different processors and features." + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated image vs audio processor bugs." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:44534", + "right": "issue:46665", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to T5's apex FusedRMSNorm memory leak." + "reason": "Non-persistent buffer junk in v5 and from_pretrained inside Python classes are different initialization behaviors." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile with SDPA in Bamba and BigBirdTokenizer special-token registration are unrelated bugs." - }, - { - "left": "issue:44534", - "right": "issue:46665", - "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to from_pretrained behavior inside Python classes." + "reason": "Bamba SDPA/torch.compile failure and BigBird mask-token registration are unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config text_config unwrapping are different bugs." + "reason": "Sliding-window handling in Qwen3-MoE and config unwrapping for Qwen 3.5/3.6 are different bugs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech local PEFT checkpoint loading are unrelated failures." + "reason": "Auto device-mapping cudaErrorAssert and GraniteSpeech PEFT checkpoint loading are not the same code path." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure do not share a code path." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." }, { "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 offload/loading issues." + "reason": "Both involve loading/offload, but one is a device mismatch on CPU offload and the other is unpacking packed BitNet weights; not the same defect." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Cache-strategy typo and outdated docs for removed pipelines are both docs-related but not the same defect." + "reason": "Trailing-slash local model import warning is unrelated to undefined video-token counting variables." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Trailing-slash local path import warning is unrelated to undefined variables in the video branch of multimodal token counting." + "reason": "A typo in cache strategies is not the same as outdated pipeline documentation." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are separate runtime issues." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different API bugs." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics dropping labels and SAM3 PCS text/bbox behavior involve different subsystems and symptoms." + "reason": "Metric-gathering label truncation and SAM3 text/box behavior are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "TrainerState token counter bug and progressive generation with inputs_embeds/past_key_values do not share a concrete failure path." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and BigBirdTokenizer special-token registration are not the same underlying bug." + "reason": "CPU offload device mismatch and tokenizer special-token registration are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different components and errors." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention windowing, but Qwen3-MoE sliding_window and TimesFM2.5 window_size AttributeError are different implementations and failures." + "reason": "Qwen3-MoE sliding_window and TimesFM window_size errors are superficially similar but not the same bug." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-input handling and static-cache seq_length tensor arithmetic are unrelated code paths." + "reason": "Qwen3OmniMoe video processing error and cache seq-length arithmetic on non-CUDA backends are unrelated." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite config unwrapping and Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility are separate issues." + "reason": "Qwen multimodal config unwrapping and CPU-offload rotary embedding behavior are separate issues." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Two different tokenizer/model loading failures for different checkpoints; no shared concrete bug." + "reason": "Two different model/tokenizer loading failures; no shared concrete code-path is evident." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to missing Float8 storage object errors." + "reason": "Sliding-window Qwen3-MoE behavior and float8 storage lookup errors are unrelated." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both concern multimodal weight loading, but one is incorrect visual encoder keys on save and the other is text encoder weights not loaded; different directions and code paths." + "reason": "Wrong visual encoder keys on save and missing text encoder weights on load are different save/load regressions." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated configuration issues." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are not the same underlying problem." } ] }, @@ -5277,7 +5382,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:30064", "issue:36010", @@ -5286,7 +5391,6 @@ "issue:42886", "issue:43381", "issue:43421", - "issue:43493", "issue:43644", "issue:43653", "issue:43746", @@ -5319,6 +5423,7 @@ "issue:45479", "issue:45704", "issue:45759", + "issue:45907", "issue:45923", "issue:46032", "issue:46050", @@ -5350,216 +5455,223 @@ "issue:44514|issue:44545", "issue:43994|issue:44671", "issue:46032|issue:46463", - "issue:39692|issue:43493", + "issue:39692|issue:43873", "issue:43421|issue:43653", "issue:43782|issue:45381", "issue:30064|issue:36010", "issue:45081|issue:45356", "issue:43421|issue:44186", - "issue:44995|issue:46858" + "issue:44995|issue:46858", + "issue:45356|issue:45907" ], - "prepared_review_unit_hash": "11e35b651294c37bc37bad896968646377d70576449de3a672c4bb5a2073101e", + "prepared_review_unit_hash": "731cc84736856a5a11d77855f48770a6a433b66dd64d0d1447fc265b9634f269", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36566, - "estimated_input_tokens": 9142, - "estimated_eval_tokens": 18540 + "soft_pair_count": 29, + "serialized_chars": 36882, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with one small tokenizer/special-token/offline-loading subcluster. Issue 43421 is still the best anchor for that theme. The only strong duplicate pairs are the offline tokenizer-loading regression and the Qwen2_5_VLProcessor batched-padding crash; the Mistral-regex pair is too weak to merge on title-level evidence alone.", - "confidence": 0.69, - "canonical_issue_reason": "43421 is the broadest and most central tokenizer-special-token issue in the set, so it best represents the only coherent subcluster.", + "summary": "Mostly a grab-bag of unrelated Transformers issues across tokenizers, vision, quantization, and training. The only near-duplicate-looking pair is 44514/44545, which share the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44514 is the best canonical issue for the Qwen2_5_VLProcessor.apply_chat_template padding=False crash because it is the earlier report and matches issue:44545 almost verbatim.", "canonical_pr_reason": null, - "best_issue_reason": "43421 is the best global issue representative because it captures the shared tokenizer/special-token theme that actually recurs across the packet.", + "best_issue_reason": "issue:44514 is the clearest representative issue in this cluster because it is the strongest near-duplicate match and the most precise description of that shared crash.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Both mention loading/from_pretrained, but they describe different failures: non-persistent buffers vs inconsistent class behavior." + "reason": "Different problems: non-persistent buffer initialization vs inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "One is an AddedToken argument error; the other is a model-loading failure for a specific checkpoint." + "reason": "Both involve loading, but one is an AddedToken TypeError and the other is a model-load failure for ScandiBERT." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Vision interpolation failure and bf16 dtype mismatch are unrelated code paths." + "reason": "Unrelated subsystems: Perceiver image resizing vs dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model-load failure and an image-processor torchvision dependency regression are different issues." + "reason": "Different failures: a repo-specific load regression vs PIL image processors requiring torchvision." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both involve num_labels/classification, but one is config propagation and the other is degenerate loss behavior." + "reason": "Related to classification configs, but one is num_labels propagation in Qwen3.5 and the other is a zero-loss bug across multiple sequence-classification models." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to the ZeRO-3 gradient increase regression." + "reason": "Eval-mode gradient checkpointing behavior is distinct from the ZeRO-3 gradient explosion issue." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are model/processor mismatches, but one is a documentation example with multiple errors and the other is a specific processor resize bug." + "reason": "Both touch vision examples/processors, but one is a SigLIP2 doc/quantization issue and the other is an OmDet-Turbo input-size mismatch." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A tied-embeddings warning and incorrect visual-encoder save keys are separate issues." + "reason": "A tie_word_embeddings warning in LoRA fine-tuning is not the same as incorrect visual-encoder keys saved by Qwen3.5." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping and a T5 RMSNorm memory leak are unrelated." + "reason": "Completely different bugs: CUDA assert during Qwen3 auto device mapping vs a T5/apex RMSNorm memory leak." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local PEFT checkpoint loading and quantized save/load breakage are different failure modes." + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to sinq quantization save/load breakage." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation and FA2 long-context performance regression are not the same bug." + "reason": "Video processor padding bug vs FA2 long-context performance regression; different components and symptoms." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Different models, different subsystems, different failure modes." + "reason": "Eval-mode gradient checkpointing behavior is unrelated to the T5 RMSNorm leak." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both are token-related, but one is runtime special-token/post-processor updates and the other is config save/load losing custom token IDs." + "reason": "Runtime special-token post-processor updates are distinct from DiaConfig losing custom token IDs on save/load." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: one is embeddings unpacking during SFT, the other is evaluate-after-train behavior." + "reason": "Unpacking input embeddings in TRL SFT is a different failure than trainer.evaluate() after trainer.train()." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "A memory leak in T5 and a missing gradient-checkpointing flag are unrelated." + "reason": "Memory leak in T5/apex is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same offline tokenizer-loading regression: 44843 identifies the unconditional model_info() call that breaks HF_HUB_OFFLINE cache loading in 42886." + "accept": false, + "reason": "Both hit HF_HUB_OFFLINE, but one is general cache loading and the other is a specific unconditional model_info() call in _patch_mistral_regex." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "AutoModelForCausalLM config unwrapping and a trust_remote_code capability flag are different issues." + "reason": "AutoModelForCausalLM config unwrapping for Qwen multimodal configs is not the same as a missing gradient-checkpointing flag." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading and quantization offloading behavior are not the same code-path problem." + "reason": "Local checkpoint loading for PEFT adapters is not the same as quantization offloading behaving incorrectly." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False." + "reason": "Near-verbatim titles and the same apply_chat_template batched-input crash with padding=False point to the same underlying bug." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 inference mismatch and CamemBERT masked-LM predictions are unrelated." + "reason": "Different model-specific correctness bugs: SigLIP2 nonsensical outputs vs CamemBERT masked-LM predictions in v5." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are separate bugs." + "reason": "Incorrect cache use in Mamba2Mixer is unrelated to a T5 decoder-input validation error message." }, { "left": "issue:39692", - "right": "issue:43493", + "right": "issue:43873", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/model-processor mismatch and the other is a HF-vs-JAX implementation discrepancy." + "reason": "SigLIP2 documentation/example problems do not match quantization offloading behavior." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both concern special tokens, but the concrete bugs differ: runtime post-processor updates versus BigBird mask-token registration and empty decode output." + "reason": "Both concern tokenizers, but one is runtime post-processor updates and the other is BigBirdTokenizer special-token registration/decoding." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position ids are distinct multimodal bugs." + "reason": "Qwen3VL weight_only load failure is a different bug from Qwen2.5-VL video position ids." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor void-segmentation handling and a GenerationMixin import error are unrelated." + "reason": "Image processor void segmentation map handling is unrelated to a GenerationMixin import error." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "They share the fix_mistral_regex/tokenizer theme, but the titles point to different model families and failure modes, so this is not strong enough to call the same bug." + "reason": "Both involve mistral regex/tokenizer loading, but one is an AttributeError crash and the other is a Kimi-K2.5 codec-handling regression." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processor updates and LayoutLMv2 NER/padding crashes are not the same bug." + "reason": "Special-token post-processor updates are different from LayoutLMv2 tokenizer crashes on NER and batched padding/truncation." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "A stale indexer cache crash on second forward pass is unrelated to a device-tensor seq-length bug in static cache arithmetic." + "reason": "GlmMoeDsa stale indexer cache on second forward is unrelated to static-cache seq_length tensor arithmetic." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi-K2.5 tokenizer regression is unrelated to list_repo_files failing to forward revision in CI." } ] }, "evaluator_result": { "accept": false, - "feedback": "The writeup is mostly cautious, but one soft-edge accept is too strong for the packet: issue:45081 vs issue:45356 share the fix_mistral_regex / tokenizer theme, yet the titles point to different model families and different failure modes (an AttributeError crash vs codec-handling/warning regression). With only title-level evidence and no shared targets/files, that is not solid enough to call the same bug or a clear mergeable PR pair. The rest of the summary is reasonable, but this overstates the evidence." + "feedback": "The overall read is plausible, but it overstates the evidence in a few places. The packet does not show any explicit duplicate verification, so phrases like \"only verified duplicate target\" and \"more established report\" are stronger than the data supports. The 44514/44545 pair is a reasonable near-duplicate call based on the matching titles, but the rest of the summary should stay more conservative." }, "evaluator_used": true, "retried": true, @@ -5578,9 +5690,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:30064", + "issue:34634", + "issue:36010", "issue:36331", "issue:39692", "issue:41720", @@ -5598,12 +5712,12 @@ "issue:43720", "issue:43756", "issue:43819", - "issue:43873", "issue:43927", "issue:44008", "issue:44062", "issue:44186", "issue:44220", + "issue:44442", "issue:44448", "issue:44488", "issue:44661", @@ -5616,10 +5730,8 @@ "issue:45072", "issue:45081", "issue:45084", - "issue:45356", "issue:45381", "issue:45834", - "issue:45907", "issue:45987", "issue:46294", "issue:46665", @@ -5630,12 +5742,10 @@ "issue:46932" ], "soft_pairs": [ - "issue:45356|issue:45907", - "issue:39692|issue:43873", "issue:43720|issue:43819", "issue:46829|issue:46832", - "issue:45987|issue:46829", "issue:43653|issue:43720", + "issue:45987|issue:46829", "issue:43295|issue:45834", "issue:44062|issue:44488", "issue:43550|issue:43927", @@ -5648,227 +5758,236 @@ "issue:44186|issue:44898", "issue:44008|issue:46858", "issue:43653|issue:43819", - "issue:45987|issue:46932", "issue:41720|issue:44991", + "issue:45987|issue:46932", "issue:30064|issue:36331", "issue:43643|issue:44877", "issue:44220|issue:44661", - "issue:43335|issue:43756", "issue:43618|issue:43697", + "issue:43335|issue:43756", "issue:44843|issue:45081", "issue:43550|issue:43819", "issue:39692|issue:45834", "issue:44821|issue:45084", - "issue:44448|issue:44671" + "issue:44448|issue:44671", + "issue:34634|issue:36010", + "issue:44186|issue:44442", + "issue:43540|issue:44008" ], - "prepared_review_unit_hash": "734a8d0427af707caf079723fa0b0f6ac58b4241e088b6225b36e345ea0a6d1d", + "prepared_review_unit_hash": "a428c9dcba437a985e7945595562c1a56aca38503485f2ae936decc2303811c5", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37009, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 + "soft_pair_count": 31, + "serialized_chars": 37230, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broad and heterogeneous: it mixes unrelated tokenizer, config, multimodal, cache, and training regressions. I don\u2019t see any true duplicate pairs; the closest-looking ones only share a subsystem, not the same underlying bug. If one issue must anchor the set, #45081 is the cleanest standalone report.", - "confidence": 0.88, - "canonical_issue_reason": "#45081 is the best anchor because it is a self-contained, concrete crash in a specific helper (`_patch_mistral_regex`) with a clear failure mode and likely narrow fix path. The other items are too diverse to form a single duplicate cluster.", + "summary": "These are mostly unrelated Transformers bug reports rather than true duplicates. The only near-match is the Mistral regex/tokenizer pair, but they fail in different concrete ways and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45081 is the most concrete, reproducible bug report in the set and a strong anchor for the Mistral tokenizer-regex loading path, with an explicit stack trace and clear trigger.", "canonical_pr_reason": null, - "best_issue_reason": "#45081 is the highest-signal issue here: specific, reproducible, and actionable, without depending on broader mixed symptoms or documentation-only failures.", + "best_issue_reason": "issue:45081 is the clearest single canonical candidate here: it names the exact failing helper, has a precise repro, and is better documented than the other nearby tokenizer-loading reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45356", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regression vs hub API forwarding in CI; different code paths and different failure classes." - }, - { - "left": "issue:39692", - "right": "issue:43873", - "accept": false, - "reason": "Doc/example model-processor mismatch and quantization failure is not the same as offloading behavior with quantization." - }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Accelerate loading of packed weights is unrelated to DAC latent reconstruction mismatch from missing STE." + "reason": "Different bugs: BitNet accelerate-loading unpacking vs DAC latent conversion/STE mismatch." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "One is an output-field mix-up in VideoPrism; the other is an RT-DETR feature-level length mismatch." + "reason": "Different models and code paths: VideoPrism output field wiring vs RT-DETR feature-level handling." }, { - "left": "issue:45987", - "right": "issue:46829", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "StaticCache length return-type issue is unrelated to VideoPrism hidden_states assignment." + "reason": "Tokenizer special-token registration bug is unrelated to BitNet packed-weight loading." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "Tokenizer special-token registration bug is not the same as BitNet packed-weight unpacking during load." + "reason": "StaticCache seq-length contract issue is unrelated to VideoPrism output labeling." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression and long-ocr index error are different failures in different subsystems." + "reason": "Processor/tokenizer regression and Kosmos2.5 long-OCR index error are different failures." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken keyword duplication is unrelated to loading a specific tokenizer/model repo." + "reason": "AddedToken keyword collision is not the same as loading a specific tokenizer model." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Torch.compile/SDPA failure on Bamba is not the same as DiaConfig losing custom token IDs on save/load." + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig save/load custom token IDs." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Compile-time SDPA crash and bfloat16 dtype mismatch are different bug classes and code paths." + "reason": "Both are model/runtime issues, but SDPA compile failure and dtype mismatch are different bugs." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video inputs in Qwen-family models, but the failure modes are different: processing ValueError vs chat-template feature/token mismatch." + "reason": "Both involve video inputs, but Qwen3OmniMoe processing and Qwen3.5 chat-template token/feature alignment are different code paths." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video position-id bug is unrelated to the FA2 long-context performance regression." + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are not the same underlying problem." + "reason": "Sliding-window MoE behavior and trust_remote_code config field loss are unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed zero3/BertModel indexing failure is unrelated to audio fbank feature extraction." + "reason": "Deepspeed zero3/BertModel init failure is unrelated to fbank feature extraction." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Base-model-prefix loading regression and from_pretrained-in-class inconsistency are only loosely related by loading semantics." + "reason": "Both concern model loading semantics, but base_model_prefix regression and from_pretrained-in-classes inconsistency are different issues." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver non-default-resolution handling." + "reason": "LayoutLMv2 tokenizer padding/NER crash and Perceiver interpolation failure are unrelated." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision has nothing to do with static cache seq_length returning a device tensor." + "reason": "Gemma3n variable collision in forward() is unrelated to StaticCache seq-length tensor arithmetic." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC STE behavior are different components with different symptoms." + "reason": "BigBirdTokenizer special-token decode bug is unrelated to DAC from_latents/STE behavior." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "StaticCache seq_length contract issue is unrelated to Gemma4 quantized vision/audio embedder dtype casting." + "reason": "Qwen3 auto device mapping CUDA assert and est-roberta tokenizer loading are unrelated." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Auto device-map CUDA assert on A800 is not the same as a tokenizer-loading failure for EMBEDDIA/est-roberta." + "reason": "StaticCache return-type bug is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void-segmentation failure and CustomTrainer loss-signature TypeError are unrelated." + "reason": "Void segmentation-map processing and CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both touch config loading, but one is missing fields under trust_remote_code and the other is strict-config rejection for granite_speech." + "reason": "Both are config-loading issues, but missing fields from trust_remote_code and strict granite_speech config validation are different bugs." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction helper failure is unrelated to add-new-model-like / TOKENIZER_MAPPING_NAMES handling." + "reason": "fbank feature extraction and TOKENIZER_MAPPING_NAMES model-addition failure are unrelated." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Sparse-layer creation bug and RoPE-layer dropping bug affect different model families and different architecture logic." + "reason": "CLIPOutput attentions assignment and RTDetrV2 output differences are not the same failure." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "CLIPOutput attentions regression and RT-DETR output drift are different model-output issues." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer counting are different architecture/config bugs." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both hit `_patch_mistral_regex`, but one is an offline hub call and the other is an AttributeError on tokenizer internals; separate bugs." + "reason": "Both hit _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute error; different triggers and fixes." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different models, different failure modes: torch.compile/SDPA crash vs latent-decoding mismatch." + "reason": "Bamba compile/SDPA and DAC latent reconstruction are unrelated model bugs." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc/quantization problems are not the same as Kosmos2.5 long-OCR indexing." + "reason": "SigLIP2 doc-example issues and Kosmos2.5 OCR index errors are unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor-from-URL loading and template-node compilation are unrelated failures." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Two different model regressions between v4 and v5; same version context, not same bug." + "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction errors are different bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2Conformer AutoTokenizer load failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video processing and Gemma3n audio_mel_mask collision are unrelated." } ] }, @@ -5890,12 +6009,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:28218", "issue:29159", - "issue:34634", - "issue:36010", "issue:43322", "issue:43388", "issue:43421", @@ -5904,6 +6021,7 @@ "issue:43582", "issue:43606", "issue:43644", + "issue:43645", "issue:43716", "issue:43720", "issue:43749", @@ -5914,12 +6032,11 @@ "issue:43931", "issue:43994", "issue:44008", - "issue:44186", "issue:44291", - "issue:44442", "issue:44479", "issue:44561", "issue:44610", + "issue:44671", "issue:44805", "issue:44811", "issue:44936", @@ -5932,31 +6049,30 @@ "issue:45479", "issue:45584", "issue:45685", + "issue:45701", "issue:45834", "issue:46032", "issue:46291", "issue:46294", "issue:46463", "issue:46512", + "issue:46665", "issue:46846" ], "soft_pairs": [ - "issue:34634|issue:36010", - "issue:43540|issue:44008", - "issue:44186|issue:44442", - "issue:45183|issue:45479", "issue:45584|issue:45834", + "issue:45183|issue:45479", "issue:43644|issue:43749", "issue:43322|issue:45685", "issue:43606|issue:45072", "issue:43782|issue:44977", - "issue:43388|issue:46032", - "issue:44479|issue:45834", "issue:43421|issue:44811", - "issue:43582|issue:46512", "issue:43577|issue:43818", - "issue:44561|issue:45020", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43388|issue:46032", "issue:43825|issue:43994", + "issue:44561|issue:45020", "issue:44991|issue:46291", "issue:46294|issue:46463", "issue:43716|issue:44008", @@ -5967,22 +6083,25 @@ "issue:43749|issue:44291", "issue:28218|issue:29159", "issue:43720|issue:45072", - "issue:43825|issue:43827" + "issue:43825|issue:43827", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582" ], - "prepared_review_unit_hash": "bb7f0cd187e30a50b7bda6482fd77c9487d9d48eca30b3e5ee2d085ff7600274", + "prepared_review_unit_hash": "008c7532b4c83256d6f3bcb9e0d6f452e78b49e81d7c88cc58262c680d3d6b5d", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35592, + "serialized_chars": 35591, "estimated_input_tokens": 8898, "estimated_eval_tokens": 18052 }, @@ -5991,184 +6110,184 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues grouped by broad subsystem. I would not accept any soft-edge duplicates on metadata alone. The tokenizer pair `issue:28218`/`issue:29159` is the closest match, but with only titles and no body-level overlap it remains merely plausible, not a safe duplicate.", - "confidence": 0.82, - "canonical_issue_reason": "`issue:28218` is the most concrete and narrowly scoped report in the set: it describes a specific added-token spacing symptom, making it the best anchor for tokenizer-related triage without overclaiming duplication.", + "summary": "This set is mostly heterogeneous regression reports rather than one tight duplicate cluster. The only strong duplicate-looking pair is the tokenizer spacing issue vs the broader slow/fast tokenizer inconsistency report; the rest are related only at a high level (tokenization, dtype, loading, video inputs, etc.) and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:29159 is the broader tokenizer-regression report and best matches the narrower added-token spacing symptom from issue:28218.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:28218` is the strongest single issue candidate because it is specific, actionable, and symptom-focused rather than a broader or more generic tokenizer complaint.", + "best_issue_reason": "issue:29159 is the best dedupe anchor here because it is broad enough to subsume the accepted tokenizer duplicate and is more representative than the narrower symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34634", - "right": "issue:36010", - "accept": false, - "reason": "Different subsystems and failure modes: BarkProcessor preset handling vs GenerationMixin import resolution." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Unrelated bugs in different models: Qwen3OmniMoe video input validation vs Gemma 3n forward-path name collision." - }, - { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Both are tokenizer-related, but the concrete problems differ: LayoutLMv2 NER/padding crash vs AutoTokenizer loading failure." + "reason": "Both are input/edge-case errors, but one is Whisper empty transcription handling and the other is Kosmos2.5 long OCR indexing; different bug paths." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input-validation error messaging is not the same bug as degenerate sequence-classification loss behavior." - }, - { - "left": "issue:45584", - "right": "issue:45834", - "accept": false, - "reason": "Different models and symptoms: Whisper empty transcription vs Kosmos2.5 OCR long-input index error." + "reason": "Input validation XOR messaging is unrelated to the single-label-classification zero-loss bug." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both concern loading, but the underlying failures are different: non-persistent buffer junk vs FSDP CPU RAM efficient loading." + "reason": "Different loading regressions: non-persistent buffer initialization vs broken FSDP CPU RAM-efficient loading." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "A Llava loading segfault is not the same concrete bug as an MPS histogram kernel type error." + "reason": "Completely different models and failures: Llava Next loading segfault vs MPS histogram/int type error." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both are runtime mismatches, but on different models and different mechanisms: CPU offload device mismatch vs bfloat16 dtype mismatch." + "reason": "Both mention mismatches, but one is CPU offload device placement and the other is bfloat16 dtype mismatch in different model paths." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight-only loading error and Qwen3.5 flash-attention generation issue are distinct code paths." + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are separate code paths." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Metric-gathering label truncation and Mamba2 use_cache correctness are different bugs." + "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens behavior are different tokenizer/processor bugs." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Both are video/OCR adjacent, but they affect different models and different failure modes." + "reason": "Blip2 dtype loading and Video-LLaVA temporal-attention/weight-sharing issues do not describe the same defect." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Runtime post-processor update behavior is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Both are video/OCR-related regressions, but they affect different models and failure modes." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon warmup TypeError and stale config dtype after from_config are different dtype/config bugs." + "reason": "Apple Silicon warmup TypeError is unrelated to stale config.dtype after from_config(dtype=...)." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Different model families and different failures: BLIP2 dtype loading vs Video-LLaVA architecture/weight-sharing issue." + "reason": "Metric gathering on tuple labels and Mamba2Mixer use_cache correctness are unrelated bugs." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "A removed helper breaking trust_remote_code is not the same as the broader remote_code regression." + "reason": "Pipeline translation error messaging and SigLIP2 nonsensical outputs are not the same underlying issue." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "An error-message/docs issue is not the same as a model producing nonsensical outputs." + "reason": "The removed is_torch_fx_available symbol is a specific breakage; the other is a broader remote_code regression without enough evidence of the same root cause." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure and pipeline import failure are unrelated." + "reason": "Tokenizer loading failure for one model and pipeline import failure due to kernels metadata are separate problems." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different models and validation paths: Qwen video chat-template mismatch vs T5 decoder-input validation messaging." + "reason": "Video chat-template feature/token mismatch is unrelated to T5 decoder input validation messaging." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different multimodal dtype mismatch vs Gemma 3n variable-collision bug." + "reason": "Image preprocessor dtype mismatch and Gemma3n audio_mel_mask variable collision are distinct model bugs." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3-family, but one is a weight-shape mismatch and the other is TP-plan coverage causing OOM/shape issues." + "reason": "A Qwen3-VL weight-shape load error is not the same as missing linear_attn entries in a TP plan." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/tensor shape IndexError is not the same as trainer.evaluate() failing after training." + "reason": "Mask/index shape mismatch and trainer.evaluate() failing after train() are too generic to treat as the same bug." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both mention video, but they affect different models and different validation logic." + "reason": "Both involve video input, but Qwen3OmniMoe video processing and Qwen2.5-VL vision_position_ids are different regressions." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor resolution mismatch and dtype mismatch are different classes of bug." + "reason": "OmDet-Turbo image-size mismatch is unrelated to the dtype mismatch issue." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument validation are distinct loading failures." + "reason": "Broken FSDP CPU RAM-efficient loading and init_empty_weights TypeError are separate model-loading failures." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "They are thematically similar tokenizer reports, but the evidence here is only title-level; without body overlap it is too weak to call the same duplicate bug." + "accept": true, + "reason": "These describe the same tokenizer inconsistency: added tokens getting extra spacing fits the broader slow-vs-fast tokenizer behavior difference." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading failure is unrelated to a bfloat16 dtype mismatch." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatches in other models." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "An error-message issue and documentation drift around pipeline removal are related topics, but not the same underlying bug." + "reason": "One is an error-message bug, the other is outdated docs; they are related to v5 pipeline removal but not the same defect." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and from_pretrained-in-class inconsistency are different initialization scenarios." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression and a general tokenization-version change are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "dtype propagation on Blip2 loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall read is mostly grounded, but the one positive soft-edge verdict is too strong for the evidence available. From the packet we only have titles/metadata, and `issue:28218` vs `issue:29159` are merely similar tokenizer reports; calling them the same duplicate pair is not conservative enough. The summary also overstates this as the only plausible duplicate. Please downgrade that pair to a tentative/plausible match unless you can cite body-level overlap." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:28218 and issue:29159, is plausibly supported by the titles and the broader/narrower framing. The other pair verdicts appropriately avoid overclaiming cross-issue duplication and mostly explain why the symptoms or models differ." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6183,20 +6302,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:34634", "issue:36010", "issue:36331", "issue:42175", + "issue:42490", "issue:43257", "issue:43262", "issue:43329", "issue:43452", "issue:43526", + "issue:43531", "issue:43550", - "issue:43577", "issue:43582", + "issue:43638", "issue:43645", "issue:43653", "issue:43697", @@ -6209,9 +6330,9 @@ "issue:44368", "issue:44554", "issue:44589", - "issue:44671", "issue:44857", "issue:44912", + "issue:44936", "issue:44991", "issue:45003", "issue:45020", @@ -6223,22 +6344,18 @@ "issue:45406", "issue:45538", "issue:45600", - "issue:45701", "issue:46175", "issue:46209", "issue:46285", + "issue:46291", "issue:46326", - "issue:46665", "issue:46697", "issue:46728", "issue:46932" ], "soft_pairs": [ - "issue:43645|issue:46665", - "issue:44671|issue:45701", - "issue:43577|issue:43582", - "issue:42175|issue:45081", "issue:34634|issue:36331", + "issue:42175|issue:45081", "issue:46175|issue:46932", "issue:46697|issue:46728", "issue:45003|issue:46285", @@ -6253,218 +6370,228 @@ "issue:43550|issue:44912", "issue:43452|issue:44991", "issue:43257|issue:43329", - "issue:44060|issue:44368", "issue:43526|issue:43697", + "issue:44060|issue:44368", "issue:36010|issue:43645", "issue:43906|issue:46209", "issue:36010|issue:36331", "issue:43329|issue:45600", "issue:43526|issue:44554", "issue:45084|issue:45538", - "issue:43819|issue:43927" + "issue:43819|issue:43927", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:42490|issue:43257" ], - "prepared_review_unit_hash": "8eb6476e6a63272178d0a15332a851d59977a42bdf43441209102e1192cb22e1", + "prepared_review_unit_hash": "0e090d9b94e78b0fdc117d8034608c6c7d3358fc88accf4b02ebb4e88f618c2b", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35964, - "estimated_input_tokens": 8991, - "estimated_eval_tokens": 18238 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes many unrelated Transformers bugs across loading, tokenization, processors, vision/audio, and training/runtime paths. No single canonical issue or PR stands out as a real duplicate anchor.", - "confidence": 0.94, - "canonical_issue_reason": "No coherent canonical issue: the items describe distinct failures in different model families and code paths, so any one issue would misrepresent the cluster.", + "summary": "This cluster is mostly a set of unrelated Transformer bugs/regressions rather than true duplicates. The proposed soft edges are largely broad-subsystem or same-family similarities, but not the same concrete code-path problem.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate emerges from this heterogeneous set; issue:45020 is the broadest umbrella regression and the best single representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue:45020 is the broadest and most central-sounding report, but it is still too generic to serve as a real canonical for this heterogeneous set.", + "best_issue_reason": "issue:45020 has the widest user impact and the strongest umbrella framing among the items, so it is the least bad representative of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43645", - "right": "issue:46665", - "accept": false, - "reason": "Both mention model initialization/from_pretrained behavior, but one is a Jupyter/custom-model regression and the other is inconsistent behavior inside Python classes; not the same bug or fix path." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "One is a CamemBERT masked-LM correctness bug and the other is a broad tokenization-version change report; same theme, different underlying issue." - }, - { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Blip2 dtype-loading behavior and an Apple Silicon allocator TypeError are unrelated code paths." + "reason": "Different subsystems and failures: Bark voice preset handling vs Trainer compute_loss signature mismatch." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package/backend install metadata vs Mistral tokenizer regex patching are unrelated." - }, - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "A Bark voice preset bug and a CustomTrainer loss-signature regression are completely different." + "reason": "Packaging/backend dependency issue vs Mistral tokenizer regex crash; no shared code-path." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both are Gemma4-related, but one is a huge one-hot position embedding problem and the other is a dtype-casting bug for quantized embedders; not mergeable as one fix." + "reason": "Both Gemma4-related, but one is a huge vision patch-embedder memory issue and the other is quantized embedder dtype casting; different bugs." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Different image-processing bugs in different models: over-padding vs incorrect patch counting." + "reason": "Both involve image sizing/padding, but they affect different models and different logic paths." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIP model structure inconsistency." + "reason": "Unsafe sys.modules access is unrelated to CLIP text-model structure inconsistency." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-VL bugs: weight_only loading failure versus rope-index temporal scaling." + "reason": "Different Qwen/VL bugs: weight_only loading vs rope-index scaling." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + "reason": "Tokenizer special-token registration vs MXFP4 quantization fallback are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is DAC latent reconstruction mismatch." + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch are different bugs." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are distinct runtime issues." + "reason": "Apple Silicon warmup TypeError vs CUDA AMP loss crash; unrelated code paths." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both touch mistral_common, but one is a missing import breaking Gemma4 processor loading while the other concerns continue_final_message handling for tokenizers." + "reason": "Both mention mistral_common/Gemma, but one is an import dependency break and the other is continue_final_message behavior." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are separate failures." + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer are different failures." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A specific model-load KeyError is not the same as the broad remote_code regression report." + "reason": "A specific model loading KeyError is not the same as the broad remote_code breakage." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure and torchvision dependency enforcement are unrelated." + "reason": "Float8 storage lookup failure vs PIL backend torchvision dependency issue are unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA behavior for Bamba and MXFP4 loading fallback for git-oss-20b are different bugs." + "reason": "Bamba torch.compile SDPA failure is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both concern from_pretrained/tokenizer loading, but one is gguf_file handling and the other is a specific tokenizer regression for EMBEDDIA/est-roberta." + "reason": "Both are loading regressions, but they affect different entry points and have different root causes." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a multimodal token-count video-branch bug." + "reason": "Qwen3 MoE weight conversion under deepspeed is unrelated to multimodal token counting undefined-name bugs." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "One is an actual tied-weights mapping bug in Qwen3-Next, the other is a user-facing warning about tie_word_embeddings in a different Qwen fine-tuning context." + "reason": "BEiT reduce_labels and RTDetr output divergence are separate vision-model issues." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "BEiT label reduction and RT-DETRv2 output divergence are different model bugs." + "reason": "Both are warning-related and Qwen-family, but they describe different models and different warning mechanisms." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure and custom-model notebook initialization are unrelated." + "reason": "GenerationMixin import error and custom-model Jupyter init breakage are different regressions." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of an older issue and an FP8/B200 inference failure are not the same underlying problem." + "reason": "An isolated reproduction of an older issue is unrelated to FP8 inference failure on B200." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Transformers import regression and trainer compute_loss signature regression are unrelated." + "reason": "ImportError from transformers.generation is unrelated to Trainer compute_loss argument changes." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "A multimodal token-count video path bug and stale auto_mappings references are different issues." + "reason": "Undefined video-branch helpers and stale auto_mappings config references are different CI/runtime failures." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Label reduction in BEiT and MPS attention correctness are unrelated." + "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error and CLIPTokenizer max_length configuration are not the same bug." + "reason": "Template compilation error and CLIPTokenizer max-length default are not the same bug." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig custom token IDs persistence are unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "reason": "DAC forward-vs-from_latents mismatch and DiaConfig save/load token-ID loss are unrelated audio-model problems." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 empty-index error during training and train/evaluate lifecycle breakage are different trainer bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Torch backend install omission is unrelated to kernels version/revision import failure." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6480,26 +6607,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ + "issue:28282", "issue:29159", + "issue:29870", "issue:34567", "issue:38175", "issue:39692", "issue:40990", - "issue:42175", - "issue:42490", "issue:42915", "issue:43257", "issue:43262", "issue:43329", "issue:43450", "issue:43454", - "issue:43531", "issue:43540", "issue:43577", "issue:43606", - "issue:43638", "issue:43643", "issue:43650", "issue:43696", @@ -6509,33 +6634,30 @@ "issue:43749", "issue:43854", "issue:43906", + "issue:43927", "issue:43931", "issue:44291", "issue:44387", "issue:44479", + "issue:44568", "issue:44610", "issue:44617", "issue:44756", "issue:44811", "issue:44821", "issue:44912", - "issue:44936", "issue:44977", "issue:45042", + "issue:45356", "issue:45459", "issue:45759", "issue:45803", "issue:45859", - "issue:46291", "issue:46421", "issue:46424", "issue:46701" ], "soft_pairs": [ - "issue:43638|issue:44936", - "issue:43531|issue:45042", - "issue:42175|issue:46291", - "issue:42490|issue:43257", "issue:43746|issue:44811", "issue:43854|issue:44977", "issue:43643|issue:45759", @@ -6548,8 +6670,8 @@ "issue:43257|issue:43931", "issue:43329|issue:43450", "issue:43329|issue:44479", - "issue:45459|issue:45803", "issue:42915|issue:43742", + "issue:45459|issue:45803", "issue:34567|issue:40990", "issue:46421|issue:46424", "issue:44291|issue:45042", @@ -6559,204 +6681,201 @@ "issue:42915|issue:44821", "issue:43606|issue:45859", "issue:43540|issue:46701", - "issue:43454|issue:43577" + "issue:43454|issue:43577", + "issue:28282|issue:29870", + "issue:43927|issue:44912", + "issue:44568|issue:45356" ], - "prepared_review_unit_hash": "7fc3a45e1a73a848c481e67365a430a6e98f10b53c179662fe20cc9e125a1e13", + "prepared_review_unit_hash": "21df2914e55aef8f08d34cd602e20848c1513a32ff147a82c1578948833421c6", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36139, - "estimated_input_tokens": 9035, - "estimated_eval_tokens": 18326 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35443, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated tokenizer, trainer, quantization, loading, vision, audio, and video bugs. None of the soft pairs look like the same underlying defect or change.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the set is a grab bag of unrelated reports, and the soft pairs do not collapse into one duplicate bug.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad vocabulary (tokenizer, loading, OOM, video, cache, etc.) but not the same underlying bug or fix path. I would reject all soft-edge duplicates and treat this as a set of unrelated issues rather than one duplicate cluster. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items span many unrelated subsystems and the soft similarities are only topical, not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good representative for this cluster because there is no shared root cause across the items.", + "best_issue_reason": "No strong global best issue for deduping: none of the issues clearly represents the same underlying bug as the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43638", - "right": "issue:44936", - "accept": false, - "reason": "Different training failures: ZeRO-3/non-pretrained BERT index error vs evaluate() breaking after train()." - }, - { - "left": "issue:43531", - "right": "issue:45042", - "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to PIL image processors incorrectly requiring torchvision." - }, - { - "left": "issue:42175", - "right": "issue:46291", - "accept": false, - "reason": "Missing TensorFlow in a torch install is unrelated to kernels v0.15 import-time requirements." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." - }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Both involve processors/tokenization, but one is a PEFT/local-checkpoint loading problem and the other is Whisper batch_decode behavior; different code paths." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Different model families and failures: GLM-4.7 test loading vs Qwen3.5 flash-attention generation." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config loading, but one is trust_remote_code missing fields and the other is from_config not unwrapping text_config; different code paths." + "reason": "Both touch config/model loading, but one is missing fields from trust_remote_code AutoConfig and the other is incorrect text_config unwrapping in composite multimodal configs." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to gpt-oss-20b MXFP4 quantization fallback." + "reason": "SigLIP2 documentation/example issues vs GPT-oss MXFP4 quantization fallback; unrelated bugs." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking in accelerate loading is unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "BitNet packed-weight loading vs OmDet-Turbo image size mismatch; not the same problem." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Zero probabilities on siglip2-base is unrelated to OmDet-Turbo producing 640px inputs for a 224px model." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the OmDet processor/model resolution mismatch." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading bug is unrelated to a CUDA OOM on GPT-oss-20b." + "reason": "Qwen3 MoE conversion/loading with accelerate+deepspeed is unrelated to a GPT-oss CUDA OOM." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to Whisper decode flags being ignored." + "reason": "Both involve audio processors, but one is apply_chat_template sampling-rate handling and the other is Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Int4 quantization reserved-memory regression is unrelated to Sam3Video OOM." + "reason": "Both mention OOM, but the root causes and code paths differ: int4 quantization memory reservation vs Sam3Video inference memory usage." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE conversion/loading issue is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "Different Qwen loading failures: missing MoE weight conversion with accelerate+deepspeed vs weight-shape mismatch for Qwen3-VL." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined helpers in multimodal token counting is different from batched video-processor shape errors." + "reason": "Both are video-related, but one is undefined variables in multimodal token counting and the other is incorrect batched processor output shape." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Video token-counting undefined variables are not the same bug as the v5.3.0 video-input regression." + "reason": "The latter is a broader video-input regression across models, while the former is a specific undefined-variable bug in token counting; not the same fix." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Both hide errors with broad excepts, but they are different modules and behaviors: tokenizer protobuf decode vs Fuyu tensor conversion/KeyboardInterrupt." + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are unrelated loading issues." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure is unrelated to MobileLLM-125M key errors." + "reason": "Both concern exception handling, but they are different modules and different bugs; not mergeable into one fix." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to GPT-oss-20b perplexity being too high." + "reason": "TrainerState token counting bug and GPT-oss perplexity issue do not describe the same underlying defect." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length only applying to Quantized Cache." + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length handling for quantized cache only." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to PIL backend torchvision dependency checks." + "reason": "init_empty_weights/_is_hf_initialized and PIL-image-processor torchvision dependency are unrelated." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is unrelated to disabling mmap on Strix Halo to avoid OOM." + "reason": "Both involve memory/loading, but one is FSDP CPU RAM-efficient loading and the other is mmap on Strix Halo causing OOM; different scenarios." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A placeholder 'ADD THE DATA' issue is unrelated to an isolated reproduction of another bug." + "reason": "Placeholder/irrelevant issue title versus an isolated reproduction of a specific upstream issue; no duplicate relationship." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState's token counter not updating." + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading failure is unrelated to AutoImageProcessor URL loading." + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Bark-small CPU offload device mismatch is unrelated to Qwen3_5Moe text rotary embedding CPU-offload compatibility." + "reason": "Both mention CPU offload, but they affect different models and different code paths; not the same bug." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Qwen3OmniMoe video ValueError is unrelated to DiffusionGemma image-text-to-text pipeline failure." + "reason": "Both are multimodal/video generation issues, but they involve different models, APIs, and failure modes." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying failure is unrelated to Blip2 dtype propagation leaving model.qformer in float32." + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are separate model-initialization bugs." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing ImportError and Bart generate decoder_attention_mask unbound variable are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token IDs issue is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different failure mechanisms; too broad to treat as duplicates." } ] }, @@ -6778,17 +6897,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:24643", "issue:27957", "issue:28282", "issue:29127", "issue:29159", - "issue:29870", "issue:33357", "issue:34567", "issue:34689", + "issue:36331", "issue:41720", "issue:42175", "issue:42915", @@ -6803,21 +6922,20 @@ "issue:43742", "issue:43749", "issue:43824", - "issue:43927", "issue:44062", "issue:44291", "issue:44479", - "issue:44568", + "issue:44488", + "issue:44560", "issue:44849", "issue:44857", - "issue:44912", "issue:44936", "issue:44987", "issue:44991", "issue:45127", "issue:45137", - "issue:45356", "issue:45357", + "issue:45381", "issue:45405", "issue:45538", "issue:45701", @@ -6830,238 +6948,255 @@ "issue:46869" ], "soft_pairs": [ - "issue:28282|issue:29870", - "issue:43927|issue:44912", - "issue:44568|issue:45356", "issue:43525|issue:46291", "issue:44987|issue:45538", "issue:28282|issue:34689", "issue:33357|issue:34567", - "issue:44857|issue:46832", - "issue:43697|issue:45357", "issue:43425|issue:46291", + "issue:43697|issue:45357", + "issue:44857|issue:46832", "issue:43404|issue:45127", "issue:42175|issue:43824", - "issue:45137|issue:45405", "issue:45538|issue:46869", - "issue:42915|issue:45538", + "issue:45137|issue:45405", "issue:28282|issue:29127", + "issue:42915|issue:45538", "issue:44479|issue:46693", "issue:44062|issue:44991", "issue:43742|issue:44291", "issue:44936|issue:46821", "issue:42915|issue:43749", "issue:43452|issue:43582", - "issue:24643|issue:29159", "issue:43577|issue:46512", + "issue:24643|issue:29159", "issue:44849|issue:45701", "issue:27957|issue:28282", "issue:44987|issue:45907", - "issue:41720|issue:43540" + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:34567|issue:36331" ], - "prepared_review_unit_hash": "4771dbd8714d50cd8274becf2c620c4df4065870fd73efd0707d01c243706187", + "prepared_review_unit_hash": "6a1529f248422c8f80976ec0ac992358ee678a36a7d6381729e886e750fff09b", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36144, - "estimated_input_tokens": 9036, - "estimated_eval_tokens": 18328 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35978, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated Transformers bugs that only share superficial loading/tokenization/runtime-error wording. None of the soft pairs looks like the same underlying fix, so I would not merge any of them as duplicates.", - "confidence": 0.21, - "canonical_issue_reason": "issue:28282 is the most connected node in the soft-pair graph and is a broad model-loading/import failure, but it still does not cleanly cover the rest of the cluster.", + "summary": "Mostly unrelated issues. The only soft-edge pair that looks like the same underlying bug is the Qwen2.5-VL video-input regression pair (44479/45381).", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the broader, more general report of the Qwen video-input regression across several models; it better represents the shared bug than the narrower follow-up symptom reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28282 is the best single representative by connectivity, though the cluster is too mixed for it to be a strong canonical duplicate target.", + "best_issue_reason": "issue:44479 is the best single issue to keep as the representative ticket for the accepted Qwen video regression cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:28282", - "right": "issue:29870", - "accept": false, - "reason": "Generic AutoModel PyTorch-import failure vs a BART generate() decoder_attention_mask bug; different code paths and symptoms." - }, - { - "left": "issue:43927", - "right": "issue:44912", - "accept": false, - "reason": "Config save/load custom token IDs vs MXFP4 quantization fallback; unrelated model-state issues." - }, - { - "left": "issue:44568", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS addition and the other is codec/warning handling; not the same bug." - }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs kernels revision/version requirement in pipeline import; unrelated." + "reason": "Different subsystems and failure modes: Llama4 config/pad token vs kernels revision/version requirements." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model loading failure for a specific repo vs CLIPTokenizer max_length constant; not the same underlying problem." + "reason": "Different bugs: a model-specific tokenizer load failure vs an unrelated CLIPTokenizer max-length issue." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch-not-found import error vs Llama 3.2 Vision loading break; different failure modes." + "reason": "Both are loading failures, but they concern different causes and code paths." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error in CLIP loading vs TrainerState token-count update bug; unrelated." + "reason": "Unrelated: MacOS bus error during CLIP loading vs trainer state token-count tracking." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "LwDetr AMP/CUDA crash vs RT-DETR feature-level mismatch TypeError; different code paths." + "reason": "Torch compatibility and kernels revision/version errors are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained key regression; not the same bug." + "reason": "Different model families and different problems: RT-DETR output mismatch vs save_pretrained key regression." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "Torch version incompatibility vs kernels API revision requirement; unrelated issues." + "reason": "Both involve detection models, but the concrete bugs are different code paths and not the same fix." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied embeddings/weights, but one is a model tying bug and the other is LoRA merge collapse with extended vocab; not mergeable as one fix." + "reason": "Both mention weight tying, but they affect different models and different symptoms; not the same underlying bug." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow missing from torch extra vs missing Qwen2_5_VL import; unrelated packaging/import problems." - }, - { - "left": "issue:45137", - "right": "issue:45405", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure vs PEFT minimum-version bump; unrelated." + "reason": "Install/backend packaging issue vs missing model class import; unrelated." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer max_length quirk vs YOLO multi-GPU device-map failure; different subsystems and root causes." + "reason": "CLIP tokenizer max-length bug is unrelated to YOLO multi-GPU device-map failure." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs CLIPTokenizer length constant; unrelated." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT minimum-version bump." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Environment/import error vs LayoutLMv3 error-message clarity issue; not the same bug." + "reason": "A missing PyTorch dependency error is unrelated to a LayoutLMv3 validation-message clarity issue." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 failure and CLIP tokenizer max-length are unrelated." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both are regressions, but one is a video-input functional regression and the other is a FA2 long-context performance regression; different fixes." + "reason": "Both are regressions, but one is video-input parsing and the other is long-context FA2 performance; different bugs." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-arg duplication vs tokenizer load failure for a specific model; both tokenizer-related but different underlying causes." + "reason": "Likely tokenizer-loading related, but not enough evidence they are the same concrete bug or fix." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "KeyError loading MobileLLM vs unexpected _is_hf_initialized argument in init_empty_weights; both loading-related, but not the same code-path problem." + "reason": "Different model-loading failures with different triggers and code paths." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "trainer.evaluate() after train() bug vs TimesFM window_size AttributeError; unrelated." + "reason": "Trainer lifecycle bug vs TimesFM window_size attribute error; unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 issue vs FSDP CPU RAM efficient loading breakage; different features and failures." + "reason": "Different training/loading issues and different models; only broad ML-framework context overlaps." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading failure vs Apple Silicon caching_allocator_warmup TypeError; unrelated." + "reason": "GGUF loading failure and Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "DeepSpeed weight-shape RuntimeError vs slow/fast tokenizer inconsistency; unrelated." + "reason": "Both are dtype-related, but one is a model-component loading issue and the other is a stale config dtype issue; not the same bug." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Both concern dtype handling, but one is BLIP2 weight dtype propagation and the other is config.dtype staleness in from_config; different fixes." + "reason": "DeepSpeed training runtime error vs tokenizer inconsistency; unrelated." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs general version-dependent tokenization changes; not the same underlying issue." + "reason": "Different issues: Qwen3.5 hidden-states behavior vs version-dependent tokenization changes." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 compatibility for XLMRoberta vs PyTorch missing import error; unrelated." + "reason": "Flash Attention 2 behavior for XLM-Roberta is unrelated to missing PyTorch detection." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model load regression vs list_repo_files not forwarding revision; different API surfaces and root causes." + "reason": "Specific tokenizer load failure vs list_repo_files not forwarding revision; unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-mapping CUDA assert vs video-input processing ValueError in Qwen3OmniMoe; different failure modes." + "reason": "Both are Qwen issues, but one is auto device-map CUDA assertion and the other is video-input processing; different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both concern video inputs, but the model families and reported failures differ enough that they do not look like one concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression in transformers 5.3.0; 45381 is a narrower symptom of the broader 44479 report." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend install issue vs a specific model-loading failure; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related video-input theme, but different model families and not clearly the same concrete failure path." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and custom compute_loss signature changes are different trainer API issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The representative issue choice for 44479 over 45381 is justified by the titles, and the soft-edge verdicts consistently avoid overclaiming identity where only broad thematic overlap exists. The only accepted pair (44479/45381) is the one that clearly looks like the same Qwen2.5-VL video-input regression." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7076,29 +7211,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:24643", "issue:29870", - "issue:34567", - "issue:36331", "issue:38175", - "issue:42175", "issue:43257", "issue:43452", "issue:43531", "issue:43540", "issue:43577", "issue:43582", + "issue:43697", "issue:43716", "issue:43742", "issue:43756", "issue:43906", "issue:44062", "issue:44291", - "issue:44479", "issue:44488", - "issue:44560", "issue:44568", "issue:44589", "issue:44625", @@ -7112,10 +7243,11 @@ "issue:45072", "issue:45081", "issue:45325", - "issue:45381", "issue:45405", "issue:45488", + "issue:45588", "issue:45600", + "issue:45663", "issue:45672", "issue:45674", "issue:45823", @@ -7125,14 +7257,12 @@ "issue:46491", "issue:46693", "issue:46701", - "issue:46821" + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899" ], "soft_pairs": [ - "issue:43540|issue:44560", - "issue:44479|issue:45381", - "issue:42175|issue:44488", - "issue:43540|issue:44479", - "issue:34567|issue:36331", "issue:38175|issue:44898", "issue:44568|issue:45488", "issue:44792|issue:44964", @@ -7146,227 +7276,225 @@ "issue:43756|issue:45325", "issue:43716|issue:46701", "issue:44568|issue:46491", - "issue:44737|issue:46463", "issue:43577|issue:45072", "issue:45405|issue:45600", - "issue:45672|issue:45674", + "issue:44737|issue:46463", "issue:43531|issue:44821", + "issue:45672|issue:45674", "issue:45823|issue:46463", "issue:43906|issue:46693", "issue:24643|issue:29870", "issue:43906|issue:46468", "issue:43452|issue:44488", "issue:44625|issue:44877", - "issue:43540|issue:46693" + "issue:43540|issue:46693", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:46463|issue:46899" ], - "prepared_review_unit_hash": "23bc52ca96ba056903bbffdd556c119e16965615ac9b2d67709ebeb0c82fc003", + "prepared_review_unit_hash": "367fa94095b036268d808abb6a818db77d2cca9d97e50850d638eb2dc40f4921", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36988, - "estimated_input_tokens": 9247, - "estimated_eval_tokens": 18750 + "soft_pair_count": 29, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated transformer bug reports. A few issues sit in the same broad Qwen/video-regression area, but none of the soft pairs are strong enough to treat as true duplicates or mergeable PR-equivalents.", + "summary": "These issues are mostly unrelated, model-specific bugs and regressions rather than one duplicate cluster. I found no soft-edge pair that looks like the same underlying bug/change, so all candidate links should be rejected.", "confidence": 0.91, - "canonical_issue_reason": "issue:44479 is the broadest and most central of the related reports: it describes a regression affecting multiple Qwen VL/MoE variants, which makes it the best anchor for the small Qwen video-regression subgroup in this cluster.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most representative issue overall because it captures the widest shared symptom family among the closest-related items while remaining concrete and actionable.", + "best_issue_reason": "issue:45488 has the strongest discussion/inbound signal and a broad, user-visible regression, but the set overall does not share one underlying root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Different model families and different failure modes: Qwen3OmniMoe video processing ValueError vs Qwen3-vl-embedding StopIteration. Same broad area, not the same bug." + "reason": "Different models and failure modes: SigLIP2 zero probabilities vs Perceiver non-default-resolution failure." }, { - "left": "issue:44479", - "right": "issue:45381", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Both concern Qwen VL video regressions, but 44479 is a broad multi-model regression report while 45381 is a narrower position_ids bug for Qwen2.5-VL; not enough evidence they are the same concrete defect." + "reason": "Tokenizer regressions, but in different code paths and families: mDeBERTa special-token handling vs LlamaTokenizer overriding tokenizer.json pre-tokenizer behavior." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Package/backend installation issue vs a model loading failure for cjvt/sleng-bert. No shared code path or symptom." + "reason": "Different multimodal issues: a failed Janus generation test vs loading Phi-4-multimodal-instruct." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Related only at the subsystem level (Qwen video inputs). The reported models and errors differ, so they are not the same underlying bug." - }, - { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "Trainer token accounting vs a CustomTrainer compute_loss signature break. Both are trainer API issues, but they are distinct failures." - }, - { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Different vision-model regressions with different symptoms; one is zero probabilities in SigLIP2, the other is a Perceiver image-size failure." - }, - { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "Tokenizer special-token addition regression vs pre-tokenizer override behavior in LlamaTokenizer. Different tokenizer code paths and symptoms." - }, - { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Separate multimodal model load/test failures (Janus vs Phi-4 multimodal). No indication of the same root cause." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "Distinct tokenizer internals: AddedToken special-argument collision vs Mistral regex patch accessing backend_tokenizer. Not the same bug." + "reason": "Unrelated tokenizer bugs: AddedToken special-argument collision vs Mistral regex patch crashing on backend_tokenizer access." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "One is DeepSpeed/accelerate weight conversion, the other is Smollm3 RoPE layer handling. Different model behavior and code paths." + "reason": "Both involve Qwen/SmolLM model internals, but the bugs differ: MoE weight conversion under accelerate+deepspeed vs dropped RoPE layers in Smollm3." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument compatibility vs loading AutoImageProcessor from URL. Separate issues in different loading paths." + "reason": "Different areas entirely: init_empty_weights handling vs loading AutoImageProcessor from URL." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError. Completely unrelated failures." + "reason": "Different runtime errors in different subsystems: Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "One is an image-processor backend dependency regression, the other is a Mistral tokenizer regex crash. Different subsystems and symptoms." + "reason": "PIL backend torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer drop vs Qwen3.5 kernel registration error. No shared bug mechanism." + "reason": "Both mention rotary-related internals, but they are distinct model-specific defects: Smollm3 RoPE layer count vs Qwen3.5 kernel registration." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Model loading key error for MobileLLM vs Float8 storage lookup TypeError. Different failure modes." + "reason": "Different loading failures with different causes: MobileLLM key error vs missing Float8 storage type." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen-related modeling details, but one is about RoPE layers in Smollm3 and the other is a Qwen2.5-VL still-image position scaling issue. Not the same bug." + "reason": "Both touch RoPE logic, but one is Smollm3 layer dropping while the other is Qwen2.5-VL still-image temporal scaling." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal regressions: image preprocessor/model dtype mismatch vs a Janus pipeline test failure." + "reason": "Different multimodal regressions: dtype mismatch in Mistral-3 preprocessing vs DiffusionGemma image-text-to-text pipeline failure." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer regressions, but one concerns special-token insertion and the other encode-decode space handling in CodeLlama. Different concrete defects." - }, - { - "left": "issue:44737", - "right": "issue:46463", - "accept": false, - "reason": "XLNet CPU tensor creation bug vs an incorrect T5 decoder-input validation message. Not the same issue." + "reason": "Both are tokenizer regressions, but one is BOS/EOS special-token addition and the other is CodeLlama leading-space round-trip behavior." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different dtype problems in different models (Blip2/QFormer vs SwitchTransformers/TimmWrapperModel). Same broad category, not the same bug." + "reason": "Both are dtype-mismatch reports, but they involve different models and different parts of the inference stack." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version requirement mismatch vs stale auto_mappings references. Separate packaging/compatibility problems." + "reason": "Completely different issues: dependency version bump vs stale auto_mappings references to removed configs." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Both touch low-bit inference, but one is a torch.finfo TypeError on uint8 weights while the other is a BitsAndBytes skip-module config regression. Different root causes." + "reason": "XLNet CPU placement bug is unrelated to T5 decoder-input validation error messaging." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading. No meaningful overlap beyond being model-loading related." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both affect 4-bit inference, but one is a uint8/torch.finfo bug in Gemma4 audio modules and the other is a BitsAndBytes skip-modules exclusion bug." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map mismatch vs T5 decoder validation error. Unrelated code paths." + "reason": "Gemma4 device_map auto placement issue is unrelated to the T5 decoder input validation error." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "One is a reproduction of an older issue, the other is a FA2 long-context performance regression. Different problems." + "reason": "The reproduction of issue 38071 is not the same as the FA2 long-context performance regression." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape RuntimeError vs Bart generate decoder mask UnboundLocalError. Completely different bugs." + "reason": "Different errors and subsystems: DeepSpeed training weight shape RuntimeError vs Bart generate() unbound local decoder_attention_mask." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "Isolated reproduction report vs a broken official Nemotron example. No shared underlying bug is evident." + "reason": "An isolated reproduction of another issue is not the same as the broken Nemotron example report." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Tokenizer/model loading via gguf_file vs a separate model-loading complaint for cjvt/sleng-bert. Different failures." + "reason": "Different model-loading problems: gguf_file compatibility vs loading cjvt/sleng-bert." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation vs strict config blocking granite_speech. Different config-handling issues." + "reason": "Qwen3.5 num_labels propagation bug is unrelated to strict config blocking granite_speech loading." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video input processing bug vs long-context generation performance regression. Not the same defect." + "reason": "Different Qwen3OmniMoe video-input validation bug vs a FA2 long-context generation performance regression." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states rebuild bug is unrelated to Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different RTDetrV2 output-difference regression vs VideoPrism hidden_states field mix-up." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug is unrelated to the flash_attention s_aux=None AttributeError." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder input validation messaging is unrelated to Gemma4 4-bit multimodal dtype cast failures." } ] }, @@ -7388,7 +7516,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:28282", "issue:32090", @@ -7396,12 +7524,15 @@ "issue:41762", "issue:43295", "issue:43452", + "issue:43525", "issue:43526", + "issue:43531", "issue:43643", "issue:43653", "issue:43688", "issue:43697", "issue:43720", + "issue:43742", "issue:43749", "issue:43761", "issue:43819", @@ -7410,7 +7541,6 @@ "issue:44442", "issue:44466", "issue:44493", - "issue:44737", "issue:44811", "issue:44843", "issue:44857", @@ -7420,236 +7550,227 @@ "issue:45005", "issue:45200", "issue:45216", + "issue:45356", "issue:45357", "issue:45372", "issue:45375", "issue:45479", - "issue:45588", - "issue:45663", "issue:45920", "issue:46050", "issue:46121", "issue:46170", "issue:46463", + "issue:46701", "issue:46829", "issue:46832", - "issue:46846", - "issue:46899", "issue:46932", "issue:47000" ], "soft_pairs": [ - "issue:45663|issue:46846", - "issue:43697|issue:46829", - "issue:44737|issue:45588", - "issue:46463|issue:46899", "issue:45357|issue:45920", "issue:28282|issue:32090", "issue:44913|issue:46121", "issue:43526|issue:45479", "issue:43697|issue:45216", "issue:43643|issue:45375", + "issue:44466|issue:45005", "issue:43720|issue:44898", "issue:45200|issue:46463", - "issue:44466|issue:45005", - "issue:41762|issue:44936", "issue:44493|issue:46050", - "issue:43761|issue:46829", + "issue:41762|issue:44936", "issue:43452|issue:44843", + "issue:43761|issue:46829", "issue:43688|issue:43749", "issue:44361|issue:44442", - "issue:43653|issue:44361", "issue:38175|issue:43295", + "issue:43653|issue:44361", "issue:43819|issue:44811", "issue:43994|issue:44898", "issue:45372|issue:46170", + "issue:44857|issue:47000", "issue:46832|issue:46932", - "issue:44857|issue:47000" + "issue:43525|issue:46701", + "issue:43531|issue:43742", + "issue:43295|issue:45356" ], - "prepared_review_unit_hash": "662fa678b17c640e8368a166ab540a8b282abb9baf658a67cec8afc0f731902f", + "prepared_review_unit_hash": "c39b13555f605ca427165bb411c3fb8f6ea1ed4badbc2a7cbf542cdd2fe72873", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35627, - "estimated_input_tokens": 8907, - "estimated_eval_tokens": 18070 + "soft_pair_count": 25, + "serialized_chars": 35140, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated closed issues spanning tokenizer/config regressions, model-output bugs, training failures, and quantization/loading problems. No strong duplicate cluster; only a few are thematically adjacent, not the same concrete bug.", - "confidence": 0.36, - "canonical_issue_reason": "issue #45005 is the broadest, most detailed report in the set and best represents the tied-weights/save-pretrained regression theme among the few related items.", + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports spanning tokenizers, configs, generation outputs, training, and model-specific regressions. The soft pairs mostly share broad subsystem vocabulary but do not look like the same concrete bug or fix path.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45920 is the broadest umbrella-style report in the set: a v5 AutoTokenizer regression affecting multiple model families with a clear, repeated symptom and high likelihood of attracting related duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "#45005 has the richest repro/context and the widest potential to anchor nearby tied-weight serialization reports; it is the most suitable representative issue here.", + "best_issue_reason": "issue:45920 is the strongest representative candidate because it is broad, well-scoped, and impacts several models rather than a single narrow edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45663", - "right": "issue:46846", - "accept": false, - "reason": "Different models and failure modes: Gemma4 FSDP2 KeyError vs Qwen3.5 tensor-parallel OOM/shape error." - }, - { - "left": "issue:43697", - "right": "issue:46829", - "accept": false, - "reason": "Both are output-regression reports, but for different models and different output fields/code paths." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated subsystems." - }, - { - "left": "issue:46463", - "right": "issue:46899", - "accept": false, - "reason": "T5 decoder-input validation error message and Gemma4 4-bit embedder dtype cast are different bugs." - }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "One is Qwen3.5 save_pretrained key serialization, the other is AutoTokenizer token-ID regression across many models." + "reason": "Both concern v5 serialization/tokenization regressions, but one is a Qwen3.5 save_pretrained visual-key issue and the other is wrong token IDs across many models; different code paths and symptoms." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch vs Trainer GPU broadcast TypeError are unrelated." + "reason": "Completely different failures: missing PyTorch import for AutoModel vs a Trainer GPU broadcast TypeError." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both involve RoPE/config handling, but one is config reload defaulting and the other is a JSON-list type error in validation." + "reason": "Both touch rope/config handling, but one is a config field reverting on reload and the other is a TypeError in JSON-loaded list validation; not the same bug." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction and single-label classification zero-loss are different code paths." + "reason": "Different layers and symptoms: BeitImageProcessorFast label reduction vs sequence-classification loss degeneracy across models." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions on different models: RTDetrV2 outputs vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Different models and failure modes: RTDetrV2 output drift vs Qwen3.5 checkpoint save_pretrained key corruption." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention config fields, but one is trust_remote_code loading and the other is a specific Qwen3_5MoeVisionConfig strict-field omission." + "reason": "Both involve missing config fields, but one is generic trust_remote_code AutoConfig loading and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict serialization." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related theme around tied weights, but the first is device-dependent lm_head serialization while the second is a broader translation-model tied-weights regression; not clearly the same concrete bug." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver position interpolation are unrelated." + "reason": "Unrelated problems: BitNet packed-weight loading vs Perceiver non-default resolution interpolation." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma4 missing mm_token_type_ids and T5 decoder validation error are not the same bug." + "reason": "Different issues entirely: Gemma 4 text-only mm_token_type_ids defaulting vs a T5 decoder-input error-message bug." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model regression without a clear shared code path." + "reason": "Position-id unexpected keys and sinq quantized model reload/save corruption are separate serialization problems." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate-after-train failure are distinct issues." + "reason": "Different workflows and root causes: DeepSpeed ZeRO-3 loading failure vs trainer.evaluate() after train()." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Unexpected position-id keys and sinq quantized save/load breakage are different serialization problems." + "reason": "Both are AutoTokenizer.from_pretrained failures, but one is gguf_file support and the other is an offline-mode regression in _patch_mistral_regex." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both concern hidden_states, but in different models and with different output-object behavior." - }, - { - "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "gguf_file loading breakage and offline Mistral regex hub calls are separate from different parts of from_pretrained." + "reason": "Both involve hidden_states outputs, but one is CLIPVisionModel returning None and the other is VideoPrism misplacing last_hidden_state in an output object." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Different subsystems: MoE auxiliary-loss normalization vs FSDP CPU RAM efficient loading." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures with different classes and error surfaces." + "reason": "Both are tokenizer-loading issues, but they affect different tokenizer implementations and different failure modes." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "BigBird mask-token decode bug and MLukeTokenizer AttributeError are not the same underlying issue." + "reason": "One is unexpected zero probabilities in a SigLIP2 model; the other is a regression in processor.tokenizer access and image passing to tokenizer." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer/image-passing regression are unrelated regressions." + "reason": "Different tokenizer bugs: BigBird special-token registration vs MLuke task-time AttributeError." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent/forward mismatch and Whisper batch_decode skip_special_tokens handling are different APIs and bugs." + "reason": "Different components and symptoms: DAC latent decoding mismatch vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Siglip2 nonsensical outputs and Perceiver non-default resolution failure are unrelated model bugs." + "reason": "Both are vision-model regressions, but one is SigLIP2 inference quality and the other is Perceiver resizing/interpolation failure." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma4 mistral_common import failure and Windows ROCm torch.distributed dependency issue are different import/runtime problems." + "reason": "Different import/dependency problems: mistral_common ReasoningEffort import vs torch.distributed dependency issues on Windows/ROCm." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are RT-DETR loss crashes, but the reported failure modes differ: AMP/CUDA crash vs infeasible cost matrix." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are different models and code paths." + "reason": "Different model families and fixes: RT-DETR backbone-feature-level mismatch vs Gemma4 quantized embedder dtype casting." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated model/component failures: Llama4Config pad_token_id access vs DiffusionGemma image-text-to-text pipeline." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs MobileLLM-125M loading key error." + }, + { + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "LwDetrImageLoss AMP crash and RTDetrLoss infeasible-cost-matrix error are different detection-loss failures." + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is Kimi-K2.5 codec and warning behavior; not the same underlying issue." } ] }, @@ -7671,32 +7792,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:29159", "issue:32090", "issue:33357", "issue:33666", "issue:36010", + "issue:41720", "issue:42898", - "issue:43295", "issue:43452", - "issue:43525", - "issue:43531", + "issue:43504", "issue:43550", "issue:43577", "issue:43646", "issue:43653", "issue:43688", - "issue:43742", + "issue:43720", "issue:43749", "issue:43756", + "issue:43761", "issue:43927", "issue:44361", "issue:44464", "issue:44466", "issue:44479", "issue:44484", + "issue:44554", "issue:44568", "issue:44625", "issue:44704", @@ -7706,7 +7828,6 @@ "issue:44843", "issue:44977", "issue:44991", - "issue:45356", "issue:45440", "issue:45491", "issue:45542", @@ -7719,13 +7840,10 @@ "issue:46491", "issue:46612", "issue:46693", - "issue:46701", - "issue:46821" + "issue:46821", + "issue:47013" ], "soft_pairs": [ - "issue:43525|issue:46701", - "issue:43531|issue:43742", - "issue:43295|issue:45356", "issue:45542|issue:46178", "issue:29159|issue:33357", "issue:43653|issue:44568", @@ -7733,8 +7851,9 @@ "issue:43688|issue:45704", "issue:43452|issue:43577", "issue:44843|issue:44991", - "issue:42898|issue:46491", + "issue:43761|issue:47013", "issue:43688|issue:45701", + "issue:42898|issue:46491", "issue:43756|issue:46402", "issue:44464|issue:44743", "issue:43653|issue:43927", @@ -7742,205 +7861,221 @@ "issue:45491|issue:46002", "issue:44484|issue:44704", "issue:44821|issue:46821", - "issue:43550|issue:44361", "issue:33666|issue:36010", + "issue:43550|issue:44361", + "issue:44466|issue:46050", "issue:43688|issue:45440", "issue:32090|issue:33666", - "issue:44466|issue:46050", "issue:44977|issue:46693", "issue:44734|issue:46612", - "issue:44464|issue:44977" + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "e5d9f555f93e10d113f31a8722ee9007da7361265595b5f46d38b24244a7ef4e", + "prepared_review_unit_hash": "be9ab29b26230f6d902528125ea0546a1d3b3946323a85091c1735135ab07af1", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35856, - "estimated_input_tokens": 8964, - "estimated_eval_tokens": 18184 + "soft_pair_count": 29, + "serialized_chars": 36541, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is thematically noisy: many items are tokenizer/model-loading/regression bugs in Transformers, but the soft pairs are mostly only superficially similar and do not look like the same underlying defect.", - "confidence": 0.83, - "canonical_issue_reason": "No clear canonical duplicate exists; the cluster spans many different code paths and model-specific failures. If a representative issue must be chosen, issue:45701 is the broadest tokenizer-regression umbrella, but it is not a true duplicate target.", + "summary": "This cluster is a heterogeneous mix of unrelated Transformers bug reports: tokenizer regressions, multimodal model-loading issues, distributed-training failures, generation/cache bugs, and a few config/serialization problems. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45701 is the broadest tokenizer-regression report in the set and the best representative for the tokenizer-related subset, though the overall cluster is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best overall representative because it is the broadest issue about tokenization behavior changing across Transformers versions, which matches the main theme of the cluster better than the other, more model-specific bugs.", + "best_issue_reason": "issue:45701 is the most representative issue overall: broad user-facing tokenizer behavior change, multiple inbound references, and it anchors the only semi-coherent theme in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43525", - "right": "issue:46701", - "accept": false, - "reason": "Different subsystems and failure modes: Llama4Config attribute access vs DiffusionGemma image-text pipeline crash." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Both are model-specific loading/runtime problems, but the causes and code paths are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Both involve processor/tokenizer regressions, but one is about processor.tokenizer/image passing and the other about codec handling and a warning in Kimi-K2.5." - }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend-mapping errors, but they concern different backends and different failure points." + "reason": "TensorBoard/TensorFlow backend setup vs a backend-mapping error for tensorflow_text; different failure paths." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to the MacOS bus error on a community CLIP model." + "reason": "Tokenizer slow/fast inconsistency vs a MacOS bus error in CLIP model loading; unrelated bugs." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both concern special-token behavior, but they are different tokenizers and different regressions." + "reason": "Both are tokenizer bugs, but one is BigBird mask-token decode behavior and the other is mdeberta special-token insertion; different tokenizers and symptoms." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model init breakage is unrelated to the FSDP CPU RAM efficient loading regression." + "reason": "Custom model initialization breakage vs FSDP CPU RAM efficient loading; not the same code path." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and an Apex RMSNorm memory leak are different bugs in different components." + "reason": "Auxiliary loss normalization vs a T5 RMSNorm memory leak; different subsystems." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage is unrelated to BLIP2 dtype propagation." + "reason": "gguf_file loading failure vs BLIP2 dtype propagation; different model-loading problems." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both affect tokenizer loading, but one is an offline-mode model_info() bug and the other is a tokenizer load failure for a specific model." + "reason": "Offline hub call in tokenizer patch vs tokenizer load failure for est-roberta; different root causes." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "Tokenization cleanup policy changes and CodeLlama leading-space stripping are related only at a broad behavioral level, not the same bug." + "reason": "CLIPVision hidden_states regression vs xLSTM train-mode unpacking crash; unrelated models and mechanics." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization is unrelated to a general tokenization-behavior regression." + "reason": "Auxiliary loss normalization vs a broad tokenization-regression report; unrelated defects." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "v5 cleanup-space behavior change vs CodeLlama leading-space round-trip regression; both tokenizer-related but not the same bug." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "RoPE-layer dropping and text-encoder weight loading are unrelated model implementation bugs." + "reason": "Smollm3 RoPE-layer mismatch vs Sam3 text-encoder weights not loading; unrelated model issues." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/cache behavior, but one is compiled-forward chunked generation and the other is recurrent-state reset in modular_qwen3_5.py." + "reason": "Chunked generation with compiled forward vs Qwen3.5 recurrent-state reset when seq_len>1; different generation paths." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration for BigBirdTokenizer is not the same as DiaConfig losing custom token IDs on save/load." + "reason": "BigBird special-token registration vs DiaConfig save/load token-ID loss; tokenizer behavior vs config persistence." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression and num_labels propagation are separate Qwen3.5 issues with different root causes." + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different config/input bugs." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "NaNs from mixed-length sliding-window attention are unrelated to NaNs in classification heads after checkout/init." + "reason": "Gemma3 mixed-length NaNs in embeddings vs NaNs in classification heads after checkout/init; both NaN reports but different layers and causes." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "max_shard_size question is unrelated to AutoProcessor kwargs not being forwarded to cached_file." + "reason": "A question about shard size vs AutoProcessor kwargs not reaching cached_file; unrelated." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "AutoImageProcessor URL loading vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training vs GenerationMixin import error; unrelated." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba is unrelated to MLukeTokenizer task-time AttributeError." + "reason": "Bamba torch.compile/SDPA failure vs MLukeTokenizer task AttributeError; unrelated." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." + "reason": "lm_head.weight serialization inconsistency vs sinq quantized save/load breakage; different serialization bugs." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization does not match the DeepseekV3MoE divergence from remote implementation." + "reason": "Auxiliary-loss normalization vs DeepseekV3MoE divergence from remote implementation; unrelated model behavior." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is not the same as Qwen2-VL multi-GPU training issues." - }, - { - "left": "issue:44466", - "right": "issue:46050", - "accept": false, - "reason": "Serialization of tied lm_head weights and sinq quantized save/load breakage are different save/load bugs." + "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training; both distributed-related but not the same bug." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Flash-attention generation correctness issue and FA2 long-context performance regression are not the same underlying bug." + "reason": "Qwen3.5 flash-attention generation correctness bug vs FA2 long-context performance regression; correctness vs performance and different symptoms." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Wrong tensor indexing in KV-cache continuation is different from skipped beam-search cache reordering." + "reason": "Serve KV-cache continuation indexing crash vs beam-search cache reorder being skipped for several models; both cache-related but distinct failures." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation failures are separate code paths." + "reason": "Compiled-forward chunked generation inconsistency vs Qwen3.5 flash-attention generation bug; different regressions." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert vs chunked generation inconsistency; unrelated code paths." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field load bug vs Bamba compile/SDPA bug; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field load bug vs BitNet packed-weight loading bug; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation issue vs an MPS attention correctness issue; different models and failure modes." } ] }, @@ -7962,14 +8097,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:28218", "issue:33357", "issue:33666", "issue:36331", "issue:39692", - "issue:41720", "issue:42796", "issue:43262", "issue:43278", @@ -7978,12 +8112,11 @@ "issue:43493", "issue:43504", "issue:43525", - "issue:43550", "issue:43572", - "issue:43577", "issue:43606", "issue:43611", "issue:43643", + "issue:43646", "issue:43688", "issue:43720", "issue:43782", @@ -7993,10 +8126,11 @@ "issue:43994", "issue:44361", "issue:44451", - "issue:44464", + "issue:44466", "issue:44514", "issue:44554", "issue:44561", + "issue:44568", "issue:44610", "issue:44625", "issue:44964", @@ -8009,14 +8143,12 @@ "issue:46192", "issue:46209", "issue:46365", + "issue:46489", "issue:46693", + "issue:46710", "issue:46846" ], "soft_pairs": [ - "issue:41720|issue:44464", - "issue:43504|issue:43550", - "issue:43504|issue:43720", - "issue:43577|issue:44554", "issue:43782|issue:46693", "issue:43611|issue:46846", "issue:43278|issue:43688", @@ -8026,10 +8158,11 @@ "issue:43643|issue:44561", "issue:43606|issue:43927", "issue:43504|issue:44610", + "issue:39692|issue:43493", "issue:44514|issue:45290", "issue:44964|issue:45405", - "issue:43720|issue:44361", "issue:43493|issue:43825", + "issue:43720|issue:44361", "issue:44554|issue:46365", "issue:43525|issue:43572", "issue:44977|issue:46209", @@ -8039,219 +8172,232 @@ "issue:28218|issue:33357", "issue:43994|issue:46192", "issue:42796|issue:44977", - "issue:43493|issue:43844", "issue:39692|issue:43295", - "issue:43278|issue:43844" + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44568|issue:46489", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:33357|issue:33666" ], - "prepared_review_unit_hash": "ba4719e0cf00d8438b363413a46dd584b48e081421a23fd6015a2c13282be3b2", + "prepared_review_unit_hash": "1840da1831d362ebfab24cb28cef39cc99264627f7c8faeaafd3d3e61e8d3bb4", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35866, - "estimated_input_tokens": 8967, - "estimated_eval_tokens": 18190 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36860, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: several unrelated model-loading, tokenizer, processor, and performance bugs were grouped by loose transformer/LLM similarity, but none of the soft pairs look like true duplicates of the same concrete bug.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43611 is the broadest, most central regression here: a general v5.0 model-loading breakage that best represents the cluster\u2019s recurring config/loading failures.", + "summary": "Most pairs are superficial similarity matches across unrelated Transformers regressions. Only one clear duplicate pair appears: the apply_chat_template crash with assistant tool-call messages and no content.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44514 is the broader, earlier report of the apply_chat_template crash; it captures the core bug that also appears in 45290, which is just a narrower repro variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most representative and actionable issue in the set, covering the widest shared failure mode among the loading/config regressions.", + "best_issue_reason": "issue:44514 is the best issue to anchor this duplicate pair because it states the underlying failure mode most generally and is the clearest target for consolidation.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "Different failures: cudaErrorAssert on auto device mapping vs inconsistent chunked generation with compiled forward." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Unrelated model-loading preset/legacy-field bug vs Bamba torch.compile + SDPA failure." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Different code paths: Beit pretrained preset loading vs BitNet packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "Different symptoms and subsystems: dtype not propagating on BLIP2 load vs MPS attention correctness issue." - }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only load error is unrelated to FA2 long-context generation regression." + "reason": "Different bugs: Qwen3VL from_pretrained weight_only error vs FA2 long-context performance regression." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Generic base_model_prefix loading regression is not the same bug as missing linear_attn TP plan entries causing OOM/shape errors." + "reason": "Both concern model loading/TP plans, but one is base_model_prefix loading and the other is missing linear_attn TP entries; distinct code paths." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Different bugs: eval-time dtype mismatch vs incorrect auxiliary-loss normalization." + "reason": "Unrelated training/eval dtype mismatch vs auxiliary-loss normalization bug." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training support issue is unrelated to CustomTrainer compute_loss signature breakage." + "reason": "Different issues: Qwen2-VL multi-GPU training vs Trainer custom compute_loss signature breakage." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio sampling-rate default bug is distinct from processor.tokenizer/image tokenization regression." + "reason": "Audio chat-template sampling-rate default vs multimodal processor.tokenizer regression; not the same defect." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading failure is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Packed-weight loading bug in BitNet vs DiaConfig token-id persistence issue." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both mention trust_remote_code, but the failures differ: missing returned fields vs removed is_torch_fx_available dependency." + "reason": "Both involve trust_remote_code/v5 changes, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available; not the same bug." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and config token-ID loss are different bugs." + "reason": "CPU offload device mismatch vs custom token IDs lost on save/load; unrelated." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Different model/component mismatch: Beit legacy field loading vs OmDet-Turbo processor output-size mismatch." + "reason": "Legacy preset-loading failure in BEiT vs processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc-example problems vs SigLIP2 implementation discrepancy with JAX; different underlying issues." }, { "left": "issue:44514", "right": "issue:45290", - "accept": false, - "reason": "Both involve apply_chat_template, but one is batching/padding and the other is assistant tool-call/no-content handling." + "accept": true, + "reason": "Same crash: apply_chat_template fails on assistant messages with tool calls and no content; tokenize=True is just a narrower reproducer." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure is unrelated to an unreleased PEFT version pin issue." + "reason": "Model loading failure vs a version pin / release availability issue for peft." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Different tokenizer/load paths: BitNet packed-weight unpacking vs MLukeTokenizer task AttributeError." + "reason": "SigLIP2 numerical discrepancy vs pipeline translation-task error message; unrelated." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task error message regression." + "reason": "Packed-weight loading bug vs MLukeTokenizer AttributeError; different subsystems." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "Attention correctness on MPS is unrelated to Trainer import interference from datasets." + "reason": "MPS attention correctness issue vs Trainer import conflict with datasets; unrelated." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar shape, but different configs/fields and likely different fixes: pad_token_id vs pad_token_idx." + "reason": "Both are config token-id attribute problems, but they affect different models and fields (pad_token_id vs pad_token_idx) with different failure modes." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Flash-attention generation bug is unrelated to FP8 inference failure on B200." + "reason": "Qwen3.5 flash-attention generation bug vs FP8 B200 inference failure; not the same root cause." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "num_labels propagation issue vs Whisper empty-transcription failure after special-token alignment." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file handling breakage is not the same as a generic inability to load ScandiBERT." + "reason": "General gguf_file loading breakage vs a specific model load failure; too little evidence they share one code-path." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device-mapping forward mismatch and quantized save/load breakage are different code paths." + "reason": "Gemma4 device mismatch with auto device_map vs quantized model save/load corruption; different bugs." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer extra-space behavior is unrelated to the MacOS bus error CLIP crash." + "reason": "Tokenizer added-space bug vs MacOS bus error in a CLIP model; unrelated." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Nonsensical SigLIP2 outputs are not the same as return_tensors being ignored with explicit text_kwargs." + "reason": "SigLIP2 wrong outputs vs return_tensors being ignored with text_kwargs; not the same issue." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling is a different bug from Qwen3.5 flash-attention generation failure." + "reason": "Tokenizer BPE-marker handling bug vs Qwen3.5 flash-attention generation issue; unrelated." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient growth in DeepSpeed." + "reason": "Doc-example errors in SigLIP2 vs processor.tokenizer/images regression in custom multimodal code; different bugs." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Documentation example errors are not the same as a runtime processor/tokenizer regression." + "reason": "SigLIP2 implementation discrepancy vs gradient explosion with HfDeepSpeedConfig + ZeRO-3; unrelated." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift and abnormal gradient increase under ZeRO-3 are distinct issues." + "reason": "Embedding dtype mismatch vs gradient blow-up under ZeRO-3; different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions affecting different models; not one concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage vs lm_head.weight serialization inconsistency; different code paths." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 vs DeepSeek accuracy regression after upgrade; not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Bus error on CLIP model vs Qwen2-VL multi-GPU training request; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only accepted duplicate pair is indeed the apply_chat_template crash between 44514 and 45290, and the other soft-edge pairs are rejected conservatively with issue-specific reasons. No overstatement of evidence stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8266,10 +8412,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ - "issue:33357", - "issue:33666", "issue:43257", "issue:43278", "issue:43299", @@ -8278,18 +8422,18 @@ "issue:43572", "issue:43575", "issue:43606", - "issue:43646", "issue:43653", "issue:43701", "issue:43824", + "issue:43844", "issue:43873", "issue:43927", "issue:43937", + "issue:43994", "issue:44112", "issue:44291", "issue:44361", "issue:44464", - "issue:44466", "issue:44488", "issue:44493", "issue:44568", @@ -8297,19 +8441,22 @@ "issue:44792", "issue:44843", "issue:44849", + "issue:44964", "issue:45072", + "issue:45200", + "issue:45229", "issue:45245", "issue:45357", "issue:45405", "issue:45520", "issue:45759", "issue:45812", + "issue:45823", "issue:46050", "issue:46209", "issue:46285", "issue:46399", "issue:46424", - "issue:46489", "issue:46701", "issue:46710", "issue:46821", @@ -8317,13 +8464,9 @@ "issue:46846" ], "soft_pairs": [ - "issue:44568|issue:46489", - "issue:43646|issue:44466", - "issue:46209|issue:46710", - "issue:33357|issue:33666", "issue:44488|issue:44843", - "issue:44568|issue:45812", "issue:44849|issue:46209", + "issue:44568|issue:45812", "issue:43278|issue:43701", "issue:44792|issue:45405", "issue:43927|issue:44361", @@ -8331,10 +8474,10 @@ "issue:43824|issue:44589", "issue:44849|issue:45357", "issue:46821|issue:46832", - "issue:43504|issue:43606", "issue:43257|issue:43299", - "issue:43334|issue:45759", + "issue:43504|issue:43606", "issue:45245|issue:46710", + "issue:43334|issue:45759", "issue:44493|issue:46285", "issue:43334|issue:43572", "issue:46399|issue:46846", @@ -8345,210 +8488,214 @@ "issue:43504|issue:43653", "issue:44464|issue:46424", "issue:43937|issue:46701", - "issue:43873|issue:46050" + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:45229|issue:45823", + "issue:45200|issue:45229" ], - "prepared_review_unit_hash": "ef22fe8dda86de5ac2e20e6982715b94a928d474dc2f591f3a6dffc4ec787177", + "prepared_review_unit_hash": "7ebbe6ddc886cd0ae6c288fb1a63b0d60f3d51997c7ceb32ce1bde34a7dd2b61", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35910, - "estimated_input_tokens": 8978, - "estimated_eval_tokens": 18212 + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers regression issues; they share versioning/tooling themes but not the same underlying bug. No soft pairs are strong enough to merge as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45812 is the broadest, most representative regression in the set: a concrete v4\u2192v5 tokenizer break affecting multiple Granite models, with evidence of wider impact.", + "summary": "This cluster is mostly a loose set of unrelated model-loading, tokenizer, config, and device/offload regressions. None of the soft-pair candidates look like true duplicates; they mostly share broad Transformer-version or Qwen/Gemma adjacency rather than the same concrete bug.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43824 is the clearest representative standalone bug: a high-discussion, user-visible loading/import regression with multiple references, and it fits the general dev-regression theme better than the more model-specific entries.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 has the clearest general user impact and is well-scoped enough to serve as the cluster representative, even though the rest of the items are not true duplicates.", + "best_issue_reason": "issue:43824 has the strongest signal for a canonical issue in this cluster: broad impact, clear failure mode, and stronger discussion/reference activity than most others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44568", - "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer bugs, but they affect different model families and failure modes: mdeberta BOS/EOS handling vs DeepSeek-Coder v1 output corruption." - }, - { - "left": "issue:43646", - "right": "issue:44466", - "accept": false, - "reason": "Both are v5-era regressions, but one is custom model initialization failure and the other is device-dependent lm_head serialization; different code paths." - }, - { - "left": "issue:46209", - "right": "issue:46710", - "accept": false, - "reason": "Both mention FP8/accuracy problems, but one is B200 FP8 inference failure and the other is a model accuracy regression after upgrade; not the same bug." - }, - { - "left": "issue:33357", - "right": "issue:33666", - "accept": false, - "reason": "Completely different domains: MacOS bus error with CLIP vs Qwen2-VL multi-GPU training." - }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "One is a model loading failure for a specific model, the other is an offline-mode tokenizer patch bug calling model_info(); unrelated code paths." + "reason": "Different failures: model loading for cjvt/sleng-bert vs offline-mode break from unconditional model_info() lookup." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Both are tokenizer-related regressions, but they are distinct fixes for different tokenizers and different token insertion behavior." + "reason": "Same family name, but different bugs: hidden-states output issue vs FP8 inference failure on B200." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Qwen3.5 hidden-states behavior is unrelated to FP8 inference on B200." + "reason": "Both are tokenizer regressions, but they affect different models and different code paths." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Different bugs: evaluation embedding dtype drift vs resume_from_checkpoint key mismatch." + "reason": "Embedding dtype drift in eval is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus image generation test failure is unrelated to a PEFT version bump." + "reason": "Janus image-generation test failure is unrelated to the unreleased PEFT version bump." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Both are generation/tokenization-related errors, but the first is save/load of custom token IDs and the second is MLukeTokenizer task failures; not the same issue." + "reason": "Both involve config/tokenizer behavior, but one is custom token IDs on save/load and the other is an AttributeError in MLukeTokenizer tasks." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP OOM for a large Qwen2 model is unrelated to the minimum PEFT version bump." + "reason": "Qwen2 TP OOM is unrelated to the PEFT release-version issue." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing Qwen2_5_VLForConditionalGeneration and missing Float8 storage are different breakages in different subsystems." + "reason": "ImportError for a missing model class is a different problem from Float8 storage lookup failure." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5, but one is output_hidden_states behavior and the other is incorrect visual encoder keys on save_pretrained; different bugs." + "reason": "Same model family, but forward-output bug and save_pretrained key corruption are different code paths." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are unrelated." - }, - { - "left": "issue:43504", - "right": "issue:43606", - "accept": false, - "reason": "BEiT legacy field loading vs bark-small CPU offload device mismatch are unrelated failures." + "reason": "Different models and different runtime errors: TimesFM window_size AttributeError vs RT-DETR feature-level TypeError." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Different Qwen3 MOE loading problems: accelerate+deepspeed conversion vs transformers dev config loading breakage." + "reason": "Both mention Qwen MOE loading, but one is weight conversion with accelerate+deepspeed and the other is a Qwen3VL dev-version load regression." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Qwen3-VL pad_token_id missing and multimodal Qwen 3.5/3.6 text_config unwrapping are different config bugs." + "reason": "BEiT legacy-field loading and bark-small CPU offload device mismatch are unrelated bugs." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count runtime error is unrelated to a DeepSeek-R1 accuracy regression." + "reason": "Category-count overflow and accuracy regression after upgrade are different symptoms and likely different causes." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Position-id key warnings and CLIP text model structure inconsistency are different architectural issues." + "reason": "Unexpected key position-id failures are not the same as the CLIPTextModel structural inconsistency." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Qwen3-VL pad_token_id missing vs StableLmConfig missing pad_token_idx are similar in theme but clearly different model/config fixes." + "reason": "Both are missing config fields after version updates, but they affect different models and different attributes." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Missing decorator for apply_rotary_pos_emb registration is not the same as missing linear_attn entries in TP plan." + "reason": "Qwen3.5 kernel registration error is unrelated to the TP-plan linear_attn OOM/shape issue." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import KeyError are separate compatibility issues." + "reason": "Different backend availability failures: Float8 storage lookup vs flash_attn import key error on Python 3.13." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both involve initialization/config compatibility after v5, but one is a missing config field and the other is an unexpected constructor argument in init_empty_weights." + "reason": "StableLmConfig pad_token_idx loss is unrelated to the unexpected _is_hf_initialized argument in init_empty_weights." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both are CI failures, but CPU offload device mismatch and stale device override test are not the same failure mode." + "reason": "The CI test failure is not the same underlying bug as the real CPU offload device mismatch." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "bfloat16 dtype mismatches in inference and RT-DETR forward feature-level mismatch are unrelated." + "reason": "dtype mismatches in bfloat16 inference are unrelated to RT-DETR backbone feature-level mismatch." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are different issues." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Chunked generation with compiled forward and cache max length handling are different cache/generation behaviors." + "reason": "Both touch generation/cache behavior, but chunked-generation inconsistency is not the same bug as max_cache_length only applying to quantized cache." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is unrelated to the DiffusionGemma image-text pipeline failure." + "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline failure are separate model-specific issues." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization offloading behavior and sinq save/load breakage are both quantization-related but not the same underlying bug." + "reason": "Quantization/offloading behavior and save/load breakage after sinq quantization are different bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth is unrelated to the Phi-4 multimodal loading failure." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different failures with different causes." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 and multi-GPU related, but one is CUDA OOM and the other is a forward device-mismatch bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and multi-GPU CUDA OOM are not the same bug." } ] }, @@ -8570,7 +8717,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:15354", "issue:28218", @@ -8588,25 +8735,24 @@ "issue:43450", "issue:43493", "issue:43540", + "issue:43550", + "issue:43572", "issue:43696", "issue:43701", "issue:43844", "issue:43873", "issue:43957", - "issue:43994", "issue:44186", "issue:44423", - "issue:44493", "issue:44554", + "issue:44610", "issue:44734", "issue:44869", - "issue:44964", "issue:44977", "issue:45072", "issue:45084", "issue:45198", "issue:45200", - "issue:45229", "issue:45406", "issue:45446", "issue:45520", @@ -8619,132 +8765,109 @@ "issue:46369", "issue:46701", "issue:46710", - "issue:46752" + "issue:46752", + "issue:46821" ], "soft_pairs": [ - "issue:43844|issue:44964", - "issue:43994|issue:44493", "issue:44869|issue:46752", - "issue:45200|issue:45229", - "issue:45229|issue:45823", "issue:45588|issue:46050", "issue:42490|issue:43696", - "issue:29942|issue:30333", "issue:29159|issue:32090", + "issue:29942|issue:30333", "issue:44977|issue:46701", "issue:28218|issue:34567", "issue:45084|issue:45520", "issue:43065|issue:46369", "issue:15354|issue:38175", "issue:44554|issue:45446", - "issue:44423|issue:44734", "issue:41720|issue:46710", "issue:43493|issue:43701", + "issue:44423|issue:44734", "issue:45406|issue:46121", "issue:44977|issue:46710", "issue:37428|issue:43957", - "issue:45072|issue:45198", "issue:43295|issue:43450", + "issue:45072|issue:45198", "issue:45588|issue:45759", "issue:43540|issue:45200", "issue:43295|issue:43873", "issue:44186|issue:46192", - "issue:45823|issue:46192" + "issue:45823|issue:46192", + "issue:43572|issue:46821", + "issue:43295|issue:44610", + "issue:45200|issue:45823", + "issue:43550|issue:43844" ], - "prepared_review_unit_hash": "4f52fea1a7cb0cb5bfc8e74a6f2a009ea9fafe800ef89e3fdc5f1c4fe1fbde8c", + "prepared_review_unit_hash": "e73a609c007369e590e57d679ab0cc27652e80d2f16b303626b63d207b0365c0", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36175, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "serialized_chars": 36143, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft-linked pairs share broad Transformers keywords or subsystems, but they do not appear to describe the same underlying bug/change. All soft edges should be rejected. No pull requests are present.", - "confidence": 0.57, - "canonical_issue_reason": "issue:43295 is the broadest and most reusable representative here because it describes a regression in processor/tokenizer behavior affecting multimodal custom code, which is closer to the few tokenizer/processor-adjacent reports than the model-specific or infra-specific issues.", + "summary": "This set is heterogeneous: the soft pairs span unrelated tokenizer, serving, attention, model-loading, and training issues. None of the candidate pairs looks like the same underlying bug/change, so there is no clear canonical issue for the whole set.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits: the candidates are scattered across unrelated bugs, so this cluster does not collapse to one duplicate topic.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the best single issue to stand in for this cluster because it captures a recent, user-visible API regression with broader applicability than the other candidates, which are mostly narrow model or runtime failures.", + "best_issue_reason": "None of the issues is a strong global representative because the set is not a coherent duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43844", - "right": "issue:44964", - "accept": false, - "reason": "Different failure modes: ZeRO-3 gradient inflation during training vs. model loading failure for Phi-4 multimodal." - }, - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "Different underlying bugs: SigLIP2 output discrepancy vs. unexpected position-id key handling." - }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding crash is unrelated to empty-list handling in chat templating." - }, - { - "left": "issue:45200", - "right": "issue:45229", - "accept": false, - "reason": "Text-only mm_token_type_ids defaulting bug is unrelated to Gemma4 multi-GPU CUDA OOM." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "OOM during inference and device-map mismatch are different problems in different code paths." + "reason": "Different crash sites and behaviors: word timestamp decoding vs empty chat-template input handling." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to sinq quantized save/load breakage." + "reason": "Flash-attention AttributeError on sink-less models is unrelated to quantization save/load breakage." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning has nothing to do with GPT-oss CUDA out-of-memory." + "reason": "Local-path trailing-slash import warning is unrelated to a CUDA out-of-memory failure." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow job-status reporting are unrelated." + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer broadcasting NoneType values." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to NoneType broadcast errors in Trainer." + "reason": "Failing Flash Attention 2 tests and MLflow reporting on failed jobs are different bugs." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is not the same as DiffusionGemma pipeline failure." + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are different code paths." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Extra space after added token is a tokenizer output bug, not a TrainerState counter issue." + "reason": "Added-token spacing behavior is unrelated to TrainerState token-count tracking." }, { "left": "issue:45084", @@ -8756,119 +8879,143 @@ "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d implementation detail does not match a memory overflow in sam3-litetext." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "torch.jit.script GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." + "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero-probabilities are unrelated model issues." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness bug and PyTorch version gating for AuxRequest are different code paths." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both are serve crashes, but one is a multimodal .to() type error and the other is KV-cache indexing; not the same bug." + "reason": "MPS attention correctness and a PyTorch version-check bug are different problems." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and post-upgrade accuracy regression are distinct issues." + "reason": "A800 auto device-map cuda assert is unrelated to an accuracy regression after version upgrade." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + "reason": "SigLIP2 implementation discrepancy and checkpoint key mismatch are distinct failures." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are different serve paths." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and JSON-loaded rope validation list handling are unrelated." + "reason": "Gemma4Processor missing _tokenizer is unrelated to JSON-list rope parameter validation." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Flash-attention generation failure for Qwen3.5 is not the same as DeepSeek accuracy regression." + "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the DeepSeek accuracy regression." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "flash_supports_window_size import breakage is unrelated to meta-device model loading issues." + "reason": "Flash-attention utility import failure and meta-device model-loading breakage are separate issues." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "bfloat16 dtype mismatches in CI are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "Processor/tokenizer regression is unrelated to video processor batch-shape handling." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Processor.tokenizer regression is not the same as batched video processor shape handling." + "reason": "bfloat16 dtype mismatches are not the same as Wav2Vec2 save/tokenization failures." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention aux crash and Qwen multimodal config unwrapping are different problems." + "reason": "Flash-attention sinkless-model crash and composite-config text_config unwrapping are different bugs." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to Gemma4 token-type defaults." + "reason": "Video input processing ValueError is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are different concerns." + "reason": "Processor/tokenizer regression is unrelated to offloading behavior with quantization." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenization crash on NER/batching is unrelated to return_tensors being ignored with text_kwargs." + "reason": "LayoutLMv2Tokenizer padding/NER crash and return_tensors being ignored are separate tokenizer issues." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-map mismatch is unrelated to return_tensors/text_kwargs precedence." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 25, - "review_unit_index": 29, - "review_unit_count": 61, - "status": "reviewed", - "reason": null, + "reason": "Gemma4 PLE device mismatch is unrelated to return_tensors handling." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are different config bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing default mm_token_type_ids and PLE device mismatch affect different Gemma 4 paths." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and ZeRO-3 gradient inflation are unrelated training/runtime bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 29, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:28218", "issue:29870", @@ -8887,58 +9034,53 @@ "issue:43452", "issue:43493", "issue:43525", - "issue:43550", "issue:43572", "issue:43575", "issue:43653", "issue:43824", - "issue:43844", "issue:43856", "issue:43950", "issue:43975", "issue:44112", + "issue:44442", "issue:44466", "issue:44521", "issue:44554", - "issue:44610", "issue:44737", "issue:44849", "issue:44987", "issue:45127", + "issue:45198", "issue:45200", "issue:45290", "issue:45356", "issue:45381", "issue:45520", - "issue:45823", "issue:46178", "issue:46192", "issue:46209", "issue:46285", "issue:46512", - "issue:46821", - "issue:46894" + "issue:46894", + "issue:46899", + "issue:46932" ], "soft_pairs": [ - "issue:43572|issue:46821", - "issue:43295|issue:44610", - "issue:45200|issue:45823", - "issue:43550|issue:43844", "issue:29870|issue:29942", "issue:43450|issue:43575", "issue:45520|issue:46178", "issue:43572|issue:44987", "issue:37428|issue:43824", "issue:42490|issue:43493", - "issue:44554|issue:45356", "issue:39692|issue:46192", + "issue:44554|issue:45356", "issue:43232|issue:44849", "issue:43295|issue:43493", "issue:44521|issue:45290", "issue:44466|issue:45127", "issue:45381|issue:46209", - "issue:44737|issue:46894", "issue:28218|issue:35141", + "issue:44737|issue:46894", "issue:43278|issue:43856", "issue:42915|issue:43824", "issue:43824|issue:43975", @@ -8946,198 +9088,201 @@ "issue:43950|issue:46285", "issue:43452|issue:46512", "issue:43262|issue:43450", - "issue:43334|issue:43525" + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44442|issue:45198" ], - "prepared_review_unit_hash": "c647395986d4c2d28080a96d8d3bf05eca88cf4c14c8b554331de0ac32daaac9", + "prepared_review_unit_hash": "586425a6babb803e6da27e511048ae77dd3ee353be1b75b1ce5294558fb4ea45", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36171, - "estimated_input_tokens": 9043, - "estimated_eval_tokens": 18342 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35358, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft matches are mostly superficial text-similarity hits across unrelated regressions, so none of the candidate pairs should be merged as duplicates.", + "summary": "Only one soft pair looks like a true duplicate: the Gemma4 4-bit multimodal embedder dtype-cast regression. The rest are unrelated failures that happen to share broad subsystems (tokenizers, chat templates, imports, model loading) but do not describe the same concrete bug.", "confidence": 0.91, - "canonical_issue_reason": "No single issue safely represents this cluster; the items span distinct bugs in tokenization, loading, generation, multimodal processing, and config handling.", - "canonical_pr_reason": "No pull requests are present in the cluster.", - "best_issue_reason": "No global best issue: even the most discussed items are model- or subsystem-specific and would misrepresent the rest of the cluster as a duplicate set.", - "best_pr_reason": "No pull request is suitable because there are no PRs in the input.", + "canonical_issue_reason": "Use issue 46899 as the canonical issue: it is the clearest original report of the Gemma4 4-bit quantization failure in multimodal embedders, while 46932 is the same bug framed as a fix/duplication reference.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46899 is the best representative because it describes the concrete failing behavior directly and matches 46932\u2019s same dtype-casting bug.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43572", - "right": "issue:46821", - "accept": false, - "reason": "Both mention missing config attributes, but they affect different models and different fields (`pad_token_idx` vs `window_size`); not the same bug." - }, - { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "Both are multimodal processor regressions, but one is a `processor.tokenizer` API break and the other is an image-size mismatch; different code paths." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "`mm_token_type_ids` defaulting and PLE device-mismatch are unrelated failures in different Gemma 4 paths." - }, - { - "left": "issue:43550", - "right": "issue:43844", - "accept": false, - "reason": "One is a torch.compile/SDPA model failure, the other is a DeepSpeed ZeRO-3 gradient anomaly; not the same defect." - }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "A generation-time Bart mask bug and Flash Attention 2 test failures are unrelated." + "reason": "Different failures: Bart generate() decoder_attention_mask bug vs Flash Attention 2 test regressions." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor output-shape bug and tensor-parallel OOM are different issues." + "reason": "Unrelated problems: batched video processor output shape vs Qwen2-57B tensor-parallel OOM." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Import backend lookup failure for `flash_attn` on Python 3.13 is unrelated to `tensorflow_text` backend registration." + "reason": "Both are import/backend issues, but they target different modules and errors; not the same bug." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are loading-related, but one is a missing config attribute and the other is a model-loading failure for a specific repo; no shared concrete bug." + "reason": "Different regressions: missing pad_token_idx in StableLmConfig vs loading a specific model family." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different modules; too broad to be one duplicate." + "reason": "Both are ImportErrors, but for different symbols and code paths." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "A path-with-trailing-slash import warning is not the same as a SigLIP2 implementation discrepancy." + "reason": "Path-with-slash import warning is unrelated to the SigLIP2 implementation discrepancy." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "An MPS attention correctness bug and a tokenizer codec regression are unrelated." + "reason": "Doc/example errors for SigLIP2 are not the same as return_tensors being ignored with text_kwargs." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Documentation example errors and `return_tensors` being ignored are different classes of bugs." + "reason": "Different issues: MPS attention correctness vs Kimi tokenizer regression." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update logic and Qwen3.5 hidden-states output are separate generation/model behaviors." + "reason": "Separate generation bugs affecting different behaviors and model families." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer API regression and SigLIP2 implementation drift do not share the same underlying bug." + "reason": "Custom processor/tokenizer regression is not the same as the SigLIP2 JAX-vs-HF discrepancy." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch `apply_chat_template`, but one is assistant mask handling for multimodal inputs while the other is tool-call/content crash handling." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks and the other is a crash on tool-call messages; different bugs." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both involve tied-weights behavior, but one is serialization depending on device and the other is LoRA merge collapse with extended vocab; different fixes." + "reason": "Both touch tied weights/lm_head, but one is serialization inconsistency and the other is LoRA merge collapse." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Wrong video `vision_position_ids` and FP8 inference failure on B200 are unrelated." + "reason": "Different problems: Qwen2.5-VL video position IDs vs FP8 inference on B200." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "CPU-bound XLNet positional encoding and a CohereASR training-loss shift bug are not the same code path." + "reason": "Tokenizer spacing after added tokens is unrelated to post_init reinitializing resized embeddings." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Tokenizer spacing after added tokens and output embedding reinitialization after resize are different tokenizer/model-weight issues." + "reason": "CPU arange device bug in XLNet is unrelated to CohereASR training-loss shifting." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "A dtype regression during evaluate and MoE training memory inefficiency are separate problems." + "reason": "Embedding dtype mismatch in evaluation is unrelated to MoE training memory inefficiency." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 config failure and a Qwen2.5-VL import error are unrelated." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are different code paths." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing a missing VL class and incorrect detokenization in DeepSeek Coder are different bugs." + "reason": "Importing a missing class is not the same as incorrect detokenization behavior." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "A tokenizer special-token registration bug and a stale device override CI failure are not the same underlying issue." + "reason": "BigBirdTokenizer special-token decode bug is unrelated to a GraniteSpeech CI test failure." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in `from_pretrained` and CLIP text-model structure divergence are unrelated regressions." + "reason": "Non-persistent buffer corruption on from_pretrained is a different regression from CLIP text-model structure changes." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "`gguf_file` loading breakage and stale `model.config.dtype` after `from_config` affect different initialization paths." + "reason": "gguf_file loading failures are unrelated to stale config dtype after from_config." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and batched video shape handling are different processor bugs." + "reason": "Audio chat-template sampling-rate default and batched video shape are different processor bugs." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both surface as missing `pad_token_id`, but they are model-specific config classes and not clearly the same root cause." + "reason": "Both mention missing pad_token_id, but they affect different model configs and load paths; not clearly the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting is a different issue from quantized audio/vision embedder dtype casting." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Different Gemma4 regressions: missing mm_token_type_ids defaults vs quantized embedder dtype casting." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2Conformer is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 multimodal quantization bug: both describe unsafe dtype casting in audio/vision embedders causing broken processing." } ] }, @@ -9159,7 +9304,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:28282", "issue:29942", @@ -9182,23 +9327,24 @@ "issue:43901", "issue:44112", "issue:44206", - "issue:44442", "issue:44466", "issue:44479", "issue:44561", "issue:44610", "issue:44792", + "issue:44855", "issue:44857", "issue:44898", "issue:45083", - "issue:45198", "issue:45200", "issue:45325", "issue:45412", + "issue:45520", "issue:45563", "issue:45584", "issue:45593", "issue:45759", + "issue:46170", "issue:46192", "issue:46209", "issue:46234", @@ -9206,237 +9352,234 @@ "issue:46424", "issue:46512", "issue:46821", - "issue:46858", - "issue:46899", - "issue:46932" + "issue:46858" ], "soft_pairs": [ - "issue:45200|issue:46899", - "issue:45200|issue:46932", - "issue:44442|issue:45198", "issue:44792|issue:45563", "issue:44898|issue:45412", "issue:44479|issue:46192", - "issue:43819|issue:44112", "issue:45200|issue:45325", + "issue:43819|issue:44112", "issue:41720|issue:46209", "issue:43335|issue:43550", - "issue:43827|issue:43901", "issue:44561|issue:46234", + "issue:43827|issue:43901", "issue:44610|issue:44857", "issue:43819|issue:45083", "issue:43388|issue:43526", - "issue:46512|issue:46821", "issue:45759|issue:46285", - "issue:44206|issue:45584", + "issue:46512|issue:46821", "issue:44857|issue:45593", + "issue:44206|issue:45584", "issue:43606|issue:45083", "issue:46424|issue:46858", "issue:38175|issue:45412", "issue:43335|issue:43653", "issue:37428|issue:43425", - "issue:29942|issue:32090", "issue:28282|issue:33357", + "issue:29942|issue:32090", "issue:43550|issue:44112", "issue:43611|issue:44466", - "issue:43335|issue:43504" + "issue:45520|issue:46170", + "issue:43335|issue:43504", + "issue:44855|issue:45083" ], - "prepared_review_unit_hash": "adc14f1028922e83d020e55ecd2fa31c485a58fa351ce24f4d822f4f4c2daf7a", + "prepared_review_unit_hash": "8050397099be16ef9dbe67fb73176f3eb6e590ebd7e191ff668caa629d3a93a8", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36756, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35913, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue noise rather than one duplicate family. None of the soft pairs look like the same underlying bug/change. If a representative issue is needed, #45200 is the strongest single issue, but only weakly so.", - "confidence": 0.88, - "canonical_issue_reason": "#45200 has the most discussion and is a concrete, user-facing Gemma 4 regression; among this mixed set it is the best representative, though the cluster is not truly cohesive.", + "summary": "The cluster is heterogeneous: the soft pairs share only broad subsystem similarity (models, processors, cache, docs, import_utils) but not the same concrete bug. None of the candidate pairs should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a strong canonical for this cluster; the items span unrelated regressions and API/doc mismatches, and none of the soft pairs are the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "#45200 is the clearest standalone bug report with enough context to represent the cluster, but it should not be treated as a strong canonical for the other items.", + "best_issue_reason": "No issue is particularly representative of the whole set; the cluster is too mixed to justify a global best duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45200", - "right": "issue:46899", - "accept": false, - "reason": "Both are Gemma4-related, but one is text-only fine-tuning token type IDs and the other is 4-bit vision/audio dtype casting; different bugs." - }, - { - "left": "issue:45200", - "right": "issue:46932", - "accept": false, - "reason": "#46932 is about quantized vision/audio embedder dtype casting, while #45200 is about mm_token_type_ids for text-only fine-tuning." - }, - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "Both concern speech/tokenizer workflows, but they affect different models and different failure modes." - }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image generation test failure and a stale generate warning are unrelated code-paths." + "reason": "Different bugs: Janus image generation test failure vs a stale paging warning for num_return_sequences." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated bugs." + "reason": "Different code paths: Perceiver resolution/interpolation failure vs RT-DETR memory release behavior." }, { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "Both touch multimodal input handling, but one is a video-input regression and the other is return_tensors/text_kwargs behavior." + "reason": "Unrelated regressions: video-input handling in Qwen VL models vs return_tensors being ignored in text_kwargs." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "DAC latent reconstruction mismatch and GraniteSpeech CI device-override failure are different issues." + "reason": "Both involve multimodal inputs, but the concrete bugs differ: Gemma mm_token_type_ids defaults vs Qwen2.5-VL rope position scaling." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Gemma4 mm_token_type_ids and Qwen2.5-VL rope index scaling are unrelated." + "reason": "DAC latent reconstruction mismatch and GraniteSpeech stale device-override CI failure are unrelated." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different hardware-specific failures on different models; no shared underlying bug." + "reason": "Both are GPU-related, but one is a Qwen3 auto device-mapping assert and the other is FP8 inference failure on B200." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are unrelated." + "reason": "Different models and failures: SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Both are docs-related, but one is about removed pipeline() references and the other about return_all_scores semantics." + "reason": "Both touch import_utils, but they concern different missing helpers and different affected models." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Different missing/removal of import-utils helpers causing different breakages." + "reason": "Both are docs issues around pipelines, but one is about removed pipeline() references and the other about return_all_scores behavior." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet input-size mismatch and LwDetr AMP crash are different model bugs." + "reason": "Different failures in detection models: processor image-size mismatch vs float16 AMP crash in the loss." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC from_latents mismatch and qwen3_omni_moe length helper behavior are unrelated." + "reason": "DAC from_latents mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both mention label handling, but they are different functions, models, and symptoms." - }, - { - "left": "issue:46512", - "right": "issue:46821", - "accept": false, - "reason": "Model config dtype staleness and TimesFM window_size AttributeError are unrelated." + "reason": "Both concern labels, but one is gather_for_metrics dropping tuple labels and the other is BeitImageProcessorFast reduce_labels output." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Both involve model structure/config changes, but they affect different model families and different breakages." + "reason": "Different model-structure regressions: Qwen multimodal text_config unwrap vs CLIP text model class structure change." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure are not the same bug." + "reason": "Stale config.dtype after from_config(dtype=...) is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP crash in LwDetr loss and missing auxiliary losses in D-FINE are unrelated." + "reason": "Different object-detection bugs: AMP crash in LwDetrImageLoss vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated issues: LasrFeatureExtractor center-arg crash vs Whisper empty transcription after align_special_tokens." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe output-length helper behavior are different issues." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length calculation." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but they fail in different places and with different mechanics." + "reason": "Both are cache-related, but one is about max_cache_length semantics and the other about get_seq_length returning a device tensor." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Siglip2 zero probabilities and RT-DETR memory cleanup are unrelated." + "reason": "Different models and symptoms: SIGLIP zero probabilities vs RT-DETR memory leak." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers config bug and BigBirdTokenizer special-token bug are unrelated." + "reason": "SwitchTransformers sparse-layer construction and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "A missing flash-attention import and generic Torch 2.10 incompatibility are not the same concrete issue." + "reason": "Both mention torch compatibility, but one is a missing import in flash_attention_utils and the other is a broad Torch 2.10 incompatibility report." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "ImportError due to missing PyTorch and a MacOS bus error with a community CLIP model are different problems." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "AutoModel missing PyTorch and MacOS bus error in CLIP are unrelated." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device-override CI failure are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is not the same as the GraniteSpeech stale device override test." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "base_model_prefix loading breakage and lm_head.weight serialization inconsistency are different problems." + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is lm_head.weight serialization inconsistency." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different import/runtime issues: missing flash_attn key on Python 3.13 vs Windows ROCm torch.distributed dependency problems." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model bugs: SwitchTransformers sparse-layer creation vs Beit semantic-segmentation legacy-field loading failure." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "DebertaV2 Python 3.13 import parsing error is unrelated to qwen3_omni_moe feature-length helper behavior." } ] }, @@ -9458,13 +9601,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:26413", "issue:28218", "issue:29127", "issue:31501", "issue:32090", + "issue:33357", "issue:34689", "issue:35141", "issue:37428", @@ -9474,6 +9618,7 @@ "issue:43335", "issue:43526", "issue:43606", + "issue:43701", "issue:43720", "issue:43819", "issue:43825", @@ -9488,8 +9633,8 @@ "issue:44617", "issue:44743", "issue:44779", - "issue:44855", "issue:44857", + "issue:45072", "issue:45083", "issue:45127", "issue:45245", @@ -9497,12 +9642,10 @@ "issue:45310", "issue:45459", "issue:45478", - "issue:45520", "issue:45588", "issue:45593", "issue:45823", "issue:45859", - "issue:46170", "issue:46234", "issue:46326", "issue:46431", @@ -9510,237 +9653,244 @@ "issue:46697" ], "soft_pairs": [ - "issue:45520|issue:46170", - "issue:44855|issue:45083", "issue:44448|issue:44743", "issue:43278|issue:43825", - "issue:43335|issue:45083", "issue:37428|issue:44351", + "issue:43335|issue:45083", "issue:44514|issue:44521", + "issue:45290|issue:46326", "issue:43335|issue:44112", "issue:43335|issue:45593", - "issue:45290|issue:46326", "issue:29127|issue:32090", "issue:45588|issue:45859", "issue:42490|issue:43854", "issue:34689|issue:35141", "issue:43720|issue:44112", "issue:43819|issue:44493", - "issue:39692|issue:43526", "issue:46431|issue:46566", + "issue:39692|issue:43526", "issue:43606|issue:44857", "issue:45310|issue:45478", "issue:44448|issue:44779", - "issue:26413|issue:31501", "issue:28218|issue:32090", + "issue:39692|issue:44493", + "issue:26413|issue:31501", "issue:45459|issue:46234", "issue:45127|issue:45245", "issue:44617|issue:46697", - "issue:39692|issue:44493", - "issue:44206|issue:45823" + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:44857|issue:45072" ], - "prepared_review_unit_hash": "10dc48c9901aac1e33c345e8a4b3a17302f32419465928ed155f1180371d566d", + "prepared_review_unit_hash": "9c723c71280ec24d5c777c97e1cf65a97617988ee5c37f5ec5fb5b075b6b5d15", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36357, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "soft_pair_count": 29, + "serialized_chars": 36542, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "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 clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression (`45310` and `45478`), with `45310` the better anchor. No pull requests are present.", - "confidence": 0.94, - "canonical_issue_reason": "`issue:45310` is the earlier, more detailed report of the same Qwen3.5 MoE `from_pretrained` failure as `issue:45478`, so it is the best canonical issue for that duplicate pair.", + "summary": "This cluster is mostly a set of unrelated issue reports with only one clear duplicate pair: the two identical Qwen3.5 MoE `from_pretrained` regression reports. The rest differ by model, component, or failure mode enough to keep separate.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45310 is the better canonical report: it is the earlier and more established report of the same `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` failure, with the duplicate later issue 45478 matching it closely.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45310` is the strongest representative issue in this set because it cleanly captures the duplicated Qwen3.5 MoE bug and is better documented than the follow-up report.", + "best_issue_reason": "Issue 45310 is the strongest representative of the only true duplicate pair in this set; it has the same concrete failure, earlier timestamp, and enough context to serve as the primary tracker.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45520", - "right": "issue:46170", - "accept": false, - "reason": "Both are import/runtime errors, but they affect different code paths and environments; not the same bug." - }, - { - "left": "issue:44855", - "right": "issue:45083", - "accept": false, - "reason": "Different problems: Python 3.13 import parsing vs feature-extractor length helper behavior." - }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Both mention v5 behavior, but one is Pegasus output drift and the other is recurrent-state reset in modular_qwen3_5.py." + "reason": "Different bugs: Pegasus output drift vs Qwen recurrent-state reset; no shared concrete code-path." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression vs pipeline task-support error; unrelated failures." + "reason": "Unrelated symptoms: embedding dtype change in eval vs a pipeline error message for unsupported translation tasks." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "SwitchTransformers config bug and qwen3_omni_moe feature-length helper bug are different issues." + "reason": "Both are import-related, but they concern different missing symbols in different modules." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Different import errors in different modules; no shared underlying defect." + "reason": "Different model families and code paths: SwitchTransformers sparse-layer construction vs qwen3_omni_moe feature length helper." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve chat templates, but one is batched padding handling and the other is assistant mask generation for multimodal inputs." + "reason": "Both touch `apply_chat_template`, but one crashes on batched padding=False input while the other produces zero assistant masks; not the same bug." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Config construction bug vs CI device override test failure; not the same underlying problem." + "reason": "Both involve chat templating, but one is a tool-call/content crash and the other is a `mistral_common` final-message handling bug." }, { "left": "issue:43335", - "right": "issue:45593", + "right": "issue:44112", "accept": false, - "reason": "Sparse-layer config issue is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Config construction bug vs stale CI test failure; different artifacts and failure modes." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Both touch chat templating, but they fail in different tokenizer paths with different symptoms." + "reason": "Sparse-layer initialization and missing auxiliary losses are unrelated model behaviors." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMV3 error-message clarity and Trainer GPU broadcast TypeError are unrelated." + "reason": "LayoutLMv3 error-message clarity vs Trainer `_gpu_broadcast_one` NoneType crash are unrelated." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both mention flash attention-related code, but one is an `s_aux=None` crash and the other is CPU-offload incompatibility." + "reason": "Different offload/device issues in different modules; one is flash-attention auxiliary state, the other is Qwen rotary embedding CPU offload." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Trailing-slash import warning and GLM-4.7 loading failure are separate issues." + "reason": "Local-path import warning vs a specific GLM-4.7-Flash loading failure in tests; not the same underlying bug." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model-loading regression and embedding reinitialization on resize are different bugs." + "reason": "Model-loading regression vs embedding reinitialization after resizing; distinct code paths." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading failure is unrelated to a stale CI device-override test." + "reason": "Packed-weight handling during accelerate loading vs a stale GraniteSpeech device-override test failure." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent conversion mismatch and unexpected position-id keys are different code paths." + "reason": "DAC latent reconstruction mismatch and unexpected position-id keys are different model issues." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Documentation/model mismatch and BEiT `reduce_labels` fast processor bug are unrelated." + "reason": "Missing chat template error vs DiffusionGemma staying on meta device; unrelated." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Missing chat template error vs model weights staying on meta device; not the same bug." + "reason": "Documentation example errors vs BEiT fast processor label reduction bug; different scopes." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch for Bark and LwDETR AMP crash are distinct issues." + "reason": "CPU offload device mismatch vs CUDA float16 loss crash; not the same failure." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same reported bug: identical Qwen3.5 MoE `from_pretrained` error, with `45478` appearing to be a duplicate of `45310`." + "reason": "Same Qwen3.5 MoE `from_pretrained` regression on `transformers>=5.4.0`, with matching title and closely aligned report details." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is Pegasus output divergence and the other is Deepseek tokenizer correctness." + "reason": "Pegasus output differences and Deepseek tokenizer regression are separate model behaviors." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Checkpoint-resume epoch iterator failure and FineWeb training startup failure are not the same underlying bug." + "reason": "Tokenizer added-space bug vs Trainer broadcast NoneType crash are unrelated." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Tokenizer added-space bug and GPU broadcast NoneType error are unrelated." + "reason": "SigLIP2 docs/example failures and position-id key warnings are different problems." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resumption failure and FineWeb training startup failure are not the same bug." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error handling and missing `is_falcon_mamba_ssm_available` utility are separate issues." + "reason": "Tokenizer protobuf error masking vs missing import utility symbol; different issues." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse and category-count limit error are unrelated." + "reason": "LoRA merge collapse with extended vocab vs category-count limit runtime error are unrelated." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM and over-padding image processor behavior are different problems." + "reason": "CUDA OOM in Sam3Video vs Swin2SR over-padding; not a duplicate." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Documentation/example issues and unexpected position-id keys are unrelated." + "reason": "Unsupported `center` arg in a feature extractor vs Gemma4 PLE device mismatch; different code paths." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "NoneType GPU broadcast error vs MacOS bus error loading a CLIP model; different failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Feature-extractor center-arg crash and Gemma4 PLE device mismatch are different failures." + "reason": "Both mention dtype, but one crashes in loss computation under AMP while the other is a bfloat16 inference mismatch; not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: all items are issues, and the only clearly duplicated pair in the set is `issue:45310`/`issue:45478`. The soft-edge rejections are generally conservative and do not overclaim shared causality. No PRs are present, so the PR-related requirement is satisfied vacuously." + "feedback": "The summary is grounded in the packet: the only clearly duplicate pair is the identical Qwen3.5 MoE `from_pretrained` reports (45310/45478), and the remaining soft-edge rejections are appropriately conservative given the differing titles and failure modes. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -9759,7 +9909,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:10000", "issue:15354", @@ -9769,7 +9919,6 @@ "issue:29942", "issue:32090", "issue:33290", - "issue:33357", "issue:34689", "issue:35141", "issue:37428", @@ -9783,22 +9932,24 @@ "issue:43526", "issue:43550", "issue:43575", - "issue:43701", "issue:43873", "issue:43927", + "issue:43976", "issue:44360", "issue:44448", + "issue:44466", "issue:44493", "issue:44561", + "issue:44568", "issue:44779", "issue:44855", - "issue:44857", "issue:44977", - "issue:45072", "issue:45083", "issue:45229", "issue:45290", "issue:45381", + "issue:45440", + "issue:45491", "issue:45593", "issue:45698", "issue:45920", @@ -9810,15 +9961,12 @@ "issue:47000" ], "soft_pairs": [ - "issue:43701|issue:45083", - "issue:44857|issue:45072", - "issue:32090|issue:33357", "issue:42490|issue:43575", "issue:45593|issue:47000", "issue:43550|issue:45083", - "issue:29942|issue:35141", "issue:38175|issue:44493", "issue:27957|issue:34689", + "issue:29942|issue:35141", "issue:29870|issue:32090", "issue:43278|issue:43329", "issue:44360|issue:44561", @@ -9826,223 +9974,232 @@ "issue:45920|issue:46192", "issue:44448|issue:44977", "issue:10000|issue:15354", - "issue:44855|issue:46399", "issue:44977|issue:45229", - "issue:43927|issue:45698", + "issue:44855|issue:46399", "issue:29870|issue:33290", - "issue:40444|issue:43526", + "issue:43927|issue:45698", "issue:45290|issue:46655", + "issue:40444|issue:43526", "issue:43278|issue:43381", "issue:37428|issue:42175", "issue:32090|issue:33290", "issue:46421|issue:46858", "issue:43873|issue:45229", "issue:42490|issue:43873", + "issue:25251|issue:32090", "issue:44561|issue:44779", - "issue:25251|issue:32090" + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:44568|issue:45491" ], - "prepared_review_unit_hash": "e5545c1d368afc63166f30059272ecd2da8b25fc8622570ef96df721930d5687", + "prepared_review_unit_hash": "90600116dffdf1e63ac0d2f7dd9c9f0f13fc0ab84aa4fa457e32815d2a9ea0a2", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36236, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "serialized_chars": 36984, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs mostly look like superficially similar but ultimately different bugs across unrelated code paths; I would not merge any of them. The strongest representative issue in this set is the broad tokenizer regression report.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45920 is the most representative, high-signal bug report here: it describes a concrete regression affecting multiple models, has clear impact, and is broader than the other, more niche reports.", + "summary": "This set is a collection of mostly unrelated Transformers issues spanning tokenizers, generation, attention backends, training, and model loading. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates. The broadest representative issue is the v5 tokenizer regression affecting multiple models.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45920 is the most representative because it describes a broad v5 tokenizer regression with multiple affected models and broader ecosystem impact than the narrower single-model reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best single issue to anchor triage because it is specific enough to be actionable yet broad enough to capture a recurring regression pattern across models.", + "best_issue_reason": "Issue 45920 is the strongest overall representative: broad scope, multiple affected models, and clear regression framing make it the best summary of the cluster's dominant theme.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43701", - "right": "issue:45083", - "accept": false, - "reason": "Checkpoint-key mismatch and a multimodal length helper bug are different code paths and failures." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "Both mention dtype/AMP, but one is a loss crash in float16 AMP and the other is a bfloat16 inference CI mismatch in different models." - }, - { - "left": "issue:32090", - "right": "issue:33357", - "accept": false, - "reason": "Different failures: trainer broadcast TypeError vs MacOS bus error on a CLIP model." - }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM are unrelated issues." + "reason": "Different problems: local model path/import warning vs tensor-parallel OOM while loading a large Qwen model." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Different detection-loss problems: missing auxiliary losses vs infeasible cost matrix." + "reason": "Different detection/training bugs: missing auxiliary losses in D-FINE vs RTDetrLoss infeasible cost matrix." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to a qwen3_omni_moe feature-length calculation bug." - }, - { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Flash-Attention test failures and embedding reinitialization after resize are different bugs." + "reason": "Unrelated areas: torch.compile/SDPA failure in Bamba vs a feature-length helper bug in qwen3_omni_moe." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and position-id key warnings are not the same failure mode." + "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs unexpected position-id keys across many models." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash-Attention 2 support and Llama 3.2 Vision model loading regressions are distinct." + "reason": "Flash Attention 2 support issue for XLM-RoBERTa vs a model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures are not the same as tied-weights reinitialization during embedding resize." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "Bart generation hits an UnboundLocalError; trainer broadcast fails on NoneType\u2014different paths and symptoms." + "reason": "Different runtime failures: BART generate() decoder mask bug vs Trainer broadcast of NoneType." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "A dtype change in evaluate and an undefined-video-branch multimodal token bug are unrelated." + "reason": "Embedding dtype drift in eval is unrelated to the multimodal token-count video-branch undefined variables." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to the v5 trust_remote_code breakage." + "reason": "DSA indexer activation bug is unrelated to the v5 removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are different multimodal bugs." + "reason": "Chat template tool-call crash vs Qwen2.5-VL video vision_position_ids bug are different code paths." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Both concern tokenization, but one is wrong token IDs across models and the other is return_tensors being ignored with explicit text kwargs." + "reason": "Both tokenizer-related, but one is wrong token IDs across models while the other is return_tensors being ignored in a specific API shape." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are unrelated." + "reason": "Different model families and failures: Pegasus v4/v5 output divergence vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and a torch.jit.script GeneratorExp export problem are different model/runtime bugs." - }, - { - "left": "issue:44855", - "right": "issue:46399", - "accept": false, - "reason": "Both involve parser/decorator wording, but one is a Python 3.13 torch.jit indentation/import issue and the other is a missing decorator on a Qwen3.5 kernel registration." + "reason": "German DistilBERT issue vs torch.jit GeneratorExp export failure are unrelated." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are distinct problems." + "reason": "Flash-attention generation bug in Qwen3.5 vs multi-GPU CUDA OOM for Gemma4 are not the same defect." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Saving/loading custom token IDs and loading the wrong custom module after save_pretrained are different persistence bugs." + "reason": "Python 3.13 import/IndentationError from comment placement is unrelated to a missing-decorator registration crash in Qwen3.5." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Generation-time decoder mask bug and DeepSpeed AdaFactor OOM are unrelated." + "reason": "Decoder attention mask assignment bug vs Adafactor/DeepSpeed OOM are different failure modes." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Qwen2.5-VL multi-image finetuning failure and BeitImageProcessorFast label reduction are different components." + "reason": "DiaConfig custom token IDs lost on save/load is a different persistence bug than loading the wrong custom module after save_pretrained." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat-template tool-call crash and video padding miscalculation are not the same underlying bug." + "reason": "Chat template tool-call crash is unrelated to incorrect padding in SmolVLM's video processor." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning failure is not the same as BeitImageProcessorFast reduce_labels returning one label." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift and gradient-checkpointing-in-eval are unrelated." + "reason": "Eval dtype change is unrelated to gradient checkpointing being disallowed in eval mode." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Flash-attention import breakage and missing TensorFlow in a torch install are unrelated packaging/runtime issues." + "reason": "Flash support import error is unrelated to missing TensorFlow in the torch-only pip extra." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast TypeError and DeepSpeed OOM are different failure modes." + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are different bugs." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/compile, but one is spurious recompilation from lazy init and the other is a device-tensor seq-length arithmetic bug." + "reason": "Spurious recompilation from cache lazy init is a different issue than get_seq_length() returning a device tensor and breaking arithmetic." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and multi-GPU OOM are not the same bug." + "reason": "Quantization offloading behavior is unrelated to Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "v5 trust_remote_code breakage and DeepSeek tokenizer regression are different regression reports." + "reason": "Local-path import warning is unrelated to quantization offloading malfunction." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior and trainer broadcast errors are unrelated." + "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast of NoneType." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Missing is_torch_fx_available breaks trust_remote_code imports; DeepSeek tokenizer regression is a different tokenizer path." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility issue is unrelated to native DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5-related but concern different behaviors: Pegasus output divergence vs lm_head.weight serialization tied-weights inconsistency." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mDeBERTa BOS/EOS tokenization regression is unrelated to Gemma3 NaN embeddings from mixed-length batching." } ] }, @@ -10064,7 +10221,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:29127", "issue:29870", @@ -10073,8 +10230,10 @@ "issue:33357", "issue:34567", "issue:34689", + "issue:35141", "issue:39692", "issue:41720", + "issue:42490", "issue:42915", "issue:42994", "issue:43065", @@ -10086,23 +10245,21 @@ "issue:43653", "issue:43701", "issue:43756", - "issue:43976", "issue:43994", "issue:44186", "issue:44206", "issue:44265", "issue:44361", "issue:44442", - "issue:44448", - "issue:44466", "issue:44479", - "issue:44568", "issue:44743", "issue:44871", "issue:44977", "issue:45198", "issue:45229", + "issue:45245", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45459", @@ -10116,245 +10273,259 @@ "issue:46693" ], "soft_pairs": [ - "issue:43976|issue:45440", - "issue:44448|issue:44466", - "issue:44568|issue:45491", "issue:29127|issue:34567", "issue:44871|issue:44977", "issue:33357|issue:39692", "issue:45588|issue:45823", "issue:43381|issue:43701", - "issue:45198|issue:45803", "issue:43278|issue:43575", + "issue:45198|issue:45803", "issue:41720|issue:45229", "issue:44977|issue:45563", "issue:44186|issue:45198", "issue:44361|issue:45198", "issue:43611|issue:46121", - "issue:43653|issue:44743", "issue:29870|issue:34689", + "issue:43653|issue:44743", "issue:44206|issue:44479", "issue:29942|issue:30064", - "issue:45372|issue:45588", "issue:42915|issue:42994", + "issue:45372|issue:45588", "issue:43756|issue:45440", "issue:43653|issue:44442", "issue:43412|issue:45588", "issue:45459|issue:45712", + "issue:43065|issue:43994", "issue:45491|issue:46693", "issue:44265|issue:45198", - "issue:43065|issue:43994", "issue:29127|issue:33357", - "issue:43065|issue:45412" + "issue:43065|issue:45412", + "issue:45372|issue:45406", + "issue:43575|issue:43701", + "issue:45245|issue:45563", + "issue:42490|issue:43381", + "issue:29127|issue:35141" ], - "prepared_review_unit_hash": "c272d099e561527ee3b0e9c417d65562f0a620b132ba606f5585ce30e48e4063", + "prepared_review_unit_hash": "5c2ac897c41f9c30534974525fe6c10f0e598e8107e2989086261cf621606251", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36888, - "estimated_input_tokens": 9222, - "estimated_eval_tokens": 18700 + "soft_pair_count": 32, + "serialized_chars": 37439, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs span unrelated model, tokenizer, export, and performance bugs, so none look like true duplicates. I selected the long-context FA2 regression issue as the most representative issue in the set.", - "confidence": 0.89, - "canonical_issue_reason": "issue:46693 is the most central/high-signal item here: open, recent, with the most discussion and inbound references, and it sits in a broad performance-regression area that best fits the cluster\u2019s loose FA2/generation theme.", + "summary": "These issues are not a duplicate cluster: they span unrelated bugs across tokenizers, vision, generation, training state, export, quantization, and infrastructure. All soft edges are best rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No obvious canonical duplicate: the set is a grab-bag of unrelated issues, so no single issue can safely represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the strongest stand-in for the cluster because it has the clearest user impact, active discussion, and a broad regression scope compared with the many narrow, unrelated model-specific bugs.", + "best_issue_reason": "issue:46693 is the most active and concrete regression report, so it's the least-bad standalone anchor, but it still doesn't unify the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Python/version compatibility regression vs DeepSeek MoE implementation divergence; unrelated bugs." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Different problems: model output mismatch across versions vs tied-weight serialization behavior." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "Tokenizer special-token handling vs Gemma3 NaN embeddings; no shared code-path or symptom." - }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs TrainerState token counter update bug; unrelated." + "reason": "LayoutLMv3 error messaging vs TrainerState token counting are unrelated bugs in different subsystems." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config mismatch vs Qwen3.5 flash-attention generation failure; different defects." + "reason": "Gemma3 eos_token_id mismatch and Qwen3.5 flash-attention generation failure are different model-specific problems." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error in a community CLIP model vs SigLIP2 documentation/example errors; not the same underlying bug." + "reason": "MacOS CLIP bus error and SigLIP2 doc/example issues are not the same underlying failure." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention integration crash on `s_aux=None` vs Gemma4 device-mapping mismatch; different failure modes and code paths." + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are distinct code-path bugs." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction vs checkpoint key mismatch on resume; unrelated." + "reason": "Eval-mode gradient checkpointing limitation and resume_from_checkpoint key mismatch are unrelated training issues." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure vs Fuyu bare-except exception masking; different components and symptoms." + "reason": "Embedding dtype drift in evaluate and Qwen2 TP OOM are different problems." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Dtype regression in evaluation vs tensor-parallel OOM while loading a large Qwen model; unrelated." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except error handling are unrelated." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are inference problems, but one is a CUDA assert with auto device mapping and the other is an OOM; not the same concrete bug." + "reason": "Both involve large-model inference, but Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are different failures." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation bug vs stale warning in paged generate; unrelated." + "reason": "Qwen3.5 flash-attention generation bug and stale warning for num_return_sequences are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save/tokenization failure; different tokenizer issues." + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke tokenizer AttributeError vs Wav2Vec2 tokenization/save failure; unrelated." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure do not share the same root cause." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Model loading regression around `base_model_prefix` vs Rope-parameter validation TypeError; different code paths." + "reason": "Base_model_prefix loading regression and rope-parameter JSON list TypeError are unrelated." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "BigBirdTokenizer special-token bug vs Qwen3.5 recurrent-state reset bug; unrelated." + "reason": "BART decoder_attention_mask bug and Llama 3.2 Vision loading break are different issues." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "BART generate() local variable bug vs Llama 3.2 Vision loading regression; no shared underlying defect." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor argument regression vs video-input regression across Qwen VL models; both regressions, but not the same bug." + "reason": "Feature extractor center-arg crash and video input regression affect different preprocessing paths." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 tests vs segmentation-map processing failure; unrelated." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Gemma 4 processor import failure vs flash-attention integration crash; different components." + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are different quantization bugs." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "FP8 config load failure vs quantized model saving failure; both quantization-related but distinct bugs and code paths." + "reason": "Gemma4 processor import error and flash-attention s_aux=None crash are unrelated." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE implementation divergence; different model-specific issues." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-implementation parity issues." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Tokenizer special-token registration bug vs AutoTokenizer loading failure for a different tokenizer; unrelated." + "reason": "BigBirdTokenizer decode bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer problems." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export/guard issue vs flash-attention crash; no meaningful overlap." + "reason": "Executorch export failure and flash-attention crash are different code paths." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer exception handling vs dummy class cleanup/dir() leakage; unrelated." + "reason": "Protobuf error masking in tokenizer conversion and leftover dummy PT classes are unrelated maintenance issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical outputs are unrelated vision-model bugs." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Gemma3 NaN embeddings in sliding-window attention vs FA2 long-context performance regression; both mention generation/FA2, but the concrete bug and symptom differ." + "reason": "Gemma3 NaN embeddings and FA2 long-context performance regression are different correctness vs performance issues." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with `torch_compilable_check` vs Wav2Vec2 save/tokenization failure; unrelated." - }, - { - "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "Sam3 dummy Conv2d placeholder vs SigLIP2 nonsensical output; different models and issues." + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging issue vs MacOS bus error in CLIP model loading; unrelated." + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy layer placeholder bug vs RT-DETR memory leak on deletion; different defects." + "reason": "Dummy Sam3PixelDecoder class cleanup and RT-DETR memory release are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure and Gemma4Processor missing _tokenizer in serve are different concrete bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2 TP OOM and resume_from_checkpoint key mismatch do not share a root cause." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale generate warning are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and eval-mode gradient checkpointing are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 clarity issue and post_init reinitializing resized embeddings are unrelated." } ] }, @@ -10376,14 +10547,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:27957", "issue:29127", "issue:33290", "issue:34689", "issue:35141", - "issue:42490", "issue:42915", "issue:43066", "issue:43334", @@ -10392,28 +10562,29 @@ "issue:43526", "issue:43531", "issue:43575", - "issue:43701", + "issue:43646", "issue:43824", "issue:43873", "issue:43931", "issue:43994", + "issue:44077", "issue:44186", "issue:44279", "issue:44387", "issue:44442", "issue:44462", "issue:44464", + "issue:44514", "issue:44857", "issue:45072", - "issue:45245", "issue:45250", "issue:45372", + "issue:45381", "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", - "issue:45563", "issue:45584", "issue:45588", "issue:45593", @@ -10427,252 +10598,231 @@ "issue:46821" ], "soft_pairs": [ - "issue:45372|issue:45406", - "issue:45245|issue:45563", - "issue:43575|issue:43701", - "issue:42490|issue:43381", "issue:45440|issue:45593", - "issue:29127|issue:35141", "issue:45372|issue:45459", "issue:43994|issue:45412", - "issue:43421|issue:45491", "issue:45406|issue:46701", + "issue:43421|issue:45491", "issue:43066|issue:44462", "issue:45412|issue:46369", "issue:43575|issue:44387", "issue:44442|issue:45072", - "issue:43526|issue:45834", "issue:44464|issue:45584", - "issue:42915|issue:43931", + "issue:43526|issue:45834", "issue:43824|issue:44279", + "issue:42915|issue:43931", "issue:43526|issue:46693", - "issue:44857|issue:45588", - "issue:27957|issue:29127", "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:44857|issue:45588", "issue:43994|issue:46369", "issue:43526|issue:44186", "issue:33290|issue:34689", "issue:33290|issue:35141", "issue:43334|issue:43531", "issue:46121|issue:46399", - "issue:45250|issue:46640", "issue:45588|issue:46821", - "issue:43381|issue:43873" + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077" ], - "prepared_review_unit_hash": "45d9b9d2b46e11239524eee64505b42841823516fc6e47868be5856921c00eb5", + "prepared_review_unit_hash": "41fc2c701a6861dbd35d87471566a8dfe7af5b495051afd06b0e194d2d392ea3", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36170, - "estimated_input_tokens": 9043, - "estimated_eval_tokens": 18342 + "soft_pair_count": 28, + "serialized_chars": 35341, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous grab bag of unrelated Transformers issues; the soft links are title-level similarity only, not true duplicate bugs/changes. No soft pair should be merged.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical duplicate emerges from this mixed set; if a fallback representative is needed, issue 45459 is the most self-contained, actionable bug report.", + "summary": "No soft-edge pair looks like the same underlying bug/change; the overlaps are mostly broad subsystem similarity (Flash Attention, Qwen, tokenizer, memory/OOM) rather than the same concrete failure mode.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the best standalone anchor here: it is open, detailed, and has the strongest discussion/inbound-reference signal, making it the most actionable representative issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45459 is the clearest standalone bug with a specific failure mode and a straightforward fix path.", + "best_issue_reason": "issue:43873 is the strongest issue to keep as the global representative because it has the most community signal and the clearest actionable bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Both involve Gemma 4, but one is an import/dependency failure and the other is a missing processor attribute; different root causes and code paths." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Unrelated problems: category cardinality runtime error vs a stale warning in paged generation." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "Different bugs entirely: TP OOM on a model load vs checkpoint-resume key mismatch." - }, - { - "left": "issue:42490", - "right": "issue:43381", - "accept": false, - "reason": "Local-path import warning and eval-mode gradient checkpointing are unrelated." - }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "Different model families and failures: DeepSeekV3 implementation divergence vs D-FINE auxiliary-loss behavior." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to embedding reinitialization after resize." + "reason": "Different bugs: DeepSeekV3MoE implementation divergence vs D-FINE auxiliary-loss behavior when denoising is off." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import failure and tokenizer exception masking are separate issues." + "reason": "Both involve tokenizer/processor loading, but one is a mistral_common import breakage and the other hides protobuf-related tokenizer errors; not the same failure." }, { "left": "issue:43994", - "right": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Bad SigLIP2 outputs and RT-DETR memory release are different subsystems and symptoms." + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs SAM3-lite memory overflow." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Tokenizer post-processor updates and Gemma3 NaNs under mixed-length batching are unrelated bugs." + "reason": "Both touch Gemma-related paths, but one is a serve-time missing _tokenizer attribute and the other is an image-text-to-text pipeline output issue." }, { - "left": "issue:45406", - "right": "issue:46701", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Both are Gemma-related, but one is processor loading and the other is image-text pipeline output wiring; not the same bug." + "reason": "Tokenizer post-processor syncing and Gemma3 NaN embeddings are unrelated code paths and failure modes." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are distinct loading/serialization issues." + "reason": "Tokenizer decoder-type regression and ignoring tokenizer.json are different tokenizer-loading problems." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Model deletion memory leak and SAM memory overflow are different memory problems." + "reason": "Both are memory-related, but one is a deletion/GC leak in RT-DETR and the other is an overflow in sam3-litetext." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is TP load-time OOM and the other is int4 CUDA reserved-memory regression; not the same fix." + "reason": "Both mention OOM, but one is TP loading of a specific Qwen model and the other is an int4 quantization reserved-memory regression." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:45834", - "accept": false, - "reason": "BEiT label reduction bug and Kosmos2.5 OCR index error are unrelated." + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in bfloat16 inference are different issues." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation inconsistency and Whisper empty-transcription failure are different code paths." + "reason": "Chunked generation inconsistency with compiled forward and Whisper empty-transcription failure after token alignment are distinct bugs." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are unrelated model-loading bugs." + "reason": "Beit label-reduction behavior and Kosmos2.5 OCR index errors are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Import error for a specific VL class and a generic dependency issue are not the same underlying problem." + "reason": "An ImportError for Qwen2_5_VLForConditionalGeneration is not the same as a generic dependency issue." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3MoE and weight-shape mismatch in Qwen3-VL are different model/config problems." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Label reduction in an image processor and FA2 long-context performance regression are unrelated." + "reason": "Label reduction in BeitImageProcessorFast and FA2 long-context performance regression are unrelated." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Different failures: LwDetr loss crash under AMP vs flash_attention sink-less model AttributeError." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/DeepSpeed OOM are different bugs." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a LayoutLMv3 error-message issue are unrelated." + "reason": "Flash Attention support for XLMRoberta and a LayoutLMv3 error-message clarity issue do not match." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Flash Attention 2 support and deepspeed Adafactor OOM are different bugs." + "reason": "float16 AMP crash in LwDetrImageLoss and s_aux=None AttributeError in flash_attention.py are different code paths." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Nonsensical SigLIP2 outputs and SAM3-LiteText memory overflow are not the same issue." + "reason": "SigLIP2 wrong outputs and SAM3-lite memory overflow are not the same bug." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BEiT processor label handling and LayoutLMv2 tokenizer crashes are unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer crash on NER/padding are different tokenizer/processor issues." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM with Adafactor and Llama 3.2 Vision load failure are unrelated." + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 90B Vision load breakage are unrelated failures." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM under deepspeed and embedding reinitialization after resize are different code paths." + "reason": "OOM with Adafactor/DeepSpeed and embedding reinitialization after resize are different bugs." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding-window behavior are distinct issues." + "reason": "Missing pad_token_id on Qwen3-VL text config and a sliding_window issue in Qwen3-MoE are distinct." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "RoPE validation TypeError and missing decorator for rotary-pos-emb registration are unrelated." + "reason": "JSON-loaded list handling in rope validation and missing decorator registration for apply_rotary_pos_emb are unrelated." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:45588", + "right": "issue:46821", "accept": false, - "reason": "Both are about Flash Attention 2 in title only; no shared concrete bug or change is evidenced." + "reason": "flash_attention.py s_aux=None crash and TimesFM window_size AttributeError are different subsystems and errors." }, { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Flash-attention sink-less crash and TimesFM window_size AttributeError are unrelated." + "reason": "The titles are both generic FA2 reports, but there is no concrete evidence they describe the same bug or change." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Eval-mode gradient checkpointing and quantization offloading behavior are different problems." + "reason": "Gradient checkpointing in eval mode and quantization offloading problems are different behaviors." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched apply_chat_template padding crash and wrong vision_position_ids in Qwen2.5-VL video input are different processor/model issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic Transformers 5.0 custom initialization breakage and patchtsmixer post_init policy are not the same concrete bug." } ] }, @@ -10694,7 +10844,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:27957", "issue:29870", @@ -10707,7 +10857,6 @@ "issue:43493", "issue:43525", "issue:43643", - "issue:43646", "issue:43720", "issue:43749", "issue:43761", @@ -10722,7 +10871,6 @@ "issue:44442", "issue:44479", "issue:44496", - "issue:44514", "issue:44743", "issue:44811", "issue:44855", @@ -10733,9 +10881,9 @@ "issue:44987", "issue:45003", "issue:45137", + "issue:45216", "issue:45245", "issue:45325", - "issue:45381", "issue:45440", "issue:45759", "issue:45803", @@ -10743,12 +10891,12 @@ "issue:45907", "issue:46178", "issue:46234", - "issue:46697" + "issue:46697", + "issue:46829", + "issue:46932" ], "soft_pairs": [ - "issue:44514|issue:45381", "issue:43761|issue:45859", - "issue:43646|issue:44077", "issue:44977|issue:45245", "issue:44743|issue:44811", "issue:43262|issue:44206", @@ -10762,208 +10910,210 @@ "issue:43493|issue:43827", "issue:43316|issue:43525", "issue:44062|issue:45907", - "issue:45325|issue:46697", "issue:43873|issue:44871", + "issue:45325|issue:46697", "issue:43643|issue:44913", "issue:43749|issue:43931", "issue:44855|issue:45137", "issue:43316|issue:45759", "issue:44987|issue:46178", - "issue:44442|issue:45803", "issue:44190|issue:44496", + "issue:44442|issue:45803", "issue:43761|issue:44079", + "issue:43931|issue:45216", + "issue:46829|issue:46932", "issue:43232|issue:43388" ], - "prepared_review_unit_hash": "3bc57f6beb90e82a96fdd2d4c55e0d7f2da3e5bdd7cc50fd9ef35aa6d41f51be", + "prepared_review_unit_hash": "3c228f96f399f9793b2b1bd84fff5a5ffdb7aee84e25a79ae5d7e5c6dacb2dd2", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36090, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "serialized_chars": 36162, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The pairs are only superficially related by model family or subsystem; they describe different bugs, regressions, or docs issues, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in generation, model/config loading, offloading, audio/vision processors, and docs. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If a canonical issue must be chosen, issue:43749 is the best anchor because it has the most discussion/inbound references and reflects a broad, high-impact loading regression. That said, the cluster overall does not form a single cohesive duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue:43749 is the broadest and most connected report in the set, making it the most suitable representative issue for the cluster, even though the surrounding items are mostly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44514", - "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen2.5-VL, but one is a batched chat-template crash and the other is a video position-id bug; different code paths." - }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden-states regression vs Qwen3_5Moe CPU-offload incompatibility; unrelated failures." - }, - { - "left": "issue:43646", - "right": "issue:44077", - "accept": false, - "reason": "Custom model init/trust_remote_code issue vs patchtsmixer post_init policy; different problems." + "reason": "Different models and failure modes: CLIPVision hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation bug vs category-cardinality runtime error; no shared underlying change." + "reason": "One is a flash-attention generation bug; the other is a category-count runtime limit. No shared code path." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen recurrent-state cache bug vs Whisper batch_decode skip_special_tokens behavior; unrelated components." + "reason": "Recurrent-state reset in Qwen modular code vs Whisper batch_decode skipping params are unrelated." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default vs feature extractor center-arg regression; different processors and symptoms." + "reason": "Both are audio-related, but one is chat template sampling-rate handling and the other is a feature-extractor arg crash." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure vs Perceiver image-classification resize/interpolation bug; different subsystems." + "reason": "Tokenizer loading failure vs Perceiver image-classification resizing/interpolation failure are distinct bugs." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning vs Qwen recurrent-state reset bug; no common code path." + "reason": "Local-path trailing-slash import warning is unrelated to Qwen recurrent-state caching." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access vs DeepSeekV3MoE divergence; unrelated fixes." + "reason": "Unsafe sys.modules access and DeepSeekV3 implementation divergence are different code paths and symptoms." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading bug vs tokenizer loading failure; different models and mechanisms." + "reason": "BitNet packed-weight loading bug vs FastSpeech2 tokenizer loading failure are unrelated." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Torch-extra missing tensorflow backend vs missing import_utils helper; only both are backend-related in a broad sense." + "reason": "Missing TensorFlow in extras install and a missing import_utils helper are separate packaging/import issues." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLMRoberta Flash Attention 2 issue vs BART generate decoder_attention_mask error; different model/generation paths." + "reason": "Flash Attention 2 support for XLMRoberta is not the same bug as Bart generate() using decoder_attention_mask before assignment." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init restriction vs Qwen video-input regression; unrelated model families." + "reason": "PatchTSMixer post_init policy and Qwen video-input regression are different model-specific issues." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy vs docs still referencing removed pipeline APIs; one is code behavior, the other documentation." + "reason": "SigLIP2 implementation drift is unrelated to documentation still referencing removed pipeline() APIs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API mismatch vs Llama4Config missing pad_token_id; both config-related but distinct fields and models." + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate configuration bugs." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken keyword collision vs list_repo_files revision forwarding; entirely different areas." + "reason": "AddedToken keyword conflict and list_repo_files revision forwarding touch completely different utilities." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Qwen2.5-VL rope/temporal position-id scaling bug vs Swin2SR over-padding; different vision processors." + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are not the same defect." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Quantization offloading problem vs Gemma-3 eos_token_id mismatch; unrelated model/config issues." + "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR padding logic are unrelated image/video preprocessing issues." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing config fields vs GPTNeoX rotary_pct not persisting on reload; different serialization/config bugs." + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload regression are different config-loading problems." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression vs Qwen3-VL weight-shape mismatch; not the same failure mode." + "reason": "FSDP CPU RAM efficient loading failure and Qwen3-VL shape mismatch are distinct loading failures with different root causes." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 Deberta import/parsing error vs DeepSpeed ZeRO3 deque IndexError; unrelated." + "reason": "TorchScript parsing on Python 3.13 and DeepSpeed ZeRO3 deque underflow are unrelated runtime errors." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3 text-config API discrepancy vs Qwen composite config unwrapping in from_config; different config objects and fixes." + "reason": "Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM failing to unwrap text_config for Qwen multimodal configs." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading a specific model on transformers>=5.1.0 vs tensorflow_text backend mapping error; different root causes." + "reason": "Model loading failure for physical-intelligence/fast and missing tensorflow_text backend mapping are separate backend/config issues." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Tokenizer load failure vs Fuyu bare-except swallowing errors; distinct tokenizer/conversion bugs." + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config type error." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Local dataset loading in example script vs unrecognized model/config loading; unrelated." + "reason": "Tokenizer loading failure and FuyuBatchFeature's bare except swallowing errors are different code paths." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVision hidden_states regression vs ModelOutput key assignment bug; different classes and behaviors." + "reason": "Hidden-states regression in CLIPVisionModel and ModelOutput key assignment bug do not describe the same behavior." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained regression are separate model/version issues." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field mix-up and Gemma4 quantized embedder dtype casting are different problems." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs after sync_gpus vs gather_for_metrics label truncation; separate training/generation utilities." + "reason": "Generation kwarg synchronization bug and gather_for_metrics tuple-label truncation are unrelated training/generation issues." } ] }, @@ -10985,7 +11135,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:16998", "issue:22355", @@ -11009,35 +11159,34 @@ "issue:43742", "issue:43761", "issue:43825", - "issue:43931", "issue:44077", "issue:44162", "issue:44188", + "issue:44242", "issue:44464", "issue:44496", "issue:44534", + "issue:44610", "issue:44792", "issue:44871", "issue:44913", - "issue:45216", "issue:45584", "issue:45632", "issue:45698", "issue:45803", "issue:46050", + "issue:46170", "issue:46234", "issue:46291", "issue:46365", + "issue:46369", "issue:46421", "issue:46424", "issue:46506", "issue:46821", - "issue:46829", - "issue:46932" + "issue:46894" ], "soft_pairs": [ - "issue:46829|issue:46932", - "issue:43931|issue:45216", "issue:43761|issue:44188", "issue:43701|issue:46506", "issue:42617|issue:43575", @@ -11053,207 +11202,216 @@ "issue:46234|issue:46291", "issue:44871|issue:45584", "issue:44464|issue:46421", - "issue:43316|issue:43716", "issue:44077|issue:44534", + "issue:43316|issue:43716", "issue:43316|issue:46821", - "issue:43646|issue:44913", "issue:44871|issue:46050", + "issue:43646|issue:44913", "issue:43452|issue:44496", "issue:45803|issue:46365", "issue:44162|issue:44792", "issue:43404|issue:43441", - "issue:45632|issue:46424" + "issue:45632|issue:46424", + "issue:44242|issue:46894", + "issue:44610|issue:46369", + "issue:45803|issue:46170" ], - "prepared_review_unit_hash": "33cab7ef62e77e7f1a9edf869028733a2560de75b6e3206d98652b311683c8ef", + "prepared_review_unit_hash": "68645e186463a694afcaf95b62201b63df3a76d6ff9f533dc1f36e72506e14fc", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35053, - "estimated_input_tokens": 8764, - "estimated_eval_tokens": 17784 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35854, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bug reports/regressions across loading, quantization, attention, caching, and model-specific behaviors. None of the soft-similarity pairs look like the same underlying bug/change.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue is justified; the cluster is a grab-bag of unrelated reports, so picking one representative would be arbitrary.", + "summary": "This cluster is broad and mostly heterogeneous: loading/config/import regressions, compile/runtime bugs, and a few multimodal model issues. I don\u2019t see any soft pair that clearly describes the same underlying bug or fix. Issue 45698 is the best anchor because it is the broadest custom-module loading regression and has the most discussion/inbound references among the set.", + "confidence": 0.19, + "canonical_issue_reason": "No clear duplicate stands out in this mixed cluster; issue 45698 is the most central/high-signal loading regression and the best representative anchor.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative for this cluster because the items do not describe one shared defect or fix path.", + "best_issue_reason": "Issue 45698 has the strongest combination of breadth and activity, and it sits closest to the recurring save/load/custom-module theme present in parts of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46829", - "right": "issue:46932", - "accept": false, - "reason": "Different models and failure modes: VideoPrism output field mix-up vs Gemma4 dtype casting in quantized embedders." - }, - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Both are load/save related, but one is a Qwen3-VL shape-mismatch load error and the other is a Qwen3.5 save_pretrained regression." - }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Unrelated areas: CLIPVision hidden_states regression vs torch.compile attention-kernel branching." + "reason": "Both are regressions, but they hit different code paths: CLIPVision hidden states vs torch.compile attention branching." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch and CPU/CUDA output differences are distinct bugs." + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are different failure modes with different triggers." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Different distributed/parallelism problems: 3d_parallel script failure vs tensor-parallel OOM on Qwen2-57B." + "reason": "Different problems: a script execution failure vs tp load-time OOM on a specific model." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel loading is unrelated to the MobileLLM-125M key error." + "reason": "OOM under tensor-parallel loading is not the same bug as a key error while loading MobileLLM." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is dequantized model saving and the other is wrong custom-module resolution after save_pretrained." + "reason": "Both involve save/load, but one is dequantized model saving and the other is wrong custom module resolution after save_pretrained." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile with SDPA on Bamba is unrelated to resume_from_checkpoint key mismatches." + "reason": "torch.compile SDPA behavior on Bamba is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "FlashAttention2 on XLMRoberta and a Trainer broadcast NoneType error are different code paths." + "reason": "FlashAttention support for XLMRoberta and a Trainer broadcast TypeError are unrelated bugs." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to missing PyTorch import errors." + "reason": "Pipeline top_k output nesting and missing PyTorch import errors are unrelated." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is not the same as checkpoint key mismatch." + "reason": "CPU offload device mismatch is a different runtime issue from checkpoint key mismatches." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + "reason": "A model_max_length question and an onnx import error are unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom processor/tokenizer regression is different from a pipeline error-message issue." + "reason": "Both are v5-related, but one is processor/tokenizer regression and the other is an incorrect pipeline error message." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id mismatch are separate issues." + "reason": "Processor/tokenizer handling and eos_token_id config mismatch are different model-interface bugs." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils symbol and kernels version/revision import failure are distinct import issues." + "reason": "Different import failures: missing utility symbol vs kernels dependency/version handling." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 eos_token_id config mismatch is unrelated to Whisper empty-transcription handling." + "reason": "Gemma eos_token_id configuration and Whisper empty-transcription handling are unrelated." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked/compiled execution, but one is inconsistent generation outputs and the other is spurious recompilation from cache lazy init." - }, - { - "left": "issue:43316", - "right": "issue:43716", - "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image dtype mismatch are unrelated." + "reason": "Both mention chunked generation/cache behavior, but one is output inconsistency and the other is spurious recompilation from lazy cache init." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "PatchTSMixer post_init policy and non-persistent buffer junk are different bugs." + "reason": "Different issues: PatchTSMixer post_init validation vs non-persistent buffers being filled with junk." }, { "left": "issue:43316", - "right": "issue:46821", + "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig discrepancy and TimesFM window_size AttributeError are unrelated." + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are not the same bug." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:43316", + "right": "issue:46821", "accept": false, - "reason": "Generic custom model initialization breakage is not the same as GPTNeoX rotary_pct persistence." + "reason": "These are separate model/config problems with different affected components and symptoms." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency and sinq quantized save/load breakage are unrelated." + "reason": "EOS token config mismatch is unrelated to quantized save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload regression are different config/loading issues." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading breakage and an unrecognized-model config error are different load-path failures." + "reason": "Both are loading failures, but gguf handling and missing model_type in config have different root causes." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors in Fuyu and Trainer import depending on datasets are unrelated." + "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to the Trainer import problem with datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 broken and a Janus image-generation test failure are different model-specific issues." + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head weight tying and Ministral flash-attention failure are distinct problems even if they touch the same model family." + "reason": "Same general model family, but weight tying and FlashAttention failure are distinct concrete bugs." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Remote-code cache path collision and max_cache_length being honored only for quantized cache are unrelated cache behaviors." + "reason": "Cache path collisions for trust_remote_code and max_cache_length being ignored are different cache-system bugs." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "MoE load-balancing loss omission and CohereASR training-loss double shift are unrelated training-loss issues." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor input-size mismatch and model memory overflow are not the same defect." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "A swallowed-exception bug and a Windows ROCm import dependency issue are unrelated." } ] }, @@ -11275,7 +11433,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:35141", "issue:41950", @@ -11292,17 +11450,14 @@ "issue:43650", "issue:43673", "issue:43688", - "issue:43761", "issue:44190", - "issue:44242", - "issue:44479", "issue:44514", "issue:44534", - "issue:44610", "issue:44617", "issue:44734", "issue:44743", "issue:44792", + "issue:44855", "issue:44869", "issue:44913", "issue:44964", @@ -11310,28 +11465,27 @@ "issue:45072", "issue:45127", "issue:45200", + "issue:45245", "issue:45406", "issue:45542", + "issue:45588", "issue:45600", + "issue:45632", "issue:45698", - "issue:45803", - "issue:46170", + "issue:46082", "issue:46178", "issue:46202", "issue:46234", - "issue:46369", + "issue:46617", "issue:46640", + "issue:46697", "issue:46832", - "issue:46894", + "issue:46858", "issue:46932" ], "soft_pairs": [ - "issue:44242|issue:46894", - "issue:45803|issue:46170", - "issue:44610|issue:46369", "issue:43065|issue:44617", "issue:43540|issue:44514", - "issue:43761|issue:44479", "issue:43650|issue:46202", "issue:45542|issue:46234", "issue:43504|issue:45698", @@ -11343,186 +11497,190 @@ "issue:43673|issue:44743", "issue:43352|issue:46640", "issue:43525|issue:43531", - "issue:44534|issue:44913", "issue:41950|issue:43475", + "issue:44534|issue:44913", "issue:44190|issue:44964", "issue:35141|issue:42490", "issue:44734|issue:45406", "issue:45072|issue:46932", - "issue:44869|issue:46832" + "issue:45632|issue:46617", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:44855|issue:45588", + "issue:46082|issue:46697" ], - "prepared_review_unit_hash": "028af8768a511a7a15298bb79da54c81d602aa0bacc19877197bff15b1e09fda", + "prepared_review_unit_hash": "9ca6689aa69e5e689c272e545337a7145fb20d11db62b8e13af145afbf2f7d73", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 24, - "serialized_chars": 34297, - "estimated_input_tokens": 8575, - "estimated_eval_tokens": 17406 + "serialized_chars": 34395, + "estimated_input_tokens": 8599, + "estimated_eval_tokens": 17454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items share broad transformer/modeling vocabulary but describe unrelated bugs across different models, processors, serialization paths, and runtime environments. None of the soft-edge pairs looks like the same underlying issue, so no pair should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the set is a loose bag of unrelated bugs rather than a single duplicate cluster.", + "summary": "The cluster is highly heterogeneous; the soft pairs show only superficial subsystem overlap, not the same underlying bug/change. No soft edge should be merged. If one issue must be chosen as a representative, #45698 is the strongest core-loading bug with the most discussion and inbound references, but it is not a true duplicate hub for the rest of the set.", + "confidence": 0.94, + "canonical_issue_reason": "#45698 has the strongest signal and broadest impact (core from_pretrained/save_pretrained loading path, highest discussion/inbound refs), so it is the best single representative if a canonical issue is required.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong cluster representative because the problems span different subsystems and failure modes.", + "best_issue_reason": "#45698 is the most actionable and well-supported issue in the set; it is a concrete, high-impact bug with clear reproduction and broad user relevance.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Different bugs: one is MoE load-balancing loss gating, the other is a training-loss label-shift issue in CohereASR/Moonshine-style audio models." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in a decoder and the other is CUDA OOM in video inference; different failures and code paths." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Unrelated failures: Fuyu tensor conversion error handling vs a Windows/ROCm import dependency problem." + "reason": "Both mention video/Qwen models, but one is a processing ValueError and the other is a batched chat-template crash with padding=False; unrelated bugs." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Different models and symptoms: OmDet-Turbo image size mismatch vs Sam3-LiteText memory overflow." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Sam3 family overlap is too broad; a dummy Conv2d implementation issue is not the same as a CUDA OOM in Sam3Video." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video input parsing vs Qwen2_5_VL chat template batching/padding." - }, - { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "Different regressions in different model families: CLIPVision hidden_states vs Qwen VL video input handling." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "No substantive overlap: a placeholder/placeholder-data issue vs Gemma token roundtrip behavior." + "reason": "No shared concrete bug: one is a placeholder/data issue, the other is a Gemma pipeline roundtrip tokenization problem." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Completely different concerns: TensorBoard/TensorFlow backend detection vs a missing import_utils availability helper." + "reason": "Both touch backend/import utilities, but one is a TensorBoard-without-TF backend error and the other is a missing import_utils symbol; different defects." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both are loading-related, but one is a legacy config field and the other is incorrect custom-module resolution after save/load." + "reason": "One is a BEiT legacy-field model preset load failure; the other is wrong custom module selection after save/load. Similar area, not same bug." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Different config/backend issues: StableLm pad token field vs tensorflow_text backend registration." + "reason": "These are unrelated configuration/backend issues: StableLm pad_token_idx after v5.0 vs a tensorflow_text backend mapping error." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different failures in different models: janus image-generation test vs Qwen3.5 flash-attention generation bug." + "reason": "Both involve generation on model families, but one is a Janus image test failure and the other is Qwen3.5 flash-attention behavior; not the same path." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "CI breakage in Sam3LiteText mappings is unrelated to the janus image-generation test failure." + "reason": "Janus image generation failure and Sam3LiteText auto_mapping CI breakage are different models and different root causes." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Distinct model behaviors: LoRA merge with extended vocab on tied embeddings vs Gemma4 mm_token_type_ids defaults." + "reason": "Both mention Gemma-family fine-tuning, but LoRA merge/collapse with extended vocab is unrelated to missing mm_token_type_ids defaults." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training/eval bugs: gather_for_metrics label truncation vs auxiliary-loss normalization." + "reason": "One is gather_for_metrics truncating tuple labels; the other is auxiliary-loss normalization in MoE models. Different training bugs." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache/state, but one is missing GenerationMixin cache in chunked prefill and the other is recurrent state reset in a Qwen module." + "reason": "Both concern cache/state handling in generation, but one is missing cache in chunked prefill and the other is recurrent states resetting for seq_len>1; not the same concrete bug." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Too broad: a model-specific Flash Attention 2 unsupported error is not the same as a generic Flash Attention 2 issue." + "reason": "Both mention Flash Attention 2, but one is NemotronH unsupported-FA2 gating and the other is a generic FA2 issue with different context." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different config attributes and failure modes: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + "reason": "Llama4Config pad_token_id missing and Qwen3-MoE sliding_window handling are unrelated configuration/model bugs." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Serialization-related, but not the same bug: junk non-persistent buffers vs GPTNeoX rotary_pct reset on reload." + "reason": "Video-classification processor selection and SAM3 vision encoder missing attribute are separate issues in different pipelines." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Different multimodal pipeline/model bugs: image processor lookup vs missing fpn_position_embeddings on a SAM3 output object." + "reason": "One is non-persistent buffers filled with junk in v5, the other is GPTNeoXConfig rotary_pct not persisting on reload; similar persistence theme only." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Both are loading failures, but one is a local dataset script issue and the other is model loading in a multimodal checkpoint." + "reason": "Local dataset loading in a training script and model loading of microsoft/Phi-4-multimodal-instruct are different failures." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Different areas: embedding resize reinitialization vs path parsing/import warning for local models with trailing slash." + "reason": "Token-embedding resize reinitialization and import warning from a trailing slash are entirely different code paths." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Different serve crashes: KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." + "reason": "KV-cache continuation tensor indexing and Gemma4Processor missing _tokenizer are unrelated runtime errors." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both involve dtype handling, but they affect different models and different quantization/inference paths." + "reason": "Both involve dtype/quantization concerns, but one is CI inference mismatches and the other is Gemma4 embedder casting; not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both are trust_remote_code cache-loading issues, but one is leaf-directory cache collision and the other is a FileNotFoundError from cache loading; similar surface, different root cause." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Unrelated bugs: Whisper timestamp decoding edge case vs RT-DETR feature-level mismatch." + "reason": "Whisper timestamp decode crash and RT-DETR feature-level mismatch are completely unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-cardinality overflow and static-cache slice arithmetic on non-CUDA backends are different low-level failures." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing/torch.jit script issue is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different model/configuration bugs with no shared code path." } ] }, @@ -11544,7 +11702,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:25251", "issue:27957", @@ -11563,6 +11721,7 @@ "issue:43994", "issue:44060", "issue:44077", + "issue:44112", "issue:44190", "issue:44242", "issue:44464", @@ -11578,39 +11737,34 @@ "issue:45127", "issue:45245", "issue:45276", + "issue:45290", "issue:45357", "issue:45362", "issue:45381", "issue:45563", "issue:45584", "issue:45588", - "issue:45632", - "issue:46082", + "issue:45600", "issue:46369", "issue:46421", "issue:46489", - "issue:46617", "issue:46655", - "issue:46697", - "issue:46858", - "issue:46897" + "issue:46752", + "issue:46897", + "issue:47013" ], "soft_pairs": [ - "issue:44855|issue:45588", - "issue:45632|issue:46617", - "issue:45245|issue:46858", - "issue:46082|issue:46697", "issue:43827|issue:43994", "issue:44617|issue:45584", - "issue:29870|issue:35141", "issue:43673|issue:46421", + "issue:29870|issue:35141", "issue:43931|issue:44060", "issue:43644|issue:44913", "issue:44242|issue:46897", "issue:25251|issue:27957", - "issue:43335|issue:44855", "issue:45563|issue:45584", "issue:44933|issue:45362", + "issue:43335|issue:44855", "issue:44077|issue:44877", "issue:43550|issue:44190", "issue:45381|issue:46369", @@ -11618,222 +11772,213 @@ "issue:44479|issue:44734", "issue:43065|issue:44610", "issue:43335|issue:44190", + "issue:45588|issue:47013", "issue:44617|issue:46369", "issue:39692|issue:44190", "issue:44464|issue:45563", "issue:45127|issue:45357", "issue:45381|issue:46655", "issue:43295|issue:45276", - "issue:44779|issue:46489" + "issue:44779|issue:46489", + "issue:44112|issue:45600", + "issue:45290|issue:46752" ], - "prepared_review_unit_hash": "5ec17917314252045935ceec0b7fc549471e6e22c8427fe0c272c0ad3e904dfc", + "prepared_review_unit_hash": "672de7239c903ebd8f0aec4d77159df44d664ae241fca48107252e69528b3ff1", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36558, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "soft_pair_count": 28, + "serialized_chars": 36223, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues with only weak thematic overlap. No soft pair looks like the same concrete bug/change with enough confidence to merge; the closest anchor is the DeepSeek tokenizer regression cluster, but even that is better treated as related follow-up work than a duplicate.", - "confidence": 0.66, - "canonical_issue_reason": "issue:46489 is the most concrete, self-contained bug report in the set: it names a specific v5 tokenizer regression, includes a narrow scope (DeepSeek-Coder v1), and explicitly ties to a prior fix gap, which makes it a strong triage anchor.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:46489 is the best representative issue because it has the clearest failure mode, the tightest scope, and the strongest link to an actionable code-path regression.", - "best_pr_reason": null, + "summary": "This cluster is heterogeneous: it mixes unrelated bugs, regressions, docs issues, CI failures, and model-specific edge cases across many different code paths. None of the soft pairs looks like the same underlying bug or change, so there is no real duplicate cluster here.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue fits this cluster; the issues are mostly unrelated and span different models, processors, generation paths, and configuration behavior.", + "canonical_pr_reason": "No pull requests are present.", + "best_issue_reason": "No issue is a good representative duplicate target because the set is not a coherent duplicate group.", + "best_pr_reason": "No pull requests are present.", "soft_edge_verdicts": [ - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Different failures: Python 3.13 import/decorator parsing vs flash-attention handling of s_aux=None." - }, - { - "left": "issue:45632", - "right": "issue:46617", - "accept": false, - "reason": "Both involve trust_remote_code caching, but one is a leaf-dir path collision and the other is a FileNotFoundError; not clearly the same bug." - }, - { - "left": "issue:45245", - "right": "issue:46858", - "accept": false, - "reason": "Unrelated concrete problems: category-count limit vs device-tensor cache length breaking slice arithmetic." - }, - { - "left": "issue:46082", - "right": "issue:46697", - "accept": false, - "reason": "Llama config validation vs image-processor over-padding; no shared code path." - }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing removed pipeline APIs is not the same as SigLIP2 producing bad outputs at runtime." + "reason": "Docs still referencing pipeline() after v5 removals is unrelated to SigLIP2 producing bad outputs via AutoModel/pipeline." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Different models and failures: Sam3Video OOM vs Whisper empty-transcription generation bug." + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are different models and different failure modes." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Generation-time decoder mask bug vs embedding reinitialization after resize_token_embeddings." + "reason": "Both mention chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is spurious recompilation from lazy cache init." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Missing cache in chunked_prefill and spurious recompilation from lazy cache init are related area-wise but not the same concrete defect." + "reason": "Bart generate() decoder_attention_mask initialization bug is unrelated to output embeddings being reinitialized after resize_token_embeddings." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Model load shape mismatch vs tied-weights warning misbinding; different failure modes." + "reason": "Qwen3-VL weight shape mismatch on load is not the same as the Qwen3-Next tied-weights warning involving dt_bias." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug vs config reload losing rotary_pct; not the same issue." + "reason": "Non-persistent buffer junk filling in Transformers 5.0.0 is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Missing load-balancing loss under one flag vs training-loss double-shift regression." + "reason": "Missing load-balancing loss and Florence2 double-shift training loss are different bugs in different models/code paths." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline output nesting bug vs Flash Attention 2 support on XLMRoberta; unrelated." - }, - { - "left": "issue:43335", - "right": "issue:44855", - "accept": false, - "reason": "Sparse-layer config construction bug vs import-time IndentationError; unrelated." + "reason": "Pipeline top_k nesting change and XLMRoberta Flash Attention 2 support are unrelated issues." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale warning behavior vs Whisper generation crash; different code paths." + "reason": "Paged generate warning about num_return_sequences is unrelated to Whisper failing on empty transcription after align_special_tokens." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Nonexistent import from image_utils vs Qwen3.5 chat crash; no concrete overlap." + "reason": "A nonexistent import from image_utils has nothing to do with Qwen3.5 chat crashes." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and DebertaV2Model Python 3.13 import parsing are unrelated." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init policy issue vs strict config loading failure; not the same bug." + "reason": "patchtsmixer post_init policy and granite_speech strict config loading are different configuration issues." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA model failure vs local dataset loading script issue." + "reason": "Bamba torch.compile/SDPA failure is unrelated to the local dataset loading script bug." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen video position-id regression vs Sam3-litetext memory overflow; different models and symptoms." + "reason": "Qwen2.5-VL video vision_position_ids regression and Sam3-LiteText memory overflow are different model-specific problems." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Auto device mapping CUDA assert vs category-limit runtime error; unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert and the 2^24 categories limit are unrelated." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are generation-related, but one is a video-input regression and the other is KV-cache continuation indexing in serve; different concrete bugs." + "reason": "Qwen video-input regression and /v1/responses KV-cache continuation indexing are different code paths." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in a decoder vs processor/model resolution mismatch; not the same defect." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo's processor/model input-size mismatch." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Config-layer construction bug vs dataset loading failure; unrelated." + "reason": "This repeats the earlier unrelated pair: SwitchTransformers config bug vs image-classification dataset loading." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sink-less model crash and xLSTM unpacking failure are unrelated implementation bugs." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Same broad SAM family, but one is video OOM and the other is litetext memory overflow; not enough evidence of a shared bug." + "reason": "Both are memory-related, but Sam3Video OOM and Sam3-LiteText overflow are different model paths and not the same bug." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/example errors vs image-classification script dataset loading; unrelated." + "reason": "SigLIP2 docs/example errors are unrelated to the image-classification no-trainer local dataset loading issue." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency under compilation vs a stale warning on num_return_sequences." + "reason": "Chunked-generation inconsistency with compiled forward is not the same as a stale warning in paged generate()." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocab vs incorrect visual-encoder keys on save_pretrained; different code paths." + "reason": "LoRA merge collapse with extended vocab is unrelated to Qwen3.5 save_pretrained writing incorrect visual encoder keys." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Qwen video position-id regression vs SmolVLM padding calculation bug; different models." + "reason": "Both involve video processing, but Qwen2.5-VL vision_position_ids and SmolVLM padding calculation are different bugs." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer API regression vs Gemma4 resize_token_embeddings not updating outputs; not the same underlying bug." + "reason": "processor.tokenizer regression and gemma4 resize_token_embeddings not updating embeddings are separate issues." }, { "left": "issue:44779", "right": "issue:46489", "accept": false, - "reason": "Very close tokenizer regressions, but one is generic Deepseek and the other is DeepSeek-Coder v1 with a specific follow-up gap; related, but not clearly the same concrete bug/change." + "reason": "Deepseek tokenizer regression and the DeepSeek-Coder v1 gap in a prior fix are related at a high level but not clearly the same concrete bug." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech stale device-override CI failure is unrelated to removed Sam3LiteText configs in auto_mappings." + }, + { + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "Missing auxiliary loss vs training-loss shift bug; different mechanics." + "reason": "apply_chat_template crashing on tool-call assistant messages is a different edge case from crashing on an empty list." } ] }, @@ -11855,7 +12000,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:25251", "issue:27957", @@ -11890,7 +12035,6 @@ "issue:45003", "issue:45216", "issue:45276", - "issue:45290", "issue:45381", "issue:45542", "issue:45584", @@ -11901,171 +12045,158 @@ "issue:46082", "issue:46121", "issue:46234", + "issue:46424", "issue:46506", "issue:46697", - "issue:46752", "issue:46858" ], "soft_pairs": [ - "issue:44112|issue:45600", "issue:43540|issue:44734", - "issue:45290|issue:46752", "issue:43526|issue:46697", "issue:45276|issue:45584", - "issue:44737|issue:45803", "issue:44521|issue:45381", + "issue:44737|issue:45803", "issue:44462|issue:45907", - "issue:44938|issue:45542", "issue:25251|issue:29870", - "issue:43854|issue:44964", + "issue:44938|issue:45542", "issue:43673|issue:46858", - "issue:45632|issue:46234", + "issue:43854|issue:44964", "issue:44246|issue:45003", "issue:43643|issue:44496", + "issue:45632|issue:46234", "issue:44964|issue:45600", "issue:42175|issue:44279", "issue:27957|issue:35141", "issue:44112|issue:44964", "issue:42796|issue:44521", - "issue:46082|issue:46121", "issue:36246|issue:41628", + "issue:46082|issue:46121", "issue:32090|issue:35141", "issue:43404|issue:45216", "issue:36246|issue:38617", "issue:43531|issue:45600", "issue:41950|issue:44016", - "issue:44295|issue:46506" + "issue:44295|issue:46506", + "issue:43673|issue:46424" ], - "prepared_review_unit_hash": "15e05daabac8d3feac4f7d44b21e1598127ba7f2de3dba0a90f279a5ed1c4989", + "prepared_review_unit_hash": "a32eb65351470af3dbe50ec3becbb22e84cd0cc3da2e5d889f4e3773f6e82b87", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36411, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35507, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the soft links are mostly superficial similarities around transformers APIs, multimodal handling, imports, or CI failures, but each item describes a different underlying bug or regression.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue is justified here; the cluster is too heterogeneous and the soft edges do not point to one underlying defect.", + "summary": "These items are mostly unrelated Transformers issue reports rather than a tight duplicate cluster. The soft pairs share broad keywords/subsystems (generation, loaders, processors, cache, imports) but not the same underlying bug, so none should be merged.", + "confidence": 0.81, + "canonical_issue_reason": "There is no strong single canonical duplicate here; if one must be chosen, issue 44964 is the cleanest representative because it is a concrete, user-facing model-load regression with a specific target and good discussion.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative had to be chosen, issue 44521 has the strongest discussion/reference signal, but it is still not a good canonical target because the cluster is not actually one bug.", + "best_issue_reason": "Issue 44964 is the best representative issue: it is narrowly scoped, reproducible, and clearly about a real runtime failure, whereas most other issues are either more peripheral, broader, or about different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is an auto_mappings config reference break; different causes and code paths." - }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "One is a Qwen3OmniMoe video-input processing error, the other is a serve/KV-cache indexing crash; not the same bug." - }, - { - "left": "issue:45290", - "right": "issue:46752", - "accept": false, - "reason": "Both hit apply_chat_template, but one is tool-call handling with no content and the other is an empty-list IndexError; distinct edge cases." + "reason": "Different bugs and code paths: Qwen3OmniMoe video-input processing vs Transformers serve KV-cache continuation indexing." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Both are image-processor bugs, but they affect different models and different preprocessing logic (labels vs padding)." + "reason": "Both are image-processor bugs, but one is about label reduction and the other about padding logic; not the same defect." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Unrelated problems: gemma4 embedding resizing vs Whisper empty-transcription generation." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "Different subsystems: XLNet device placement in positional encoding versus a bare-except bug in Fuyu tensor conversion." + "reason": "Unrelated model/behavior: Gemma4 embedding resize/tie-weight handling vs Whisper empty-transcription generation failure." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal chat/template-adjacent, but one is assistant-mask generation and the other is video vision position IDs; not one concrete bug." + "reason": "Both involve multimodal chat/generation, but one is assistant mask computation and the other is video position ids; distinct bugs." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Repository file/tokenizer loading issues, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision." + "reason": "CPU tensor allocation in XLNet positional encoding is unrelated to Fuyu's broad exception handling bug." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Both concern import/backend behavior, but one is Python 3.14 import failure and the other is missing TensorFlow backend plumbing." + "reason": "Tokenizer file selection/precedence and repo listing revision forwarding are different failure modes." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Different generation/pipeline bugs: nested-list output from pipeline top_k versus Bart decoder_attention_mask initialization." + "reason": "Pipeline top_k nesting and Bart generate() UnboundLocalError are separate generation issues." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different loader issues." + "reason": "Python 3.14 import failure is not the same as the TensorFlow-backend packaging mismatch." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/prefill, but one is a missing GenerationMixin cache in v5.0.0 and the other is device-tensor slice arithmetic on non-CUDA backends." + "reason": "Both concern cache internals, but one is missing cache in chunked_prefill and the other is device-tensor seq_length arithmetic in static cache." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Unrelated import/cache-path issue versus a missing availability helper in import_utils." + "reason": "Both are model-loading complaints, but they target different models and different underlying loading failures." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import performance and sys.modules safety are different problems, even if both touch import-time behavior." + "reason": "Import slowness and unsafe sys.modules access are related only at a very high level, not the same bug." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Different config-loading failures: missing fields with trust_remote_code versus an unrecognized model/config mismatch." + "reason": "AutoConfig trust_remote_code field-loss and unrecognized-model/model_type handling are different config-loading problems." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import utility symbol." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different root causes: model loading regression versus stale auto_mappings references." + "reason": "Different model-loading failures: Phi-4 multimodal load regression vs stale auto_mappings references breaking CI." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Both are dependency/packaging complaints, but they do not describe the same missing dependency or fix." + "reason": "Packaging/extras mismatch is not the same as a generic dependency issue." }, { "left": "issue:27957", @@ -12077,73 +12208,67 @@ "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A GraniteSpeech CI test issue and a Phi-4 multimodal loading issue are unrelated." + "reason": "A stale CI test failure in GraniteSpeech is not the same as a model-loading regression for Phi-4 multimodal." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant-mask generation." + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different subsystems and bugs." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Both are config-validation bugs, but one is Llama head_dim handling and the other is rope-parameter JSON type handling." + "reason": "Missing model-specific processor import and missing top-level AutoImageProcessor import are distinct import/export issues." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Both are import errors, but they are for different symbols and different export paths." + "reason": "Llama head_dim validation and rope-parameter JSON list handling are separate config-validation errors." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast of NoneType is unrelated to token-embedding reinitialization." + "reason": "Trainer GPU broadcast NoneType error is unrelated to token-embedding resizing and weight reinitialization." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different model-specific regressions: untied lm_head in Mistral3 versus incorrect save_pretrained behavior in Qwen3.5." + "reason": "Weight tying in Mistral3 conditional generation and Qwen3.5 save_pretrained regression are different code paths and symptoms." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; no shared underlying bug is evident." + "reason": "Both are import errors, but they are for different missing symbols in different modules." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE has nothing to do with removed auto_mappings entries." + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mapping references are unrelated." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A video-classification pipeline bug and a notebook syntax error are unrelated." + "reason": "Video-classification pipeline processor selection and a notebook syntax error are not the same bug." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Position_ids buffer reading and CPU/CUDA output divergence in PPDocLayoutV3 are different defects." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Embedding-resize behavior in gemma4 is unrelated to Whisper empty-transcription generation." + "reason": "position_ids buffer access and CPU/CUDA result divergence in PPDocLayoutV3 are different problems." }, { - "left": "issue:43643", - "right": "issue:44462", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and AutoTokenizer repository tokenizer.json loading are different code paths and bugs." + "reason": "Cache-missing in chunked_prefill and max_cache_length only applying to quantized cache are separate cache semantics bugs." } ] }, @@ -12165,7 +12290,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:39692", "issue:42907", @@ -12217,7 +12342,6 @@ "issue:46932" ], "soft_pairs": [ - "issue:43673|issue:46424", "issue:43582|issue:46932", "issue:43650|issue:44220", "issue:43295|issue:45335", @@ -12235,234 +12359,228 @@ "issue:44496|issue:45759", "issue:43976|issue:44279", "issue:44016|issue:44062", - "issue:43441|issue:45588", "issue:44792|issue:46424", + "issue:43441|issue:45588", "issue:43824|issue:44933", "issue:44279|issue:46515", "issue:44521|issue:46693", "issue:45335|issue:45584", - "issue:44327|issue:46752", "issue:46123|issue:46369", + "issue:44327|issue:46752", "issue:43299|issue:45216", - "issue:46082|issue:46399", "issue:44279|issue:45405", + "issue:46082|issue:46399", "issue:43295|issue:44779", "issue:39692|issue:43901" ], - "prepared_review_unit_hash": "f538b55e4467160026aeb4e076759ab576156dd300bd9ba9a19c0e4803d6c4f4", + "prepared_review_unit_hash": "2c98f2ab0f8014b1590d082e4e767a0f7b41ae114858b859d191bbe034c9e049", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36895, - "estimated_input_tokens": 9224, - "estimated_eval_tokens": 18704 + "soft_pair_count": 30, + "serialized_chars": 36590, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly false-positive matches: the candidate pairs span unrelated bugs across configs, docs, tokenizers, cache handling, attention kernels, and model-specific regressions rather than one shared underlying issue.", - "confidence": 0.95, + "summary": "This cluster is heterogeneous: it mixes unrelated issues spanning docs, tokenizer/processor regressions, model-loading failures, config bugs, and performance/problems in different subsystems. I don\u2019t see a true duplicate group here, so there is no strong canonical item.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most central/active single issue in the set (highest discussion and inbound references), so it is the best representative if one issue must be chosen, though it is not a duplicate anchor for the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43673", - "right": "issue:46424", - "accept": false, - "reason": "GenerationMixin cache missing in chunked_prefill vs cache max length only applying to Quantized Cache; different cache paths and failure modes." - }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon warmup TypeError vs Gemma4 quantized vision/audio dtype casting; unrelated subsystems." + "reason": "AppleSilicon caching_allocator_warmup TypeError vs Gemma4 quantized vision/audio dtype casting; different components and failures." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder title vs _torch_extract_fbank_features audio helper bug; no shared concrete bug." + "reason": "Placeholder 'ADD THE DATA' is not the same bug as _torch_extract_fbank_features(); no shared concrete code path." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "processor.tokenizer/images regression vs t5gemma resize_token_embeddings not updating decoder.embed_tokens; different model components." + "reason": "Multimodal processor/tokenizer regression vs t5gemma resize_token_embeddings not updating decoder.embed_tokens; unrelated model paths." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility break vs loading physical-intelligence/fast failure; unrelated." + "reason": "Python-version incompatibility in Transformers 5.1.0 vs loading a specific model package; different root causes." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "qwen3_omni_moe feature-length helper issue vs PPDocLayoutV3 CPU/CUDA divergence; different models and bugs." + "reason": "Helper output-length behavior in qwen3_omni_moe vs CPU/CUDA divergence in PPDocLayoutV3; different bugs." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error vs audio feature extraction helper issue; no overlap." + "reason": "Notebook syntax error vs audio feature extraction helper issue; no overlap beyond being runtime failures." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model loading vs PIL backend requiring torchvision; different code paths." + "reason": "Unrecognized model config vs PIL backend incorrectly requiring torchvision; different subsystems and symptoms." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs text pipeline docs mentioning return_all_scores; unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug vs TextClassificationPipeline docs mismatch; one is code behavior, the other docs." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "torch>=2.9 flex_attention compile failure vs incorrect version check for AuxRequest import; different compatibility bugs." + "reason": "torch>=2.9 flex_attention compilation failure vs incorrect version check for AuxRequest import; not the same code path." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for return_all_scores vs model config/loading error; not the same issue." + "reason": "Pipeline documentation mismatch vs model-loading/config error; unrelated issues." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral vs FlashAttention failure in Ministral-3; different operations and triggers." + "reason": "Saving dequantized Ministral/Devstral models vs FlashAttention failure for Ministral-3; different operations and failure modes." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "GenerationMixin cache missing vs ANSI codes in loading_report; unrelated." + "reason": "GenerationMixin cache/chunked_prefill issue vs ANSI codes emitted in loading_report; unrelated subsystems." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "gradient checkpointing eval-mode restriction vs D-FINE auxiliary losses off; different training behaviors." + "reason": "Gradient checkpointing/eval-mode issue vs D-FINE auxiliary-loss behavior; not the same bug." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Default vision/audio config initialization vs missing deepstack_visual_indexes field; separate config bugs." + "reason": "Phi4MultimodalConfig default-init bug vs Qwen3_5MoeVisionConfig missing field/strict drop; different config classes and fields." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model loading vs from_config not unwrapping text_config; different loader problems." + "reason": "Unrecognized model config vs AutoModelForCausalLM not unwrapping text_config for composite Qwen multimodal configs; different failure points." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python support issue vs generic dependency issue; too broad and not the same failure." + "reason": "Python version support problem vs generic dependency issue; too broad and not the same underlying defect." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken special-argument conflict; unrelated." + "reason": "Notebook syntax error vs AddedToken special-argument TypeError; unrelated parser/runtime issues." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Ministral-3 FlashAttention bug vs s_aux=None crash in flash_attention.py for sink-less models; different code paths and model classes." + "reason": "janus image-generation test failure vs cache_config max_cache_length behavior; different features." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "janus model test failure vs cache max length config behavior; unrelated." + "reason": "Ministral-3 FlashAttention failure vs flash_attention.py crash on sink-less models with s_aux=None; different branches and inputs." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Qwen2_5_VL import failure vs nonexistent import from image_utils; both import errors but different symbols/modules." + "reason": "Missing Qwen2.5 VL export vs nonexistent image_utils import; both import errors but for different symbols and causes." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not the same concrete bug." + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not enough evidence of one underlying bug." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "assistant_masks all-zero on multimodal chat templates vs FA2 long-context performance regression; different symptoms and fixes." + "reason": "apply_chat_template assistant_masks bug vs FA2 long-context performance regression; different behavior, not duplicate." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "t5gemma resize_token_embeddings bug vs Whisper empty-transcription generation failure; unrelated." + "reason": "Embedding resize bug in t5gemma vs Whisper empty-transcription failure after align_special_tokens; different models and code paths." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "QA decode_spans kth-out-of-bounds vs empty-list apply_chat_template IndexError; different utilities and failure conditions." + "reason": "MaskGenerationPipeline partial-batch handling vs sam3-litetext memory overflow; unrelated generation issues." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "MaskGenerationPipeline partial-batch dropping vs sam3-litetext memory overflow; unrelated." + "reason": "QA decode_spans kth-out-of-bounds vs apply_chat_template empty-list IndexError; different APIs and failure conditions." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE loading breakage vs Qwen3.5 save_pretrained regression; different APIs and code paths." + "reason": "Qwen3VL MoE loading regression vs Qwen3.5 checkpoint save_pretrained regression; both Qwen-related but distinct code paths and symptoms." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "LlamaConfig head_dim validation vs Qwen3.5 use_kernels apply_rotary_pos_emb registration error; unrelated." + "reason": "Generic dependency issue vs PEFT minimum-version bump; no shared bug." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Generic dependency issue vs unreleased peft-version bump; not the same bug." + "reason": "LlamaConfig head_dim validation vs Qwen3.5 apply_rotary_pos_emb registration/decorator issue; unrelated model/config problems." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "processor.tokenizer/images regression vs Deepseek tokenizer incorrect results; both tokenizer-related but different models and failures." + "reason": "Both are tokenizer-related regressions, but one is processor.tokenizer/image handling and the other is Deepseek tokenization correctness; not the same concrete bug." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 docs example mismatches/quantization failure vs textclassification docs mentioning return_all_scores; different docs and bugs." + "reason": "SigLIP2 doc example errors vs TextClassificationPipeline docs mentioning return_all_scores; both docs-related, but different sections and issues." } ] }, @@ -12484,7 +12602,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:33290", "issue:41950", @@ -12539,8 +12657,8 @@ "issue:42796|issue:43650", "issue:43577|issue:45216", "issue:44351|issue:45278", - "issue:46082|issue:46512", "issue:43976|issue:45405", + "issue:46082|issue:46512", "issue:41950|issue:45020", "issue:44779|issue:45812", "issue:43299|issue:45357", @@ -12549,27 +12667,27 @@ "issue:43299|issue:43854", "issue:44242|issue:45200", "issue:43653|issue:45593", - "issue:43650|issue:46209", "issue:41950|issue:45823", + "issue:43650|issue:46209", "issue:43479|issue:43525", "issue:44462|issue:45081", "issue:44016|issue:44291", - "issue:44683|issue:45542", "issue:45588|issue:47000", + "issue:44683|issue:45542", "issue:45081|issue:45907", "issue:43441|issue:45834", "issue:33290|issue:45656", - "issue:45103|issue:45372", - "issue:42994|issue:43317" + "issue:42994|issue:43317", + "issue:45103|issue:45372" ], - "prepared_review_unit_hash": "81088deb7694012a3a055c0ea00f8b85f9c360508c6b3cd3b10b77cb36dd2d48", + "prepared_review_unit_hash": "bda8232e9ec1f4a88a8b35358667a4c6fa1e59661af29d65d24825bf8d0f97cf", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 47, @@ -12584,8 +12702,8 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs mostly share only broad vocabulary (tokenizers, config, loading, deepspeed, quantization) but not the same underlying bug. I would not merge any of the candidate pairs.", - "confidence": 0.95, + "summary": "This cluster is a loose collection of unrelated Transformers issues (model-specific bugs, tokenizer regressions, config/load problems, and CI failures). None of the soft pairs look like the same underlying defect, so there is no clear canonical duplicate within this set.", + "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -12595,157 +12713,157 @@ "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling vs a tie_word_embeddings warning; different codepaths and symptoms." + "reason": "Both mention optimizer-related warnings/behavior, but one is about SGD args being ignored and the other is about a tied-embeddings warning during Qwen3.5 LoRA fine-tuning; different code paths and symptoms." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker bug vs an unrelated low-signal request; no shared failure mode." + "reason": "Tokenizer BPE-marker handling and a vague 'ADD THE DATA' report are unrelated; no shared concrete bug or fix path." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Both involve dtype-ish behavior, but one is BLIP2 component dtype mismatch and the other is Qwen save_pretrained serialization." + "reason": "Both involve dtype/state during model loading/saving, but they affect different models and different operations (Blip2 load dtype propagation vs Qwen3.5 save_pretrained checkpoint serialization)." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Both mention import issues, but one is a missing HybridCache symbol and the other is a broad upgrade regression." + "reason": "One is a missing HybridCache import, the other is broad import errors after upgrade; the latter is a generic upgrade breakage, not the same specific failure." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Llama head_dim validation vs stale config.dtype after from_config; unrelated config bugs." + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to an unreleased minimum PEFT version bump." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Python version compatibility claim vs a PEFT minimum-version pin; different dependency problems." + "reason": "One is about invalid LlamaConfig head_dim validation; the other is stale model.config.dtype after from_config(dtype=...). Different model initialization issues." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video pipeline processor lookup vs remote_code regressions; unrelated loading paths." + "reason": "Video pipeline processor selection and remote_code breakage are unrelated subsystems with different failure modes." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenization logic." + "reason": "Both are tokenizer regressions, but one is DeepSeek tokenization and the other is Granite AutoTokenizer IDs; different models and likely different tokenizer logic." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Model-loading failure for Qwen3VL MoE vs incorrect visual-encoder key saving for Qwen3.5; different bugs." + "reason": "Both concern Qwen3.5/Qwen3VL loading or saving regressions, but one is a model-loading break in dev0 and the other is incorrect visual-encoder keys on save_pretrained; not the same bug." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of lm_head weights vs token embedding resize propagation; related area but different concrete defects." + "reason": "Both are tied-weight/embedding serialization or resize behavior, but one is inconsistent lm_head.weight serialization while the other is Gemma4 resize_token_embeddings not updating per-layer/output embeddings." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs RTDetrLoss infeasible cost matrix; unrelated runtime failures." + "reason": "Gradient checkpointing eval-mode misuse and RTDetrLoss infeasible cost matrix are unrelated training/runtime failures." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model-loading failures with no shared code-path evidence." + "reason": "Both are model-loading failures, but they involve different models and causes (Qwen3VL MoE loading vs GLM-4.7-Flash unit-test loading)." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss omission vs Gemma 4 text-only mm_token_type_ids defaulting; unrelated training vs input-default bugs." + "reason": "Load-balancing loss missing when output_router_logits=False is an MoE/router-loss issue; mm_token_type_ids defaulting to zeros is a Gemma4 multimodal input handling issue." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBird tokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated subsystems." + "reason": "BigBirdTokenizer special-token registration/decoding and D-FINE auxiliary-loss handling are unrelated." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Low-content title vs FP8 inference on B200; no underlying bug match." + "reason": "Video pipeline image-processor lookup and Gemma4 PLE device mismatch are different problems in different parts of the stack." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Processor lookup bug vs Gemma4 device placement mismatch; unrelated failures." + "reason": "A placeholder 'ADD THE DATA' issue is not the same as FP8 inference failure on B200 hardware." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Multimodal config default initialization vs missing pad_token_id attribute; different models and fields." + "reason": "Phi4Multimodal default config initialization and Llama4Config missing pad_token_id are distinct config-construction bugs." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; both tokenizer-related but distinct mechanisms." + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer-loading bugs with different failure points." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated documentation vs model construction." + "reason": "Notebook syntax error and init_empty_weights unexpected _is_hf_initialized argument are unrelated." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:45588", + "right": "issue:47000", "accept": false, - "reason": "Torch flex_attention compilation bug vs tensorboard-without-TF backend error; unrelated backend issues." + "reason": "flash_attention.py crashing on s_aux=None is unrelated to RTDetrLoss infeasible cost matrix." }, { - "left": "issue:45588", - "right": "issue:47000", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "FlashAttention s_aux=None crash vs RTDetrLoss infeasible cost matrix; different code paths." + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-installed-without-TensorFlow backend detection are unrelated." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer backend attribute crash vs Hub API revision forwarding; unrelated fixes." + "reason": "Mistral tokenizer regex patch crash and list_repo_files not forwarding revision are different code paths and not the same defect." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure on Ministral-3 vs Kosmos2.5 OCR index error; different models and bugs." + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated model-specific runtime bugs." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Deepspeed/Adafactor OOM vs deepspeed optimizer step being called twice; same broad area but not the same defect." + "reason": "Deepspeed/Adafactor OOM and deepspeed optimizer step being called twice are both Deepspeed-related but clearly different issues: memory blowup vs duplicate stepping." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "auto_docstring future-annotations crash vs Gemma 4 processor import failure; unrelated subsystems." + "reason": "Quantized model saving failure and device_map=auto dequantized-model loading failure are separate quantization workflows with different breakages." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Quantized-model save failure vs dequantized model load with device_map=auto; different stages and failure modes." + "reason": "Auto docstring kwargs processing with future annotations and Gemma4 processor loading broken by ReasoningEffort import are unrelated failures." } ] }, @@ -12767,7 +12885,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:41628", "issue:42175", @@ -12832,239 +12950,233 @@ "issue:43723|issue:44162", "issue:43525|issue:43881", "issue:44186|issue:47000", - "issue:44016|issue:45823", "issue:43824|issue:43976", + "issue:44016|issue:45823", "issue:42796|issue:43441", "issue:45542|issue:45800", - "issue:44188|issue:44336", "issue:43525|issue:43643", + "issue:44188|issue:44336", "issue:44589|issue:45362", - "issue:46291|issue:46399", "issue:45325|issue:46851", + "issue:46291|issue:46399", "issue:44336|issue:44373", "issue:46655|issue:46726", "issue:44246|issue:44496", "issue:41628|issue:43976", - "issue:45083|issue:46851", "issue:43784|issue:45542", + "issue:45083|issue:46851", "issue:44297|issue:45397", "issue:46399|issue:46851", "issue:45561|issue:45563" ], - "prepared_review_unit_hash": "071a742d0ddb394a4127be704a29eacac03f0e302e8b77506e251c543e820945", + "prepared_review_unit_hash": "f3aa718496b5523f391996b3ac92ffbe3768591b719a1575c2f6a1abe510805e", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36935, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "serialized_chars": 36930, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers issues spanning packaging, model loading, tokenizers, docs, and runtime regressions. The soft pairs are mostly title-level similarity only; none look like safe duplicates or mergeable PR equivalents.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This looks like a noisy bundle of mostly unrelated Transformers regressions; none of the soft-edge pairs read as true duplicates. The strongest representative issue is the Qwen2.5-VL import failure, since it has the most discussion/inbound references and a very concrete failure mode.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43824 is the highest-signal report in the set: specific import failure, multiple inbound references, and substantial discussion make it the best stand-in for the cluster\u2019s overall regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a safe canonical for the whole cluster. If one must be chosen as the closest representative, issue 46851 is the most central around the repeated position_ids theme, but it still does not cover the rest of the cluster.", + "best_issue_reason": "issue:43824 is a strong canonical candidate because it is well-scoped, reproducible, and clearly about a user-facing breakage rather than a doc/test-only or vaguely described problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "Different bugs: ANSI-code terminal handling vs variable-length position_ids in Qwen3.5." + "reason": "Unrelated symptoms: ANSI coloring in loading_report vs Qwen3.5 variable-length position_ids behavior." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Different code paths and models: CPU offload rotary embedding vs variable-length position_ids handling." + "reason": "Both involve Qwen3.5, but one is CPU offload rotary embedding compatibility and the other is variable-length position_ids; different bugs." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Unrelated failures: missing processor save files vs a performance regression after upgrading Transformers." + "reason": "Processor save/load file omission is unrelated to a slowdown after upgrade while filtering data." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different models and symptoms: MLA layernorm precision/config issue vs GlmMoeDsaIndexer split behavior." + "reason": "Different code paths: MLA normalization precision issue vs torch.split return values in a MoE indexer." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo-maintenance issues, but one is stale auto-mapping references and the other is leftover dummy classes leaking into checks." + "reason": "Both are maintenance/CI problems, but one is auto_mappings stale configs and the other is leftover dummy classes; not the same defect." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging/backend dependency problem vs Python-version compatibility regression; not the same defect." + "reason": "Backend dependency packaging issue vs Python version compatibility failure; no shared underlying bug." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but CamemBERT MLM outputs and Deepseek tokenizer results are different code paths." + "reason": "Different models and failure modes: CamemBERT MLM predictions vs Deepseek tokenizer output regression." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save-pretrained file omission is unrelated to gemma-4 ZeRO-3 from_pretrained loading." + "reason": "Missing processor save artifacts is not the same as gemma-4 zero3 from_pretrained failure." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores vs intermittent import latency; no shared underlying bug." + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache chunked-prefill issue vs CLIPVisionModel hidden_states regression are unrelated." + "reason": "Generation cache missing in chunked prefill and CLIPVisionModel hidden_states handling are different regressions." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 model breakage are different models and failure modes." + "reason": "Tokenizer loading in v5 and ESM2 breakage are distinct failures in different subsystems." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a distinct config bug from glm-4v-9b loading failure." + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failed are separate model-specific issues." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer batching/NER crash vs RTDetrLoss infeasible cost matrix are unrelated components." + "reason": "LayoutLMv2 tokenizer crashes vs RTDetrLoss infeasible cost matrix are unrelated problems." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch runtime bug are not the same issue." + "reason": "ImportError for a model class is unrelated to a Python 3.9/3.10 compatibility report." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Missing Qwen2.5-VL export symbol vs Python support regression; no shared code path." + "reason": "Notebook syntax error and Gemma4 device mismatch do not share an underlying bug." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different bugs." + "reason": "Same model family, but tokenizer BPE marker handling and FlashAttention failure are different code paths." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorFlow backend installation issue vs torch/transformers version incompatibility; distinct causes." + "reason": "Packaging missing TensorFlow backend vs a torch/transformers incompatibility are different issues." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs ANSI-code output formatting are unrelated." + "reason": "Both mention missing fields, but one is a model config attribute bug and the other is trust_remote_code returning incomplete objects." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Missing config field in Llama4Config vs trust_remote_code returning incomplete AutoConfig fields; different bug surfaces." + "reason": "Attention-kernel divergence and ANSI code emission are unrelated." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Torch storage deserialization problem vs Qwen3.5 chat crash; unrelated runtime failures." + "reason": "Float8 storage import/type error vs Qwen3.5 chat crash are not the same bug." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Both mention kernels, but one is pipelines import-time dependency validation and the other is a Qwen3.5 registration crash." + "reason": "Both involve position_ids, but the model families and failure mechanisms differ." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Both involve position_ids, but they are different models and different computations (image rope scaling vs variable-length input handling)." + "reason": "Both touch kernels, but one is dependency-version import failure and the other is decorator/registration crash; not mergeable as one fix." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI formatting issue vs docstring typo for position_ids; not a duplicate bug." + "reason": "ANSI terminal codes vs a wrong docstring are unrelated." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding calculation bug vs missing vision-backend image processor warning; distinct processor paths." + "reason": "Video padding calculation bug and missing vision backend error are different processor issues." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import latency issue vs unrecognized model/config loading failure; no overlap in root cause." + "reason": "Intermittent import slowness is unrelated to unrecognized model/config loading failure." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "AutoImageProcessor import error and Python-version support bug are unrelated." + "reason": "Importing sentence-transformers fails for a different reason than missing TensorFlow backend installation." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Different Qwen3.5/Qwen3.5-Omni helper behavior vs variable-length position_ids crash; only broadly related by naming." - }, - { - "left": "issue:43784", - "right": "issue:45542", - "accept": false, - "reason": "Importing sentence-transformers breaks due to missing nn symbol, not because of TensorFlow backend installation." + "reason": "Different Qwen variants and different failure contexts; not the same code-path defect." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch vs gemma-4 ZeRO-3 loading failure; unrelated." + "reason": "Tokenizer metadata mismatch is unrelated to gemma-4 zero3 loading." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Kernel registration/decorator crash is a different code path from variable-length position_ids handling." + "reason": "Kernel registration crash vs variable-length position_ids bug are distinct issues." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Parallel test-file race vs stale generation warning; unrelated testing vs generation behavior." + "reason": "xdist race on captured_info.txt is unrelated to a stale warning about num_return_sequences." } ] }, @@ -13086,7 +13198,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:36246", "issue:41950", @@ -13101,7 +13213,6 @@ "issue:43540", "issue:43550", "issue:43901", - "issue:44162", "issue:44220", "issue:44242", "issue:44246", @@ -13109,6 +13220,7 @@ "issue:44336", "issue:44351", "issue:44451", + "issue:44479", "issue:44485", "issue:44496", "issue:44779", @@ -13117,7 +13229,6 @@ "issue:45072", "issue:45103", "issue:45137", - "issue:45200", "issue:45292", "issue:45362", "issue:45375", @@ -13143,18 +13254,18 @@ "issue:45072|issue:46829", "issue:43540|issue:46752", "issue:42491|issue:43299", - "issue:46614|issue:46665", "issue:43531|issue:45362", - "issue:45588|issue:46851", + "issue:46614|issue:46665", "issue:44246|issue:44871", + "issue:45588|issue:46851", "issue:44295|issue:45397", "issue:44242|issue:45593", "issue:45003|issue:46821", "issue:44336|issue:44485", "issue:42886|issue:46132", "issue:43550|issue:46506", - "issue:44451|issue:46752", "issue:44779|issue:45292", + "issue:44451|issue:46752", "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:43901|issue:45003", @@ -13165,66 +13276,72 @@ "issue:45003|issue:45561", "issue:43262|issue:44246", "issue:45375|issue:45759", - "issue:44162|issue:45200" + "issue:44479|issue:46655" ], - "prepared_review_unit_hash": "3e37269397fd86dc364fd9e08c54e1ad115f72adb33226cee380585d8879ea03", + "prepared_review_unit_hash": "8a7094650052a0c067fb85836a603818adec9e06fcd064d1f1c923589080b9df", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36114, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "serialized_chars": 35563, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like a true duplicate; most pairs are only superficially similar (same subsystem, same model family, or same symptom class) but describe different bugs or changes.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45003 is the most central broad infrastructure bug in this set and is the only node that recurs across multiple weak similarity links, making it the best placeholder canonical issue despite the lack of real duplicates.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad vocabulary (Qwen, video, import, offline, etc.) but not the same concrete bug or code path, so I reject all soft edges. If one issue must represent the cluster, the broadest and most actionable is the Qwen video regression report (#44479).", + "confidence": 0.73, + "canonical_issue_reason": "#44479 is the best representative because it describes a broad, version-specific regression spanning multiple Qwen VL/MoE variants, which is more central than the narrower single-model or one-off import/runtime reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45003 has the broadest scope among the candidates and the highest apparent connectivity, so it is the most reasonable single issue to anchor the cluster.", + "best_issue_reason": "#44479 is the most suitable issue to anchor the cluster since it covers several related affected models and a clear regression surface, making it the broadest plausible canonical issue among these heterogeneous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Different subsystems and failures: docstring processing with future annotations vs Qwen3.5 kernel registration/decorator error." + "reason": "Different subsystems: auto_docstring annotation parsing vs Qwen3.5 kernel registration." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils' sys.modules access bug." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "One is a dtype mismatch in inference; the other is a hidden_states/output field mix-up in VideoPrism. Different code paths." + "reason": "Different model families and failures: dtype mismatch vs wrong hidden_states output." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input validation failure is unrelated to empty-list handling in apply_chat_template()." + "reason": "Qwen3OmniMoe video input validation is unrelated to empty chat template handling." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE family loading, but one is a LoRA/accelerate/deepspeed conversion problem and the other is a Qwen3VL MoE loading regression. Not the same bug." + "reason": "Both mention Qwen MoE loading, but the symptoms and affected paths differ enough that they are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding window behavior in Qwen3-MoE is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:46614", @@ -13233,136 +13350,142 @@ "reason": "Stale phonemizer language state is unrelated to from_pretrained behavior inside Python classes." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crashes are different failures." + "reason": "Import-time slowdown and Gemma eos_token_id mismatch are different problems." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention sinkless-model s_aux crash and variable-length position_ids failure are distinct issues." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Missing load-balancing loss and inconsistent eos_token_id configuration are unrelated." + "reason": "Flash-attention sink handling is unrelated to variable-length position_ids in Qwen3.5." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "A position_ids buffer access error is unrelated to Gemma-4 ZeRO3 from_pretrained failures." + "reason": "Buffer registration on position_ids does not match gemma-4 Zero3 from_pretrained issues." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern missing auxiliary losses, but they are different models, flags, and implementations; not the same concrete bug." + "reason": "Missing load-balancing loss and missing auxiliary losses are similar in wording but occur in different models and training flows." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "modeling_utils sys.modules access and TimesFM window_size AttributeError are unrelated." + "reason": "Unsafe sys.modules access is unrelated to the TimesFM window_size AttributeError." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI code leakage in loading_report has nothing to do with GLM-5 RoPE implementation." + "reason": "ANSI output formatting and GLM-5 RoPE implementation are not the same bug." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register changing callback behavior are different bugs." + "reason": "Offline tokenizer cache loading and AttentionInterface.register semantics are unrelated." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + "reason": "torch.compile SDPA failure in Bamba is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Model loading regression and empty-list chat template crash are unrelated." + "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Deepseek tokenizer correctness regression and resize_token_embeddings/output_embeddings mismatch are different issues." + "reason": "Model loading failure for a specific checkpoint is unrelated to empty apply_chat_template input." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different packages and symbols, so they are not the same underlying bug." + "reason": "Different import errors from different packages: qwen2_5_vl export vs huggingface_hub symbol." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are separate import regressions." + "reason": "Both are import errors, but they concern different missing symbols and different modules." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + "reason": "Documentation mismatch for TextClassificationPipeline is unrelated to modeling_utils internals." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and DeepSpeed ZeRO3 deque underflow are distinct failures." + "reason": "Qwen3 MoE weight conversion and DeepSpeed ZeRO3 deque errors are different failure modes." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline processor lookup and _torch_extract_fbank_features() are unrelated." + "reason": "Video-classification image-processor lookup is unrelated to _torch_extract_fbank_features." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both mention video processing, but Qwen3OmniMoe input validation and SmolVLM padding calculation are different bugs." + "reason": "Both are video-related, but Qwen3OmniMoe video input errors and SmolVLM padding calculation are distinct code paths." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading for a specific repo is unrelated to unsafe sys.modules access." + "reason": "Unrecognized model config and unsafe sys.modules access are not the same issue." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Core import-path bug and pytest-xdist captured_info.txt race are unrelated." + "reason": "modeling_utils sys.modules access is unrelated to pytest-xdist captured_info.txt races." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat template sampling-rate defaulting and import-time performance are unrelated." + "reason": "Audio sampling-rate defaulting and import slowdown are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Qwen multimodal config field dropping and text_config unwrapping are related in broad area but are different concrete config-loading bugs." + "reason": "Missing config field in Qwen3.5 MoE vision config is unrelated to text_config unwrapping in composite multimodal configs." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video, but one is a broad Qwen version regression and the other is a SmolVLM padding bug." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Same as above; different model families and different failure mechanisms." + }, + { + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are unrelated model-specific issues." + "reason": "Same as above; not the same underlying code-path problem." } ] }, @@ -13384,7 +13507,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:29870", "issue:30333", @@ -13395,6 +13518,7 @@ "issue:43352", "issue:43475", "issue:43526", + "issue:43540", "issue:43596", "issue:43653", "issue:44038", @@ -13413,6 +13537,7 @@ "issue:44977", "issue:44987", "issue:45137", + "issue:45200", "issue:45229", "issue:45250", "issue:45292", @@ -13427,16 +13552,14 @@ "issue:46369", "issue:46399", "issue:46506", - "issue:46655", "issue:46726", - "issue:46832", "issue:46851", "issue:46894", "issue:46897", "issue:47000" ], "soft_pairs": [ - "issue:44479|issue:46655", + "issue:44162|issue:45200", "issue:45859|issue:46399", "issue:45292|issue:47000", "issue:44295|issue:44749", @@ -13453,207 +13576,207 @@ "issue:44038|issue:46506", "issue:29870|issue:30333", "issue:42199|issue:46851", - "issue:44479|issue:46170", "issue:44060|issue:44077", + "issue:44479|issue:46170", "issue:43526|issue:46894", "issue:44368|issue:44977", - "issue:43653|issue:44162", "issue:45412|issue:46123", + "issue:43653|issue:44162", "issue:43352|issue:45250", "issue:42886|issue:45229", - "issue:46170|issue:46832", + "issue:43475|issue:43540", "issue:44877|issue:46170" ], - "prepared_review_unit_hash": "11d556a76cd4f602a98ac4c0cd6443ac6bf9e00a58f1ee44a5931ff978c4633a", + "prepared_review_unit_hash": "bac2c2d39d2325c3e4a7831610f841a4daadbe64711d9416466e898360c57aaa", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36054, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "serialized_chars": 36040, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; the soft pairs mostly share only broad subsystem keywords, not the same underlying bug. I would not merge any of the proposed soft edges.", - "confidence": 0.78, - "canonical_issue_reason": "No clear canonical duplicate set emerges. If one issue must represent the cluster, issue 44479 is the best anchor because it describes a concrete regression with the broadest user impact across multiple Qwen video variants.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest representative title-wise: specific failure, clear regression framing, and broad applicability compared with the more narrow or one-off reports.", - "best_pr_reason": null, + "summary": "The set is highly heterogeneous, and every soft pair appears to be at most a loose topical similarity rather than the same underlying bug or change. I would reject all soft edges and treat this cluster as not having a single clear duplicate canonical.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits well: these issues span unrelated bugs across many models, configs, tokenizers, and pipelines, so any representative would be arbitrary.", + "canonical_pr_reason": "No pull requests were provided in the input, so there is no canonical PR candidate.", + "best_issue_reason": "No issue is globally best for this cluster because the items do not share one concrete failure mode or code path.", + "best_pr_reason": "No pull requests were provided in the input, so there is no best PR candidate.", "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Both are video-related, but one is a multi-model Qwen video regression and the other is a SmolVLM padding bug; different code paths and fixes." + "reason": "Different bugs: ESM2 is a model-specific breakage, while Gemma 4 mm_token_type_ids is a missing-default input handling issue." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both involve Qwen3.5, but one is CPU-offload compatibility in rotary embedding and the other is a kernel registration/decorator crash; not the same bug." + "reason": "Both involve Qwen3.5 rotary logic, but one is CPU-offload incompatibility and the other is a decorator/registration crash in apply_rotary_pos_emb; not the same fix." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Unrelated issues: embedding resize behavior versus RT-DETR loss infeasibility." + "reason": "Unrelated: token embedding resizing vs RT-DETR loss infeasibility." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "One is a position_ids buffer access error; the other is a performance regression report after upgrading Transformers. Different problems." + "reason": "Different subsystems and symptoms: buffer/position_ids error versus a performance regression during data processing." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and removed Sam3LiteText config references are unrelated." + "reason": "DeepSpeed ZeRO3 deque failure and stale auto_mappings config references are unrelated." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Both touch SAM 3, but one is an output-field attribute error and the other is a memory overflow on a different model path." + "reason": "Both mention SAM3, but one is a missing attribute in video output and the other is a memory overflow in sam3-litetext; different code paths." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Processor.tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both mention tied embeddings, but the first is device-dependent serialization of lm_head.weight and the second is a T5Gemma resize bug; not mergeable." + "reason": "Both touch embedding weights, but one is tied-weight serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both concern strict config handling, but they are different symptoms on different models/config fields." + "reason": "Both involve strict config handling, but they are different model configs and different failures: loading blocked versus a field silently dropped." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for a missing Qwen image processor is unrelated to a DeepSpeed/BertModel IndexError." + "reason": "Completely different failures: missing Qwen2_5_VLImageProcessor import versus a DeepSpeed/BertModel index error." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss omission and mixed-precision RT-DETR loss crashing are different failures." + "reason": "Load-balancing loss gating and RT-DETR AMP crashes are different bugs in different models." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "One is missing files in save_pretrained; the other is an AutoProcessor error when a vision backend is missing. Different bugs." + "reason": "processor.save_pretrained missing files is not the same as AutoProcessor failing when a required vision backend is absent." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to the Florence2 training-loss double-shift bug." + "reason": "These are different label-shifting bugs in different processors/models; similar pattern, not the same underlying defect." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure on transformers>=5.1.0 is not the same as protobuf-related tokenizer error masking." + "reason": "Loading a model on transformers>=5.1.0 and tokenizer protobuf error masking are unrelated." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe on transformers 5.0 is unrelated to PPDocLayoutV3 CPU/CUDA result differences." + "reason": "Qwen3-VL-Moe compatibility and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLflow job-state reporting are unrelated." + "reason": "Bart generate() UnboundLocalError has nothing to do with MLflow reporting after failed training jobs." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different code paths and different models." + "reason": "DETR cardinality/background-class handling and Qwen3.5 variable-length position_ids are different model-specific bugs." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Video-input regression in Qwen variants is unrelated to a Windows/ROCm torch.distributed import problem." + "reason": "One is a tied-weights warning in Qwen3-Next; the other is a patchtsmixer post_init policy issue." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are not the same bug." + "reason": "Qwen video-input regression and Windows/ROCm torch.distributed import errors are unrelated." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Different models, different failures: label reduction versus ASR training-loss double shift." + "reason": "Both mention training-loss shift patterns, but they are different models and not the same concrete bug or patch." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3.5, but one is a tied-embeddings warning and the other is a flash-attention generation crash; not the same underlying issue." + "reason": "A tie_word_embeddings warning in Qwen3.5 is unrelated to flash-attention generation failure." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Tokenizer special-token registration bug and ESM2 breakage are unrelated." + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are unrelated." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Memory reclamation for RT-DETR models and a final-partial-batch flag bug in MaskGenerationPipeline are unrelated." + "reason": "BigBirdTokenizer special-token decoding and ESM2 breakage are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A specific model lacking Flash Attention 2.0 support is not the same as a general Flash Attention 2.0 topic." + "reason": "A model-specific Flash Attention support error is not the same as a generic Flash Attention 2.0 topic issue." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Windows/ROCm dependency import issues are unrelated to RTDetrModel forward crashing when num_feature_levels exceeds backbone outputs." + "reason": "Different models and failures: SAM3 video output attribute missing versus Qwen3OmniMoe video-input ValueError." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech and Windows/ROCm torch.distributed import failure are unrelated." + "reason": "Strict config loading for granite_speech is unrelated to a Windows/ROCm distributed import/type error." } ] }, @@ -13675,7 +13798,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:28282", "issue:30990", @@ -13685,7 +13808,6 @@ "issue:43441", "issue:43475", "issue:43482", - "issue:43540", "issue:43643", "issue:43646", "issue:43701", @@ -13716,6 +13838,7 @@ "issue:46082", "issue:46123", "issue:46132", + "issue:46170", "issue:46202", "issue:46421", "issue:46431", @@ -13723,21 +13846,21 @@ "issue:46726", "issue:46752", "issue:46821", - "issue:46851", + "issue:46832", "issue:46858" ], "soft_pairs": [ - "issue:43475|issue:43540", + "issue:46170|issue:46832", "issue:45397|issue:45656", "issue:43065|issue:43408", "issue:43723|issue:46710", "issue:44368|issue:45563", "issue:44995|issue:45200", "issue:43931|issue:44368", - "issue:45987|issue:46082", "issue:44188|issue:46202", - "issue:43906|issue:46202", + "issue:45987|issue:46082", "issue:44483|issue:46202", + "issue:43906|issue:46202", "issue:44995|issue:45588", "issue:44188|issue:46421", "issue:45685|issue:46431", @@ -13749,212 +13872,211 @@ "issue:44749|issue:45656", "issue:43701|issue:44749", "issue:43646|issue:44162", - "issue:44623|issue:45656", "issue:44871|issue:46132", + "issue:44623|issue:45656", "issue:43441|issue:46752", "issue:43475|issue:43643", - "issue:42994|issue:43482", "issue:45375|issue:45478", + "issue:42994|issue:43482", "issue:43475|issue:46821", - "issue:28282|issue:30990", - "issue:44188|issue:46851" + "issue:28282|issue:30990" ], - "prepared_review_unit_hash": "efe69e82a39e49c18ac601499f146d9ac62e34f975858d72265e4c9c920a8254", + "prepared_review_unit_hash": "0e76cb679ec993040a2dbec1e8cf518d6aa8f8fcc0e6c4dfff98e8785ca3568e", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37037, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "soft_pair_count": 30, + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous collection of model-specific and API-regression issues around Transformers v5, not true duplicates. None of the proposed soft pairs look like the same concrete bug/change, so they should stay separate.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43646 is the broadest, most general regression in the set: a Transformers v5 initialization break that can explain multiple downstream failures better than the narrower model-specific tickets.", + "summary": "This cluster is heterogeneous: the items share a general Transformers/v5 ecosystem but not the same underlying bug. Most soft pairs are only loosely related by model family, backend, or warning/error type, so they should remain separate issues.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45656 is the closest anchor because it is a concrete, active regression and appears in multiple weak similarity links, but the set is still too diverse for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best representative issue because it targets the underlying v5 API/init regression rather than a single model or narrow symptom.", + "best_issue_reason": "Issue 45656 is the best single representative by being open, specific, and the most centrally connected in the candidate graph, though it does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "Different model families and different failures: missing SAM3 video output attribute vs Qwen3OmniMoe video-processing ValueError." + "reason": "Different problems: Windows/ROCm import dependency issue vs RT-DETR feature-level shape mismatch." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "One is a Gemma-4 ZeRO3 from_pretrained failure; the other is a Deepspeed double optimizer-step bug." + "reason": "Deepspeed optimizer-step duplication is unrelated to gemma-4 zero3 from_pretrained behavior." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation issue and the other is a model-type/config mismatch warning." + "reason": "Both are SAM3-related, but one is a dummy conv layer issue and the other is a model-type/config warning." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are different failure modes and code paths." + "reason": "Tokenizer loading failure and accuracy regression after upgrade are different code-paths and symptoms." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "These are unrelated warnings in different subsystems: LoRA/tie_word_embeddings vs paged generation num_return_sequences." + "reason": "Both are warnings, but they concern unrelated APIs and stale warning behavior." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash and Gemma 4 mm_token_type_ids handling are unrelated bugs." + "reason": "Second-forward cache crash is unrelated to Gemma 4 text-only mm_token_type_ids defaults." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning about tie_word_embeddings are not the same issue." + "reason": "Weight-shape mismatch in Qwen3-VL is not the same bug as a tie_word_embeddings warning." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are separate problems." + "reason": "Torch.compile attention kernel divergence is unrelated to Gemma pipeline roundtrip tokenization." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma pipeline roundtrip behavior." + "reason": "StaticCache return type bug and LlamaConfig head_dim validation are different issues." }, { - "left": "issue:43906", + "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Gemma pipeline roundtrip failure." + "reason": "API request rejection and Gemma pipeline roundtrip failure do not share the same failure mode." }, { - "left": "issue:44483", + "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request validation and Gemma pipeline token roundtrip are different endpoints and bugs." + "reason": "Isolated reproduction of another issue and a Gemma pipeline text roundtrip bug are not the same problem." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "A second-forward cache crash is not the same as an s_aux=None flash-attention AttributeError." + "reason": "Stale indexer cache on second forward is unrelated to flash_attention s_aux=None crashes." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention compile/cache behavior, but one is kernel divergence and the other is spurious recompilation from lazy cache init." + "reason": "Both mention cache/compile, but one is divergent kernels and the other is spurious recompilation from lazy init." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram support and missing chat template support are unrelated." + "reason": "MPS histogram/int error is unrelated to missing chat template in processor.apply_chat_template." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring annotations handling and cache.get_seq_length device-tensor arithmetic are different code paths." + "reason": "Auto-docstring annotation handling and cache.get_seq_length device-tensor arithmetic are different bugs." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and a data-filtering slowdown after upgrade are not the same bug." + "reason": "Tokenizer task AttributeError is unrelated to a data-filtering slowdown after upgrade." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 PixelDecoder dummy layer and MaskGenerationPipeline final-batch handling are unrelated." + "reason": "SAM3 dummy conv and MaskGenerationPipeline partial-batch dropping results are different subsystems." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer_class metadata mismatch and the other is missing processor files; too different to merge." + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are related only at a high level, not the same concrete bug." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Nonsensical model outputs and missing vision-backend processor errors are distinct symptoms and layers." + "reason": "Nonsensical SigLIP2 outputs and missing vision-backend image-processor errors are different loading paths." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression in filtering and Deepspeed double stepping are unrelated." + "reason": "Performance regression in data filtering is unrelated to duplicate optimizer stepping under deepspeed." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and slower filtering after upgrade are different concerns." + "reason": "Checkpoint key mismatch and data-filtering slowdown are unrelated." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "General custom-model initialization break and a specific ESM2 failure are related only at a very high level, not as the same concrete bug." + "reason": "Custom model initialization breakage and ESM2-specific breakage are too broad and not the same concrete bug." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Processor save_pretrained missing files and Deepspeed optimizer-step duplication do not share the same code path." + "reason": "Gemma eos_token_id config inconsistency is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are separate issues." + "reason": "Processor save_pretrained file emission and deepspeed optimizer stepping are different concerns." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and empty-list apply_chat_template crash are unrelated." + "reason": "FlashAttention failure for Ministral-3 and empty-list apply_chat_template IndexError are unrelated." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 video attribute error and AutoConfig trust_remote_code missing fields are not the same bug." + "reason": "Missing fpn_position_embeddings in SAM3 video output is not the same as AutoConfig trust_remote_code missing fields." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Quantized model saving and Qwen2.5-GGUF loading are both serialization-related but not the same failure." + "reason": "Missing deepstack_visual_indexes in config and a broader Qwen3.5 Moe from_pretrained error are related by model family only, not the same bug." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Both involve Qwen3.5 MoE/Vision, but one is a missing config field dropped by strict serialization and the other is a from_pretrained loading error." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions with different failure points." }, { "left": "issue:43475", @@ -13966,13 +14088,7 @@ "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are different issues." - }, - { - "left": "issue:44188", - "right": "issue:46851", - "accept": false, - "reason": "torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids handling are distinct bugs." + "reason": "PyTorch missing ImportError and Sentence Transformers loading stall are different installation/runtime problems." } ] }, @@ -13994,7 +14110,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:36010", "issue:39692", @@ -14013,11 +14129,11 @@ "issue:43873", "issue:43986", "issue:44038", + "issue:44188", "issue:44222", "issue:44351", "issue:44373", "issue:44623", - "issue:44792", "issue:44857", "issue:44869", "issue:44933", @@ -14048,16 +14164,17 @@ "soft_pairs": [ "issue:44964|issue:45137", "issue:43232|issue:43673", + "issue:44188|issue:46851", "issue:45310|issue:45375", "issue:41628|issue:44933", + "issue:39692|issue:46726", "issue:46877|issue:47000", "issue:46463|issue:46877", - "issue:39692|issue:46726", "issue:44869|issue:45356", "issue:43986|issue:46726", - "issue:44373|issue:46851", "issue:45230|issue:45397", "issue:44038|issue:44623", + "issue:44373|issue:46851", "issue:42994|issue:43525", "issue:43723|issue:46326", "issue:42371|issue:45092", @@ -14066,119 +14183,124 @@ "issue:45406|issue:46202", "issue:41628|issue:44351", "issue:44945|issue:45753", - "issue:45081|issue:45103", - "issue:36010|issue:41628", "issue:45137|issue:47000", + "issue:36010|issue:41628", "issue:44857|issue:46877", + "issue:45081|issue:45103", "issue:46202|issue:46701", - "issue:45593|issue:46877", "issue:44038|issue:45310", + "issue:45593|issue:46877", "issue:42994|issue:43824", "issue:44222|issue:45310", "issue:42673|issue:43704", - "issue:42831|issue:44222", - "issue:43232|issue:44792" + "issue:42831|issue:44222" ], - "prepared_review_unit_hash": "585c5cd703c91f8b710b615fe1488a08bae152849c2549f545a7b840ff8bf68a", + "prepared_review_unit_hash": "8c9ae777775f79b5089872160d9eb3fd75df3be8bad5dcfd483595e325863ec2", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36970, - "estimated_input_tokens": 9243, - "estimated_eval_tokens": 18742 + "serialized_chars": 37000, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated import regressions, tokenizer/model-loading issues, quantization/saving bugs, and model-specific failures. No soft pair looks like the same underlying bug or change based on titles alone. Issue 41628 is the best canonical anchor because it is the clearest broad import regression among the set.", - "confidence": 0.33, - "canonical_issue_reason": "41628 is a concrete, user-facing import failure with a broad namespace/regression flavor, making it the most reasonable representative anchor in an otherwise mixed cluster.", + "summary": "This cluster is mostly noisy: many items share broad themes like import/export regressions, tokenizer/model loading issues, or generation bugs, but they are not the same underlying defect. The strongest relationship is the Qwen3ForCausalLM VRAM leak pair (42673/43704), which looks like a likely duplicate / same issue based on title and symptom, with 42673 carrying the fuller discussion.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 42673 is the best anchor because it matches 43704 on title and symptom and has the richer discussion trail, making it the strongest representative of that likely-duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "41628 is the strongest standalone issue for triage: specific, reproducible, and broadly scoped compared with the more model-specific or ambiguous reports.", + "best_issue_reason": "Issue 42673 is the strongest global issue choice because it appears to be the primary report for the Qwen3ForCausalLM VRAM leak and includes the most complete discussion for that likely duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different failure modes and subsystems: model loading vs DeepSpeed deque underflow." + "reason": "Both are crashes, but one is a model-load/import problem and the other is a DeepSpeed ZeRO3 deque underflow; different code paths." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both involve generation internals, but one is a post-sync_gpus kwargs update bug and the other is a v5 chunked_prefill cache issue." + "reason": "Both touch generation internals, but sync_gpus kwargs handling and chunked_prefill cache handling are different bugs." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Same model family, but one is a from_pretrained error and the other is a config field silently dropped; not the same bug." + "reason": "Same model family, but one is a from_pretrained failure and the other is a missing config field being dropped; not clearly one bug." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they reference different symbols and different import paths; too broad to merge." + "reason": "Both are import/export complaints, but they involve different symbols and modules, so they do not look like the same defect." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "A doc example mismatch/quantization issue is unrelated to AutoProcessor backend-missing error handling." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Docstring import-time logging and an RTDetr loss crash are unrelated." + "reason": "auto_docstring stdout diagnostics and RTDetrLoss cost-matrix failure are unrelated." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "auto_docstring crash and doc-lint stdout noise are different behaviors, even if both touch doc tooling." - }, - { - "left": "issue:39692", - "right": "issue:46726", - "accept": false, - "reason": "A broken SigLIP2 doc example is not the same as AutoProcessor failing when a vision backend is missing." + "reason": "Incorrect T5 decoder-input validation messaging is unrelated to auto_docstring import-time diagnostics." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding and Kimi tokenizer codec regression are different tokenizer bugs." + "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are distinct tokenizer bugs." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Missing torchvision error handling for AutoProcessor is not the same as a video model loading crash." - }, - { - "left": "issue:44373", - "right": "issue:46851", - "accept": false, - "reason": "Wrong docstring text and a variable-length position_ids bug are unrelated." + "reason": "Both mention missing vision dependencies, but one is a video-model AutoProcessor crash and the other is an image-processor backend lookup issue; too different to merge." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report vs gemma-4 zero3 from_pretrained issue; no concrete overlap." + "reason": "Generic bug report is not the same as the Gemma-4 zero3 from_pretrained issue." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe/v5 incompatibility and missing processor save files are different problems." + "reason": "Qwen3-VL-Moe compatibility and processor.save_pretrained missing files are different subsystems." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring text for position_ids is not the same issue as the runtime variable-length position_ids bug." }, { "left": "issue:42994", @@ -14196,116 +14318,113 @@ "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API settings and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "TF32 settings guidance is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading and incorrect output under pipeline parallelism are different bugs." + "reason": "Quantization/offloading behavior and pipeline-parallel output corruption are separate bugs." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time NameError from sentence-transformers and a Qwen3.5 kernel registration crash are not the same issue." + "reason": "sentence-transformers import failure and Qwen3.5 kernel registration error are unrelated." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4 processor _tokenizer missing and Gemma pipeline roundtrip failure share a family but not the same concrete failure." + "reason": "Gemma4Processor missing _tokenizer and Gemma \u2581 roundtrip failure are different symptoms and likely different fixes." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: AutoImageProcessor vs HybridCache." + "reason": "Both are import errors, but they are about different public symbols and different modules." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output corruption and a specific-image infinite loop are distinct symptoms and likely distinct bugs." + "reason": "Pipeline-parallel incorrect output and a Qwen3.5 image-specific infinite loop are not the same bug." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:45137", + "right": "issue:47000", "accept": false, - "reason": "Mistral regex patch crash and auto_docstring annotation handling are unrelated." + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible cost matrix are unrelated failures." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different underlying regressions." + "reason": "Both are import regressions, but GenerationMixin import failure and AutoImageProcessor import failure are separate API breaks." }, { - "left": "issue:45137", - "right": "issue:47000", + "left": "issue:44857", + "right": "issue:46877", "accept": false, - "reason": "DeepSpeed deque underflow and RTDetr infeasible cost matrix are unrelated runtime errors." + "reason": "LwDetrLoss AMP crash and auto_docstring stdout diagnostics have no shared code path." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "AMP/CUDA loss crash and doc-lint stdout logging are unrelated." + "reason": "Mistral tokenizer regex crash and auto_docstring future-annotations crash are unrelated." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both mention Gemma pipelines, but one is a roundtrip tokenizer issue and the other is an image-text-to-text pipeline failure." + "reason": "Both involve Gemma-related pipelines, but the failing paths are different (token roundtrip vs image-text-to-text generation output)." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "D-FINE auxiliary loss behavior and docstring diagnostics output are unrelated." + "reason": "Both are Qwen MoE model-loading issues, but they target different model variants and failure modes." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Both mention Qwen3/Qwen3.5 MoE, but the titles describe different failures and no shared concrete code path is evident." + "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring diagnostics." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure and missing Qwen2_5_VL import are different bugs." + "reason": "Quantized saving failure and Qwen2_5_VL import failure are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained on moe and from_pretrained loading error are different operations and likely different fixes." + "reason": "FP8 save_pretrained on MoE and a Qwen3.5 from_pretrained error are different bugs." }, { "left": "issue:42673", "right": "issue:43704", - "accept": false, - "reason": "Same title, but the items are separate reports of the same symptom across time; without evidence of the same underlying code-path change, do not merge." + "accept": true, + "reason": "Same title and symptom (Qwen3ForCausalLM VRAM leak with multiple dataloader threads); 42673 is the richer report and 43704 looks like the same underlying bug." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy regression and FP8 moe save_pretrained are distinct quantization issues." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation kwargs update after sync_gpus and a janus image-generation test failure are unrelated." + "reason": "FineGrainedFP8 accuracy issues and FP8 save_pretrained failures are different concrete problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is a bit too strong for the evidence in the packet. In particular, calling 42673/43704 an \"exact duplicate match\" is not grounded by any explicit duplicate link in the packet; the evidence only supports that they have the same title/symptom and that 42673 has a richer discussion trail. The negative soft-edge verdicts are generally conservative, but the top-line duplicate conclusion should be softened to something like \"likely duplicate / same issue\" rather than exact duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14320,7 +14439,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:27957", "issue:30333", @@ -14328,12 +14447,12 @@ "issue:33290", "issue:34689", "issue:35141", - "issue:36331", "issue:39692", "issue:42175", "issue:42222", "issue:42673", "issue:42898", + "issue:43232", "issue:43295", "issue:43479", "issue:43504", @@ -14344,12 +14463,12 @@ "issue:43976", "issue:44016", "issue:44079", - "issue:44295", "issue:44496", "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44792", "issue:44869", "issue:44933", "issue:45092", @@ -14360,7 +14479,6 @@ "issue:45405", "issue:45561", "issue:45600", - "issue:45656", "issue:45712", "issue:45812", "issue:46077", @@ -14372,6 +14490,7 @@ "issue:46909" ], "soft_pairs": [ + "issue:43232|issue:44792", "issue:43504|issue:45561", "issue:42175|issue:44933", "issue:45561|issue:45600", @@ -14391,240 +14510,225 @@ "issue:43723|issue:44568", "issue:44016|issue:46231", "issue:39692|issue:46909", - "issue:43479|issue:44079", "issue:42898|issue:44779", + "issue:43479|issue:44079", "issue:43784|issue:43824", "issue:27957|issue:30333", "issue:42898|issue:43295", "issue:43874|issue:45092", "issue:30333|issue:34689", - "issue:42222|issue:45200", "issue:44734|issue:45103", "issue:42898|issue:45356", - "issue:44295|issue:45656", - "issue:30333|issue:36331", - "issue:45405|issue:45712" + "issue:42222|issue:45200" ], - "prepared_review_unit_hash": "35d1abc1ad95e5506a1ee3522dd2f074c429ca6921b6552352a0509631488fc5", + "prepared_review_unit_hash": "161cc6835dfd7f01820dc89228d0306ba2bffb6872312926645a2e4df042b82e", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37581, - "estimated_input_tokens": 9396, - "estimated_eval_tokens": 19048 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36381, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "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. Several pairs are thematically similar around tokenizer/v5 regressions, loading, or docs, but they do not describe the same underlying defect, so they should not be merged as duplicates.", - "confidence": 0.68, - "canonical_issue_reason": "issue:42898 is the most representative umbrella report in the set: a broad v5 tokenizer behavior regression, central to the tokenizer-focused subset without being overly model-specific.", + "summary": "The cluster is heterogeneous. The soft pairs mostly share broad themes like tokenization, multimodal loading, or docs/build issues, but not the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45812 is the strongest standalone anchor: it describes a broad, silent v4\u2192v5 tokenizer regression affecting all Granite models, which is more concrete and representative than the narrower or unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best single issue anchor because it is broad, regression-oriented, and closest to the cluster\u2019s repeated v5/tokenizer theme.", + "best_issue_reason": "issue:45812 is the best overall issue candidate because it is a clearly scoped, user-facing regression with broad impact and a crisp reproduction class.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync and a Janus image-generation test failure are unrelated bug paths." + }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy-field model loading failure vs pytest-xdist file race; completely different bugs." + "reason": "A legacy preset-loading failure in BEiT segmentation does not match an xdist race on captured_info.txt." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend dependency packaging vs missing image_utils import; unrelated subsystems and failure modes." + "reason": "Missing TensorFlow in a torch extra and a nonexistent image_utils import are different packaging/API problems." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Test utility race condition vs auto_mappings stale config reference; different code paths." + "reason": "A test-worker file race and stale auto_mappings entries are distinct CI failures." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config recognition failure vs test-file race; no shared underlying bug." + "reason": "An unrecognized-model config error and a pytest-xdist capture race are unrelated." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Dependency version bump issue vs docstring import-time stdout noise; unrelated." + "reason": "A dependency-version pin issue and auto_docstring stdout logging are separate repo hygiene problems." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility break vs nonexistent import; not the same defect." + "reason": "Python-version compatibility and an invalid import from image_utils are not the same defect." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting after failure vs optimizer OOM in deepspeed; distinct training issues." + "reason": "MLflow reporting on training failure and a DeepSpeed Adafactor OOM are different training issues." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang vs embedding resize/post_init reinitialization; unrelated model behaviors." + "reason": "Sentence-Transformers loading hangs and embedding resizing reinitialization are unrelated model-loading vs initialization bugs." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer regressions, but one is cleanup_spaces behavior and the other is add_special_tokens BOS/EOS handling; different bugs." + "reason": "Both involve tokenizers in v5, but one is about clean_up_tokenization_spaces and the other about add_special_tokens behavior for a specific tokenizer." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Missing tensorflow backend vs leftover dummy PT classes; unrelated packaging/cleanup issues." + "reason": "A missing TensorFlow backend dependency is not the same as leftover dummy PT classes leaking into dir(transformers)." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Default multimodal config initialization vs incorrect hidden_states output field; different components." + "reason": "Default multimodal config initialization and a VideoPrism output-field mixup are different model bugs." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Saving processor artifacts vs Qwen3.5 MoE from_pretrained failure; not the same code path." + "reason": "Processor save_pretrained file omissions and Qwen3.5 MoE from_pretrained errors do not look like the same change." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Attention mask construction bug vs final-batch pipeline flag handling; different functionality." + "reason": "Causal masks for Gemma4 and a batch-finalization bug in MaskGenerationPipeline are unrelated pipeline behaviors." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in threaded dataloaders vs FA2 long-context performance regression; only broad performance overlap." + "reason": "A Qwen3 VRAM leak in dataloader threads and an FA2 long-context performance regression are both performance-related but not the same code-path bug." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "General tokenizer behavior change vs Granite token ID regression; same broad area, different concrete bug." + "reason": "Both are tokenizer regressions, but one concerns cleanup-space behavior while the other is wrong token IDs for Granite models." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config defaulting vs Whisper timestamp decode crash; unrelated." + "reason": "Multimodal config defaults and Whisper timestamp decoding crashes are unrelated." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure vs token insertion behavior; both tokenizer-related but not the same defect." + "reason": "A general AutoTokenizer.from_pretrained v5 loading issue is not the same as missing BOS/EOS insertion for one tokenizer." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error vs documentation parameter name mismatch; different docs problems." + "reason": "A notebook syntax error and a documentation parameter-name mismatch are different documentation problems." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Broken SigLIP2 example vs broken DIA example; both docs, but distinct examples and failures." + "reason": "Broken examples for different docs pages are not the same underlying issue." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Multimodal config initialization vs ModelOutput key assignment logic; unrelated internals." + "reason": "Both are v5 tokenizer regressions, but the reported failures and likely code paths differ." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is cleanup_spaces behavior and the other is DeepSeek tokenization correctness; not duplicate." + "reason": "A config-initialization bug is not the same as ModelOutput key assignment with None values." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL symbol; different import failures." + "reason": "A sentence-transformers import NameError and a missing Qwen2.5-VL symbol are unrelated import failures." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support vs MLFlow reporting on failed training; unrelated." + "reason": "FlashAttention2 model support and MLflow reporting on job failure are unrelated." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenizer cleanup-space regression vs custom model processor.tokenizer/image passthrough regression; different affected paths." + "reason": "A tokenizer cleanup regression and a processor.tokenizer/image-passing regression are different v5 breakages." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image patch method vs remote-code meta-init incompatibility; both multimodal but not the same bug." + "reason": "A missing image-processor method and a remote-code meta-init incompatibility are different multimodal loading issues." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job MLFlow reporting vs model loading regression for Llama 3.2 vision; unrelated." - }, - { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting; different model families and failures." + "reason": "MLflow job-state reporting and Llama 3.2 Vision model loading are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache indexing crash vs auto_docstring annotations crash; unrelated code areas." + "reason": "KV-cache continuation indexing in serve and auto_docstring crashes under future annotations are unrelated." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: cleanup_spaces behavior vs Kimi codec handling/warning issue." + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is codec handling plus a warning issue in Kimi-K2.5." }, { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "Position_ids buffer read error vs deepspeed double optimizer step; unrelated training/runtime bugs." - }, - { - "left": "issue:30333", - "right": "issue:36331", - "accept": false, - "reason": "MLFlow reporting on failed training vs Trainer compute_loss signature break; different trainer issues." - }, - { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "PEFT minimum version bump vs leftover dummy classes in check_repo; unrelated maintenance issues." + "reason": "Broken vitpose model files and Gemma 4 mm_token_type_ids defaults are different multimodal defects." } ] }, @@ -14646,12 +14750,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:22355", "issue:28282", - "issue:30990", - "issue:38175", + "issue:30333", + "issue:36331", "issue:41628", "issue:42757", "issue:42796", @@ -14659,7 +14763,6 @@ "issue:43116", "issue:43122", "issue:43232", - "issue:43475", "issue:43479", "issue:43644", "issue:43723", @@ -14668,6 +14771,7 @@ "issue:44190", "issue:44222", "issue:44263", + "issue:44295", "issue:44297", "issue:44360", "issue:44373", @@ -14682,6 +14786,7 @@ "issue:45125", "issue:45245", "issue:45310", + "issue:45405", "issue:45656", "issue:45712", "issue:45834", @@ -14689,7 +14794,6 @@ "issue:46132", "issue:46209", "issue:46231", - "issue:46305", "issue:46424", "issue:46431", "issue:46614", @@ -14698,24 +14802,27 @@ "issue:46932" ], "soft_pairs": [ - "issue:43116|issue:44190", + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:45405|issue:45712", "issue:22355|issue:28282", + "issue:43116|issue:44190", "issue:44222|issue:44297", "issue:44075|issue:46231", "issue:44060|issue:45125", "issue:44933|issue:45712", - "issue:42796|issue:43723", "issue:44448|issue:46132", + "issue:42796|issue:43723", "issue:42831|issue:44623", "issue:44297|issue:45656", - "issue:43479|issue:43644", "issue:44222|issue:44623", + "issue:43479|issue:43644", "issue:45245|issue:46132", "issue:44360|issue:46762", "issue:46132|issue:46710", "issue:41628|issue:42757", - "issue:44373|issue:44485", "issue:44297|issue:45310", + "issue:44373|issue:44485", "issue:43723|issue:44977", "issue:46614|issue:46932", "issue:45071|issue:46082", @@ -14725,218 +14832,210 @@ "issue:44263|issue:45092", "issue:43232|issue:46424", "issue:43232|issue:45834", - "issue:46209|issue:46431", - "issue:30990|issue:38175", - "issue:43475|issue:46305" + "issue:46209|issue:46431" ], - "prepared_review_unit_hash": "055e7f82bc928ba7faf77ecdaef3813c1c7cf7d7b2166313ade3772a12f2f9fd", + "prepared_review_unit_hash": "c791b384f09827f09cbcc540885dab89313b2c74b495232f515ece12271e505a", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36341, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "soft_pair_count": 31, + "serialized_chars": 36653, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated issue reports that only share superficial vocabulary (imports, tokenizers, save_pretrained, FP8, etc.). None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a clear duplicate hub here; if one must be chosen, issue:46305 is the most concrete, narrowly scoped, and actionable open bug in the set.", + "summary": "This set is highly heterogeneous: it mixes unrelated import errors, tokenizer/config regressions, training-example bugs, FP8/cache issues, and model-specific numerical problems. None of the proposed soft edges look like true duplicates of the same underlying bug or change.", + "confidence": 0.74, + "canonical_issue_reason": "No true duplicate cluster is evident here; if one issue must serve as a representative label, #43723 is the broadest user-facing loading regression (`AutoTokenizer.from_pretrained` in v5), but it does not subsume the other unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:46305 is a strong representative because it names a specific code path, a precise off-by-one behavior, and is still open for follow-up.", + "best_issue_reason": "#43723 is the clearest standalone, high-signal bug report with a public API failure and enough generality to act as a representative issue for the cluster, even though the cluster itself is not cohesive.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different bugs: buffer/position_ids read failure vs DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Both involve example classification scripts, but one is empty multi-label output and the other is local dataset loading failure; different bugs." + "reason": "MLFlow reporting after failed training vs CustomTrainer signature mismatch are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy classes are separate packaging/repo-maintenance issues." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel; unrelated causes." + "reason": "Both are import errors, but one is missing `transformers.onnx` and the other is missing PyTorch dependency handling." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script failures: empty multi-label outputs vs local dataset loading." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE checkpoint saving and the other is tokenizer metadata mismatch; different code paths." + "reason": "FP8 MoE save_pretrained bug and tokenizer_config class mismatch are different serialization paths." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "One is an optimizer bug and the other is a docstring parameter-name mismatch; not the same issue." + "reason": "Optimizer argument handling vs documentation parameter-name typo; not the same bug." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen3-Next/Qwen3.5 MoE related, but one is a tied-weights warning and the other is missing tensor-parallel plan support." + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct Qwen issues." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both concern import/export hygiene, but one is a nonexistent image_utils import and the other is leftover dummy PT classes leaking into dir()." + "reason": "Missing import from `image_utils` vs dummy-class leakage in no-torch mode are different namespace problems." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Both are tokenizer issues, but one is BPE marker handling and the other is AutoTokenizer loading in v5; different failures." + "reason": "Pegasus output regression and AttentionInterface behavior change are unrelated." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "One is a model output regression across versions; the other is an AttentionInterface registration behavior change. Too different to merge." + "reason": "Tokenizer BPE-marker handling and tokenizer loading failure are distinct tokenizer bugs." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy concerns versus processor save_pretrained missing files; unrelated bugs." + "reason": "FP8 accuracy regression and processor save_pretrained missing files are unrelated." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config metadata issue versus deepspeed optimizer stepping twice; no overlap in underlying bug." + "reason": "Tokenizer config serialization mismatch is unrelated to optimizer double stepping." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "One is incorrect multimodal config initialization, the other non-persistent buffers being filled with junk; different subsystems." + "reason": "Both mention save_pretrained, but they affect different objects and code paths." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Both involve persistence/saving, but one is FP8 MoE save_pretrained and the other is processor asset saving; not the same bug." + "reason": "Config default initialization and non-persistent-buffer junk are unrelated." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limit error versus attention registration behavior; no shared failure mode." + "reason": "Category-limit runtime error and AttentionInterface registration behavior are different problems." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "Both are numerical/algorithmic concerns, but one is a missing ReLU in a DSA indexer and the other is attention output differences." + "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences are unrelated." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "AttentionInterface registration semantics and an accuracy regression after upgrade are too far apart to be duplicates." + "reason": "Registered-function behavior change and model accuracy regression are not the same code-path bug." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they reference different packages and different missing symbols." + "reason": "Both are import failures, but they concern different symbols and different packages." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "A docstring typo for position_ids is not the same as a GLM-5 RoPE implementation discussion." + "reason": "Tokenizer save_pretrained mismatch and Qwen3.5 MoE from_pretrained error are unrelated." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer save metadata mismatch versus Qwen3.5 MoE from_pretrained error; different concrete problems." + "reason": "Docstring mismatch for position_ids and GLM-5 RoPE implementation are different issue types." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation issues are unrelated code paths." + "reason": "Tokenizer loading regression and flash-attention generation failure are unrelated." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer language state is unrelated to Gemma4 dtype casting for quantized embedders." + "reason": "Stale phonemizer backend state and Gemma4 dtype casting are different subsystems." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type-checking breakage in PretrainedConfig is distinct from LlamaConfig head_dim validation." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 MoE checkpoint saving and max_shard_size behavior are different save_pretrained concerns." - }, - { - "left": "issue:43122", - "right": "issue:46209", - "accept": false, - "reason": "Tokenization changes across versions and FP8 inference failure on B200 are unrelated bugs." + "reason": "Both are config-related, but type-checking breakage and explicit head_dim validation are distinct." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Dataset loading in an example script and LlamaConfig validation are different domains." + "reason": "Local dataset loading and LlamaConfig validation are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return values in an indexer versus remote-code checkpoint meta-init incompatibility are unrelated." + "reason": "torch.split return handling in an indexer and remote-code meta-init incompatibility are unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwarg updates after sync_gpus and cache-length honoring for quantized cache are different cache/generation behaviors." + "reason": "Generation kwarg syncing and cache length semantics are different mechanisms." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwarg handling is not the same as a long-OCR input index error." + "reason": "Generation-state update bug and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template errors have no common underlying code path." - }, - { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "A loading stall in sentence-transformers is not the same as zero probabilities in a specific SigLIP2 model." - }, - { - "left": "issue:43475", - "right": "issue:46305", - "accept": false, - "reason": "SAM 3 Video output attribute missing and a MoonshineStreaming off-by-one mask bug are unrelated model components." + "reason": "FP8 inference on B200 and missing chat template are unrelated." } ] }, @@ -14958,12 +15057,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:22355", "issue:27957", "issue:28218", "issue:30990", + "issue:38175", "issue:39401", "issue:41628", "issue:42757", @@ -14976,9 +15076,8 @@ "issue:43122", "issue:43232", "issue:43408", - "issue:43540", + "issue:43475", "issue:43644", - "issue:43646", "issue:43824", "issue:44038", "issue:44188", @@ -15010,6 +15109,8 @@ "issue:46909" ], "soft_pairs": [ + "issue:30990|issue:38175", + "issue:43475|issue:46305", "issue:46305|issue:46655", "issue:44295|issue:44623", "issue:44263|issue:44373", @@ -15018,8 +15119,8 @@ "issue:42907|issue:46050", "issue:45092|issue:45357", "issue:42831|issue:45310", - "issue:45381|issue:46305", "issue:44279|issue:46328", + "issue:45381|issue:46305", "issue:44483|issue:45406", "issue:22355|issue:27957", "issue:44829|issue:46002", @@ -15035,234 +15136,232 @@ "issue:42886|issue:42994", "issue:42757|issue:45278", "issue:27957|issue:30990", - "issue:44188|issue:44373", "issue:43408|issue:46369", - "issue:43232|issue:45593", + "issue:44188|issue:44373", "issue:42796|issue:43122", - "issue:45381|issue:46909", - "issue:43540|issue:46909", - "issue:43646|issue:46002" + "issue:43232|issue:45593", + "issue:45381|issue:46909" ], - "prepared_review_unit_hash": "5dd8538e706edfc2229affb0ad24b537e6d3ac883fd025a524d8a114fb2f4c3d", + "prepared_review_unit_hash": "58c44852a68a95789693990536cb23b2172bfd373f7ffe6191dbbfc180fa6117", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36744, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "serialized_chars": 36803, + "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 a loose grab bag of Transformers issues: tokenizer regressions, import/API breakages, model-specific loading/saving bugs, and a few unrelated attention/quantization problems. The soft links mostly reflect broad semantic similarity rather than the same concrete defect.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43122 is the best representative issue because it captures a broad, recurring theme in the cluster: tokenizer behavior changing across Transformers versions. It is more central than the narrowly scoped model- or API-specific reports, even though the cluster is too heterogeneous for a single true duplicate canonical.", + "summary": "This cluster is mostly heterogeneous; the soft pairs share broad themes like imports, tokenizers, or save/load regressions, but none are clearly the same concrete bug or change. I would not merge any of the soft edges.", + "confidence": 0.79, + "canonical_issue_reason": "If one issue must anchor the set, 45278 is the broadest representative: it describes a generalized post-upgrade import regression rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the strongest single issue to anchor triage for this set: it is version-regression-oriented, user-visible, and thematically close to several other tokenizer complaints in the list.", + "best_issue_reason": "45278 is the best global representative because it is the most umbrella-like user-facing regression report in the group; the rest are narrower and mostly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different symptoms and domains: loading hang in Sentence Transformers vs zero probabilities in SigLIP2." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 vision-encoder attribute error vs MoonshineStreaming window off-by-one; unrelated bugs." + }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Different bugs and code paths: MoonshineStreaming mask off-by-one vs SmolVLM video padding calculation." + "reason": "Both are video-processing issues, but one is a streaming window bug and the other is a padding-calculation bug." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "One is a position_ids buffer read error; the other is processor.save_pretrained missing files. Different persistence paths." + "reason": "One is a buffer read/position_ids issue; the other is missing files on processor save. Different code paths." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "torch.split return-value behavior vs a wrong docstring. Runtime bug vs documentation issue." + "reason": "DSA indexer torch.split behavior vs a wrong docstring; the docstring issue is purely documentation." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Different subsystems entirely: DSA indexer ReLU complaint vs torch.split return values." + "reason": "Different concrete problems in the DSA indexer: split output handling vs missing ReLU." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "SAM3 memory overflow vs a broken DIA documentation example; unrelated." + "reason": "Memory overflow in sam3-litetext vs a broken docs example for DIA; not the same bug." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve quantized model save/load, but the concrete failures differ: dequantized Ministrals/Devstrals save vs sinq quantized model round-trip." + "reason": "Both involve quantized model saving/loading, but they target different quantization flows and failure modes." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both are v5/model-saving compatibility issues, but one is remote-code meta init incompatibility and the other is wrong visual encoder keys in save_pretrained." + "reason": "Remote-code/meta-init incompatibility vs incorrect visual encoder keys on save_pretrained; different regressions." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error; different failure modes." + "reason": "FineGrainedFP8 accuracy degradation vs Qwen3.5 from_pretrained error; unrelated issues." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Both mention position/mask logic, but they are different models and different off-by-one code paths." + "reason": "Generic dependency issue vs a SequenceFeatureExtractor.pad performance problem; not the same bug." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Generic dependency issue vs a performance inefficiency in SequenceFeatureExtractor.pad." + "reason": "Qwen2.5-VL video vision_position_ids bug vs MoonshineStreaming mask off-by-one; unrelated models and paths." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request rejection vs Gemma4Processor missing _tokenizer; different API layers and symptoms." + "reason": "Chat-completions request rejection vs Gemma4Processor attribute crash; different surfaces and causes." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx module vs XLMRoberta Flash Attention 2 issue; unrelated." + "reason": "Module import failure for transformers.onnx vs an XLMRoberta Flash Attention 2 issue; unrelated." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "FlashAttention-3 training degeneration vs NaNs on checkout/init; both are training problems but not the same bug." + "reason": "Degenerate training with flash_attention_3 vs NaNs after checkout/init in classification heads; not the same failure." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA q_a_layernorm precision/config issue vs InternVL2 meta-initialization incompatibility; unrelated." + "reason": "MLA layernorm epsilon precision bug vs meta-initialization incompatibility for remote-code checkpoints." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Junk non-persistent buffers after v5.0 vs MoonshineStreaming mask off-by-one; different components." + "reason": "Non-persistent buffer junk in Transformers 5.0 vs a streaming mask off-by-one; different subsystems." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Different missing exports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." + "reason": "Both are import errors, but for different missing symbols and likely different fixes; too broad to treat as duplicate." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe from_pretrained failure; not the same defect." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug; unrelated." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "SAM3 model-type warning vs SAM3 text encoder weights not loaded; related family, but different concrete bug." + "reason": "Model-type warning on instantiation vs missing text-encoder weights load; different SAM3 issues." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Import error for onnx submodule vs tokenizer adds extra space after added token." + "reason": "Import error for transformers.onnx vs tokenizer adding an extra space; unrelated." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Quantization accuracy regression vs infinite loop on a specific image; unrelated symptoms." + "reason": "FP8 accuracy regression vs Qwen3_5 infinite loop on an image; different bug classes." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but Qwen3 offset_mapping and mDeBERTa add_special_tokens are different concrete behaviors." + "reason": "Wrong offset mapping in Qwen3 tokenizer vs add_special_tokens not adding BOS/EOS in mDeBERTa; different tokenizer behaviors." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache load failure vs wrong tokenizer decoder type in v5; different code paths." + "reason": "Offline cache load failure vs wrong tokenizer decoder type in v5; different failure modes." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer cache/offline loading vs quantized model save failure; unrelated." + "reason": "Tokenizer offline cache bug vs quantized model saving failure; unrelated." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Single missing import vs a broad set of import errors after upgrade; not the same underlying bug." + "reason": "Specific missing `is_offline_mode` import is not the same concrete bug as the broader 'many import errors after update' report." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta vs Sentence Transformers loading stall; different problems." - }, - { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "torch.compile attention-kernel divergence vs a wrong docstring; completely different." + "reason": "Flash Attention 2 on XLMRoberta vs Sentence Transformers loading hang; unrelated." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "SAM3 model-type warning vs SAM3-litetext memory overflow; different failures." + "reason": "SAM3 type warning vs memory overflow in sam3-litetext; different symptoms and likely causes." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Generation kwarg update after sync_gpus vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "torch.compile attention-kernel divergence vs a wrong docstring; not comparable bugs." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but one is BPE-marker handling for a specific tokenizer and the other is a broad version-to-version tokenization change; not the same bug." + "reason": "Tokenizer BPE-marker handling bug vs general tokenization changes across versions; not the same underlying defect." }, { - "left": "issue:45381", - "right": "issue:46909", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Qwen2.5-VL video position_ids bug vs a broken DIA documentation example." + "reason": "Generation kwarg update bug after sync_gpus vs D-FINE auxiliary-loss behavior; unrelated." }, { - "left": "issue:43540", + "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError vs documentation example issue; unrelated." - }, - { - "left": "issue:43646", - "right": "issue:46002", - "accept": false, - "reason": "Custom model initialization breakage vs NaNs in classification heads upon checkout/init; different initialization bugs." + "reason": "Qwen2.5-VL video position IDs bug vs DIA documentation example breakage; no overlap." } ] }, @@ -15284,7 +15383,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:22355", "issue:29159", @@ -15293,14 +15392,14 @@ "issue:39401", "issue:41628", "issue:42371", - "issue:42757", "issue:42907", - "issue:43116", "issue:43122", "issue:43408", "issue:43452", "issue:43475", + "issue:43540", "issue:43576", + "issue:43646", "issue:43756", "issue:43784", "issue:43824", @@ -15320,30 +15419,32 @@ "issue:44521", "issue:44625", "issue:44704", - "issue:44779", "issue:44829", "issue:44945", "issue:44964", - "issue:45200", "issue:45216", "issue:45278", "issue:45290", "issue:45478", "issue:45600", + "issue:46002", "issue:46172", "issue:46326", "issue:46614", - "issue:46762" + "issue:46762", + "issue:46909" ], "soft_pairs": [ + "issue:43540|issue:46909", + "issue:43646|issue:46002", "issue:30990|issue:33357", "issue:42907|issue:44945", "issue:42907|issue:44964", "issue:43976|issue:44945", "issue:43756|issue:44060", "issue:39401|issue:44488", - "issue:42371|issue:44263", "issue:44295|issue:44297", + "issue:42371|issue:44263", "issue:41628|issue:45278", "issue:43576|issue:43784", "issue:42907|issue:43937", @@ -15355,8 +15456,8 @@ "issue:44704|issue:45290", "issue:43122|issue:44521", "issue:43408|issue:43475", - "issue:44360|issue:44485", "issue:43122|issue:46326", + "issue:44360|issue:44485", "issue:42907|issue:43452", "issue:44038|issue:44297", "issue:22355|issue:29159", @@ -15364,231 +15465,222 @@ "issue:44038|issue:44295", "issue:39401|issue:46614", "issue:44038|issue:44222", - "issue:43824|issue:44351", - "issue:43116|issue:45200", - "issue:43122|issue:44779", - "issue:42757|issue:44351" + "issue:43824|issue:44351" ], - "prepared_review_unit_hash": "4fb6996a7779ae64d6f0e6d2b3694f3783fe2126da1a8e7b5cecc65a939c168c", + "prepared_review_unit_hash": "f423b1d143ffeb4d4515cd6f29dd161b06ff550674a148b63a98dde97adeff0f", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36958, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "soft_pair_count": 31, + "serialized_chars": 36536, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly false positives: the items cover unrelated import failures, tokenizer regressions, model-specific bugs, and config/runtime issues, with no clear duplicate issue/PR set.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the set is heterogeneous, so collapsing it to one issue would be misleading.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs and regressions (imports, tokenizers, model-specific failures, serialization, multimodal/chat-template issues). None of the soft pairs look like the same underlying defect, so all soft edges are rejected.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set: many import errors after upgrading Transformers. It best matches the cluster\u2019s import-regression subset, even though the overall cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative; the closest items are still about different code paths and symptoms.", + "best_issue_reason": "issue:45278 is the best single issue for triage because it is broad, user-facing, and likely to attract related import-regression reports; however, it should not be treated as a duplicate hub for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "One is a Qwen3OmniMoe video-input ValueError; the other is a broken documentation example for DIA. Different area and failure mode." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different bugs with different symptoms and likely different code paths." + }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different failures: a Sentence-Transformers loading hang vs a MacOS bus error on a CLIP community model." + "reason": "Sentence-Transformers loading hangs and a MacOS bus error with a CLIP model are unrelated runtime failures." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Unrelated problems: dequantized model saving vs incorrect LLM output under pipeline parallelism." + "reason": "Saving dequantized Ministrals/Devstrals and incorrect output under pipeline parallelism are unrelated issues." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "One is about saving dequantized checkpoints; the other is a model loading failure for a multimodal model." + "reason": "Dequantized save failure and inability to load Phi-4 multimodal instruct are different problems." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility regression vs pipeline-parallel inference output bug; not the same code path." + "reason": "Python version incompatibility and wrong LLM output under pipeline parallelism do not share the same underlying bug." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Both mention model internals, but one is RoPE-layer truncation and the other is a tied-weights warning in Qwen3-Next." + "reason": "These are both model-specific, but one is about dropped RoPE layers and the other about a tied-weights warning; not the same defect." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer issues: offset_mapping correctness vs a model loading problem for cjvt/sleng-bert." + "reason": "Qwen3 tokenizer offset mapping and failure to load cjvt/sleng-bert are unrelated tokenizer/model issues." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "TF32 settings behavior and torch.split return values in a GLM-MoE indexer are unrelated bugs." + "reason": "A position_ids buffer read error and tokenizer_class mismatch on save_pretrained are different serialization bugs." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "One concerns reading a registered buffer; the other is tokenizer class metadata saved by save_pretrained." + "reason": "TF32 API guidance and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Specific AutoImageProcessor import failure vs broad import errors after a major version upgrade." + "reason": "Both involve imports, but one is a specific AutoImageProcessor import failure while the other is a broader multi-import regression after upgrade; not enough to call them the same bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken env command and a NameError while importing sentence-transformers are different failures." + "reason": "Broken env command in v5 and a NameError when importing sentence-transformers are different failures." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Checkpoint saving for dequantized models vs invalid GenerationConfig for GLM-5 are separate issues." + "reason": "Saving dequantized Ministrals/Devstrals and invalid GenerationConfig for GLM-5 are unrelated." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "DeepSeek-V4 tensor transpose issue vs Minimax attention numerical mismatch; different models and behaviors." + "reason": "The DeepSeek-V4 tensor operation bug and Minimax MSA attention numerical mismatch are different model/code-path problems." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import-time NameError in sentence-transformers is not the same as stale auto_mappings references to removed configs." + "reason": "Import NameError with sentence-transformers and stale auto_mappings references to removed Sam3LiteText configs are separate breakages." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different API bugs." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not passing kwargs to cached_file are different from_pretrained-related issues." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping regression vs multimodal assistant mask generation; not the same underlying bug." + "reason": "Wrong offset_mapping in Qwen3 tokenizer and zero assistant masks for multimodal chat templates are not the same bug." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 config is unrelated to flash_attention_3 causing degenerate training." + "reason": "num_labels propagation in Qwen3.5 and degenerate training with flash_attention_3 are unrelated." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Different apply_chat_template/cached_file paths and different failure modes." + "reason": "Missing kwargs in AutoProcessor.from_pretrained and tool-call chat-template crashes are different code paths." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer version drift causing different tokenization is not the same as zero assistant masks for multimodal inputs." + "reason": "Version-dependent tokenization changes and multimodal assistant-mask failures are not the same underlying issue." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same SAM3 family, but one is a model-type warning and the other is a missing attribute in vision encoder output." + "reason": "SAM3 video/model-type warning and missing fpn_position_embeddings are distinct SAM3 bugs." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "A DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." + "reason": "General tokenization changes across versions and continue_final_message behavior for mistral_common tokenizers are different defects." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "General tokenization drift and mistral_common continue_final_message handling are different tokenizer bugs." + "reason": "A DSA indexer ReLU discussion and GLM-5 RoPE implementation issue are unrelated model-internal changes." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf_file failures in from_pretrained are separate loading/saving paths." + "reason": "Dequantized-save failure and gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading are different bugs." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe load issues and tokenizer_class metadata mismatch do not share the same bug." + "reason": "Qwen3-VL-Moe issues and tokenizer_class mismatch on save_pretrained are unrelated." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module import vs slow/fast tokenizer inconsistency are unrelated." + "reason": "Missing transformers.onnx module and inconsistent slow/fast tokenizer behavior are different, unrelated problems." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 from_pretrained error are related by model family but not clearly the same concrete bug." + "reason": "Qwen3.5 save_pretrained checkpoint corruption and Qwen3.5 from_pretrained failure are both around the same model family, but they describe different operations and distinct failures." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "A model-loading bug and a position_ids buffer access bug are not the same underlying issue." + "reason": "Qwen3-VL-Moe regressions and a position_ids buffer error are unrelated." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 offset_mapping and Wav2Vec2 phonemizer language caching affect different components." + "reason": "Qwen3 tokenizer offset mapping and stale espeak backend selection in Wav2Vec2PhonemeCTCTokenizer are unrelated." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for MoE are different code paths." + "reason": "Qwen3-VL-Moe and FP8 save_pretrained for MoE share only a broad MoE theme, not the same concrete bug." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different symbols and modules." - }, - { - "left": "issue:43116", - "right": "issue:45200", - "accept": false, - "reason": "Example-script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting are unrelated." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Generic tokenization changes and DeepSeek tokenizer regressions are not the same bug." - }, - { - "left": "issue:42757", - "right": "issue:44351", - "accept": false, - "reason": "Importing is_offline_mode from huggingface_hub and importing HybridCache from transformers are separate missing-symbol issues." + "reason": "These are both import errors, but for different exported symbols/models; not the same underlying defect." } ] }, @@ -15610,7 +15702,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:22355", "issue:29127", @@ -15619,32 +15711,33 @@ "issue:42175", "issue:42371", "issue:42673", + "issue:42757", "issue:42898", "issue:43066", "issue:43116", + "issue:43122", "issue:43278", "issue:43493", "issue:43611", "issue:43618", - "issue:43825", "issue:43874", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", "issue:44075", "issue:44188", + "issue:44351", "issue:44355", "issue:44485", "issue:44610", "issue:44625", - "issue:44704", "issue:44779", "issue:44936", "issue:44938", "issue:44945", "issue:45072", "issue:45083", + "issue:45200", "issue:45278", "issue:45357", "issue:45446", @@ -15654,7 +15747,6 @@ "issue:46231", "issue:46328", "issue:46614", - "issue:46710", "issue:46726", "issue:46829", "issue:46877", @@ -15662,6 +15754,9 @@ "issue:46981" ], "soft_pairs": [ + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", "issue:43278|issue:44945", "issue:36296|issue:43116", "issue:22355|issue:29127", @@ -15673,220 +15768,217 @@ "issue:38617|issue:45278", "issue:43937|issue:44485", "issue:43066|issue:44779", - "issue:43611|issue:46002", "issue:42673|issue:45072", + "issue:43611|issue:46002", "issue:44038|issue:45478", "issue:43976|issue:45446", "issue:45357|issue:45478", - "issue:43116|issue:43493", "issue:44355|issue:46231", + "issue:43116|issue:43493", "issue:44625|issue:46002", "issue:44610|issue:46909", "issue:42371|issue:43874", "issue:45083|issue:45446", "issue:46726|issue:46981", "issue:44075|issue:44936", - "issue:43618|issue:46829", - "issue:43116|issue:43825", - "issue:43992|issue:44704", - "issue:43066|issue:46710" + "issue:43618|issue:46829" ], - "prepared_review_unit_hash": "79c9720df328a77dcbaa69a3792a2de5a1833314310ec2f25ed690d89d2a3c1d", + "prepared_review_unit_hash": "ad9367acf7b433a520236f7dc23073dbb5a95c8f73bd2db8cd2946023a338a5f", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35772, - "estimated_input_tokens": 8943, - "estimated_eval_tokens": 18142 + "serialized_chars": 35725, + "estimated_input_tokens": 8932, + "estimated_eval_tokens": 18120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are heterogeneous and the soft pairs only share broad themes (tokenization, import errors, model-family regressions, AutoProcessor), not the same concrete bug. All soft-edge candidate pairs should be rejected; there are no PRs in the set.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous: the issues span unrelated import errors, tokenizer regressions, multimodal/model-specific bugs, training/runtime problems, and documentation nitpicks. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue cleanly represents the cluster because the items are not duplicates of one another. If an umbrella representative is needed, issue:45278 is the broadest import-regression report, but it is not a true canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a true canonical duplicate hub for this cluster. If forced, issue 44704 is the broadest core API regression, but the surrounding items span unrelated subsystems and failure modes.", + "best_issue_reason": "Issue:45278 is the best umbrella issue because it is broad, regression-oriented, and closest to grouping the import-related subset. Still, the cluster is too diverse for a strong canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: example script multi-label output vs Gemma 4 multimodal token defaults." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is version-wide tokenization drift and the other is a DeepSeek-specific tokenizer regression." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages/modules." + }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Both involve evaluation-time behavior, but one is a dtype mismatch between train/eval and the other is incorrect output under pipeline parallelism; different code paths and bugs." + "reason": "Training/eval dtype mismatch is unrelated to incorrect outputs under pipeline parallelism." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and multi-label classification example returning empty results are unrelated problems." + "reason": "Tensor-parallel training bug and multi-label classification output bug affect different code paths." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Missing module import and a LayoutLMv3 error-message clarity issue are not the same bug." + "reason": "Unrelated import failure vs LayoutLMv3 error-message clarity issue." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Both are environment/import failures, but one is about missing TensorFlow in a torch install extra and the other is a Python 3.14 load failure; different root causes." + "reason": "Different platform/install problems: missing TensorFlow backend in a torch install vs Python 3.14 load failures." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms: SigLIP2 HF/JAX numerical discrepancy vs Qwen3_5 infinite loop on a specific image." + "reason": "Both mention Qwen3.5-family models, but one is SigLIP2 implementation mismatch and the other is an image-triggered infinite loop." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "One is a documentation parameter-name mismatch, the other is import-time doc-lint output; both are doc-related but not the same issue." + "reason": "Documentation parameter-name mismatch is unrelated to noisy stdout from auto_docstring import-time diagnostics." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Diverging compiled attention kernels and a padding performance inefficiency are separate problems." + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance overhead." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer behavior change in v5 and stale phonemizer language backend are different tokenizer-related bugs." + "reason": "Tokenization-spaces behavior change in v5 is unrelated to stale espeak language backend state." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A missing import symbol and a broad collection of import errors after upgrade are not the same concrete failure." + "reason": "Different import regressions involving different symbols and upgrade contexts; not the same failure." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both involve GLM-5, but one reports invalid GenerationConfig and the other discusses RoPE implementation; not the same bug." + "reason": "Invalid GenerationConfig for GLM-5 is a different bug from GLM-5 RoPE implementation discussion." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type and DeepSeek tokenizer output regressions are related only at a high level; they are not the same concrete defect." + "reason": "Wrong tokenizer decoder type in v5 is not the same as DeepSeek tokenizer output differences." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Model loading with base_model_prefix and NaNs in classification heads are unrelated." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM is unrelated to dtype mismatch CI failures." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "VRAM leak in dataloader-threaded use and bfloat16 dtype mismatches in inference are different failures." + "reason": "base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5/Qwen3-VL-Moe issues with different symptoms and code paths; not mergeable as one fix." + "reason": "Both concern Qwen3.5/Qwen3.5-Moe, but the concrete failure modes differ: one is a general bug report, the other is a from_pretrained error." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version support failure and a PyTorch version check bug are distinct environment/version issues." + "reason": "Python version compatibility issue is unrelated to the AuxRequest import version check bug." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "One is incorrect save_pretrained keys for Qwen3.5 visual encoders, the other is a from_pretrained error for Qwen3.5 Moe; load vs save path, different bugs." + "reason": "Saving incorrect visual encoder keys and from_pretrained load errors are different code paths and failure modes." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "A classification example returning empty results and a SigLIP2 implementation discrepancy are unrelated." + "reason": "Compiled Python file errors are unrelated to a docstring parameter-name documentation mismatch." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Compiled Python file errors and a training-doc parameter typo are unrelated." + "reason": "Multi-label example script output bug and SigLIP2 model discrepancy are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and NaNs in classification heads are different defects." + "reason": "Qwen3.5 num_labels propagation bug is unrelated to NaNs in classification heads." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor/model input-size mismatch and a broken DIA documentation example are unrelated." + "reason": "OmDet-Turbo processor input-size mismatch is unrelated to a broken documentation example for DIA." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings guidance and a missing image-patch helper method are unrelated issues." + "reason": "TF32 behavior settings warning and missing image-patch method are different issues." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Unexpected feat-extract length behavior and a PyTorch version-check bug are unrelated." + "reason": "Feature-length helper behavior in qwen3_omni_moe is unrelated to PyTorch version gating for AuxRequest." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Both involve AutoProcessor, but one is missing-vision-backend error handling and the other is retry behavior on HTTP 429; different bugs." + "reason": "Missing vision-backend error messaging is unrelated to repeated HTTP 429 retry behavior in AutoProcessor.from_pretrained." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD args being ignored and trainer.evaluate failing after trainer.train are separate trainer/optimizer problems." + "reason": "SGD optimizer args not used is unrelated to trainer.evaluate failing after trainer.train." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field wiring issues, but they affect different model output classes and different fields; not the same concrete bug." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "A multi-label classification example bug and a pipeline error-message bug are unrelated." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor not forwarding kwargs to cached_file are different code paths." - }, - { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer decoder type regression and DeepSeek-R1 accuracy regression after upgrade are not the same underlying bug." + "reason": "Missing CLIPOutput attentions assignment is not the same as VideoPrism hidden_states being populated incorrectly." } ] }, @@ -15908,7 +16000,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:28348", "issue:33453", @@ -15917,35 +16009,34 @@ "issue:42673", "issue:42796", "issue:43064", + "issue:43066", + "issue:43116", "issue:43441", "issue:43450", "issue:43673", "issue:43824", + "issue:43825", "issue:43827", "issue:43937", "issue:43986", + "issue:43992", "issue:44117", "issue:44263", "issue:44291", "issue:44380", "issue:44410", "issue:44466", + "issue:44704", "issue:44779", - "issue:44829", "issue:44977", "issue:44995", "issue:45071", - "issue:45081", "issue:45092", - "issue:45216", "issue:45310", - "issue:45341", "issue:45405", "issue:45446", - "issue:45561", "issue:45563", "issue:45588", - "issue:45632", "issue:46002", "issue:46077", "issue:46328", @@ -15954,12 +16045,16 @@ "issue:46640", "issue:46655", "issue:46697", + "issue:46710", "issue:46752", "issue:46762", "issue:46981", "issue:47000" ], "soft_pairs": [ + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:43992|issue:44704", "issue:46614|issue:46752", "issue:44995|issue:46697", "issue:28348|issue:46640", @@ -15968,8 +16063,8 @@ "issue:45092|issue:46762", "issue:43827|issue:45446", "issue:33453|issue:39401", - "issue:42222|issue:43441", "issue:43064|issue:43673", + "issue:42222|issue:43441", "issue:43937|issue:45563", "issue:43824|issue:46981", "issue:42222|issue:47000", @@ -15984,228 +16079,205 @@ "issue:39401|issue:44779", "issue:43937|issue:44977", "issue:44410|issue:45310", - "issue:45071|issue:46512", "issue:43450|issue:43986", - "issue:45341|issue:45561", - "issue:45632|issue:46981", - "issue:45341|issue:46328", - "issue:44829|issue:45216", - "issue:44117|issue:45081" + "issue:45071|issue:46512" ], - "prepared_review_unit_hash": "d294b2cf25e5a857056bea995403ed8e79f90c6f00f0843bac303182857f1bbf", + "prepared_review_unit_hash": "34f79a3b774b05273a20ad6fb19f92cd9debf0d967108857db5a1626965abf48", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37056, - "estimated_input_tokens": 9264, - "estimated_eval_tokens": 18784 + "soft_pair_count": 29, + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous; the soft pairs mostly share only broad subsystem labels (tokenizers, flash attention, video processors, testing utils) rather than the same underlying bug. I would not merge any of the candidate pairs.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated regressions across many different models and code paths.", + "summary": "This is a heterogeneous cluster of Transformers issues spanning tokenizers, processors, attention backends, loading/config, and training. None of the proposed soft pairs looks like the same concrete bug or change, so I would not collapse them together.", + "confidence": 0.94, + "canonical_issue_reason": "None of these is a safe canonical; the items span distinct bugs, so I would not merge the cluster around a single issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45561 is the strongest standalone bug report by specificity and discussion activity, but it is not a duplicate hub for the rest of the set.", + "best_issue_reason": "If forced, 33453 is the broadest umbrella for tokenizer-loading regressions, but it is still too generic to represent the rest of the cluster well.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Different failures: a multi-label example script bug vs a v5 translation-task error message issue." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and a DeepSeek accuracy regression are different concrete problems." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing model weight key on load vs AutoProcessor kwarg passthrough are unrelated code paths." + }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "Different failures: stale espeak backend state vs empty chat list IndexError." + "reason": "Phonemizer backend state bug and empty chat-template handling are not the same issue." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Unrelated bugs in different components: GlmMoeDsa stale cache vs Swin2SR over-padding." + "reason": "GlmMoeDsa stale cache crash vs Swin2SR image over-padding are distinct bugs." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Both mention flash attention, but one is a GPT-2 FA2 support request and the other is a generic FA2 issue; no same code-path bug." + "reason": "Feature request to add GPT2 flash-attention support is not the same as a vague Flash Attention 2 bug report." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "Different model-specific issues: Qwen3 VRAM leak in threads vs Ministral tokenizer BPE marker handling." + "reason": "VRAM leak under multithreaded loading and tokenizer BPE-marker handling are unrelated." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "Different problems: torch.split indexing behavior in GlmMoeDsaIndexer vs numerical differences in Minimax attention." + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is different from Minimax attention numerical differences." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-initialization incompatibility for InternVL2 is unrelated to Minimax attention numerics." + "reason": "Meta-init incompatibility for remote-code checkpoints is not the same as Minimax MSA numerical mismatch." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs referencing removed pipeline() calls is unrelated to a PyTorch version check bug in flex_attention." + "reason": "Documentation still referencing pipeline() and a flex_attention version check bug are different issues." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer regressions, but one is a loading regression and the other is a Qwen3 offset_mapping bug." + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are not the same underlying defect." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Different failures: vitpose model breakage vs Ministral FlashAttention incompatibility." + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache missing are distinct training vs generation bugs." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Training/FSDP optimizer-state corruption is unrelated to missing GenerationMixin cache in chunked prefill." + "reason": "Vitpose model breakage and Ministral flash-attention failure are unrelated model-specific issues." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation bugs." + "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are separate problems." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for a missing model class is unrelated to repeated HTTP 429 retries in AutoProcessor.from_pretrained." + "reason": "Missing Qwen2_5_VL import and repeated HTTP 429 retries in AutoProcessor are unrelated." }, { "left": "issue:42222", - "right": "issue:46752", + "right": "issue:47000", "accept": false, - "reason": "Different subsystems and symptoms: vitpose breakage vs empty-list chat templating crash." + "reason": "Vitpose loading breakage and RTDetrLoss infeasible cost matrix are different code paths." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache handling and feature-extractor padding performance are not the same bug." + "reason": "Missing generation cache and SequenceFeatureExtractor.pad performance waste are not the same bug." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "VRAM leak in Qwen3 threads is unrelated to a video processor padding calculation bug." + "reason": "VRAM leak in threaded Qwen3 code and incorrect video padding in SmolVLM are unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during meta init is not the same issue as PretrainedConfig type checking." + "reason": "Unexpected _is_hf_initialized arg during init_empty_weights and PretrainedConfig type-checking breakage are different failures." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Dependency version pinning and a flex_attention PyTorch guard are unrelated." + "reason": "PEFT version pinning and a PyTorch version check bug in flex_attention are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage and empty-list chat template handling are not the same issue." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to the flash_attention.py s_aux=None crash." + "reason": "Tokenizer mapping None on from_pretrained and flash_attention s_aux=None AttributeError are separate bugs." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both concern attention behavior, but GPT-2 scaling ignored and Gemma4 bidirectional masking are distinct code paths and bugs." + "reason": "GPT2 attention-scaling being ignored and Gemma4 bidirectional mask construction are different model/backend problems." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied lm_head weights is unrelated to NaNs in classification heads after checkout/init." + "reason": "lm_head serialization inconsistency and NaNs in classification heads are unrelated symptoms." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions for different models; no evidence of a shared underlying defect." + "reason": "Qwen3 offset_mapping is distinct from DeepSeek tokenizer regression." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validity and Qwen3.5 flash-attention generation failures are different issues." + "reason": "Invalid GenerationConfig and Qwen3.5 flash-attention generation failure are different issues." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error do not look like one underlying bug." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "These are both config-related, but one is type checking and the other is stale dtype propagation; not the same bug." - }, - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "Incorrect batched video shape and missing torchvision crash are different video-loading problems." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "A vague testing_utils bug is not enough to equate it with the specific captured_info.txt xdist race." - }, - { - "left": "issue:45632", - "right": "issue:46981", - "accept": false, - "reason": "Local cache-path collision for trust_remote_code is unrelated to retry behavior on 429 responses." - }, - { - "left": "issue:45341", - "right": "issue:46328", - "accept": false, - "reason": "Testing utils bug and numpy padding inefficiency are unrelated." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "Degenerate training with flash_attention_3 and Qwen3.5 save_pretrained regression are different failures." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer mapping None and Mistral regex patch AttributeError are different tokenizer-loading bugs." - }, - { - "left": "issue:45081", - "right": "issue:45588", - "accept": false, - "reason": "Mistral regex patch failure and flash_attention s_aux=None crash are unrelated code paths." + "reason": "PretrainedConfig type-checking breakage and stale config.dtype after from_config are separate configuration bugs." } ] }, @@ -16227,7 +16299,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:38617", "issue:39401", @@ -16240,14 +16312,11 @@ "issue:43122", "issue:43208", "issue:43408", - "issue:43673", "issue:43742", - "issue:43874", - "issue:43931", "issue:43937", - "issue:44038", "issue:44075", "issue:44077", + "issue:44117", "issue:44220", "issue:44261", "issue:44263", @@ -16257,16 +16326,19 @@ "issue:44485", "issue:44493", "issue:44496", + "issue:44829", "issue:44877", "issue:44933", - "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", "issue:45341", "issue:45362", "issue:45464", "issue:45478", - "issue:45542", + "issue:45561", + "issue:45632", "issue:45656", "issue:46178", "issue:46209", @@ -16279,20 +16351,25 @@ "issue:46981" ], "soft_pairs": [ + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:44117|issue:45081", "issue:42617|issue:45341", "issue:43408|issue:43742", "issue:38617|issue:41628", "issue:43122|issue:46298", "issue:45362|issue:46328", - "issue:42222|issue:46178", - "issue:44877|issue:46231", "issue:39401|issue:46209", + "issue:44877|issue:46231", + "issue:42222|issue:46178", "issue:44484|issue:45310", "issue:42371|issue:44261", "issue:43937|issue:44496", + "issue:42371|issue:46617", "issue:44261|issue:46762", "issue:44933|issue:45278", - "issue:42371|issue:46617", "issue:44410|issue:45478", "issue:44075|issue:45656", "issue:38617|issue:44220", @@ -16300,224 +16377,205 @@ "issue:43066|issue:43122", "issue:44263|issue:44485", "issue:43097|issue:44493", - "issue:44483|issue:45464", "issue:44077|issue:46981", - "issue:43673|issue:45341", - "issue:43931|issue:44410", - "issue:41628|issue:45071", - "issue:45071|issue:45542", - "issue:44484|issue:45478", - "issue:43931|issue:44038", - "issue:43874|issue:44261" + "issue:44483|issue:45464" ], - "prepared_review_unit_hash": "c2a03fd665723b2c163d21a1360d2241763d867f91673e11c58a3673ebedd3a4", + "prepared_review_unit_hash": "a20f8e7f875d51a481a983dcfc8436beb61aee062aa3cbc9bf6faa3192855c7f", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36056, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "soft_pair_count": 28, + "serialized_chars": 35713, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a heterogeneous set of Transformers issues with only superficial overlap around imports, tokenization, model loading, and optimizer behavior. I do not see any soft pair that is the same concrete bug or change, so all candidate duplicate links should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No single true duplicate stands out across the whole set; if one issue must serve as the umbrella, #45278 is the broadest representative of the v5 upgrade/import-regression pattern, but the rest of the set is largely unrelated.", + "summary": "No clear duplicate cluster emerges here: the issues span many unrelated regressions across tokenization, model loading, training, and utilities. I did not find any soft pair that looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45561 is the best anchor because it is open, recent, and has the strongest discussion/inbound signal around a concrete, reproducible testing-utils race.", "canonical_pr_reason": null, - "best_issue_reason": "#45278 is the best global representative because it captures the broadest user-facing regression pattern in the set (multiple import failures after upgrading), whereas most other issues are narrower, model-specific, or unrelated.", + "best_issue_reason": "issue:45561 is the most suitable global representative: it has the clearest actionable bug report and the highest triage signal among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Same file area, but the reports describe different bugs: a vague testing_utils issue vs a specific xdist race on captured_info.txt." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Both involve remote-code/model loading, but one is a local cache-path collision and the other is repeated 429 retry behavior." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated failure modes: a generic testing_utils bug versus a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different problems: flash_attention_3 training degeneration vs Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is a mapping lookup returning None and the other is a Mistral regex patch crash." + }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Different failures: running 3d_parallel.py vs a small testing_utils bug; no shared code path." + "reason": "No shared underlying bug; one is a 3d_parallel.py runtime issue and the other is a testing_utils bug report." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Different models and error sites: sam3 tracker type warning vs MobileLLM config/key loading error." + "reason": "Different model-loading issues: a sam3_video/sam3_tracker type mismatch versus a KeyError on MobileLLM-125M." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules; not the same bug." + "reason": "Both are import errors, but they concern different missing symbols and likely different code paths." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer output differences vs a noisy logging message; unrelated root causes." + "reason": "Tokenizer-behavior regression versus an unrelated noisy logging complaint." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen chat crash vs a SequenceFeatureExtractor.pad performance issue; different code paths." + "reason": "Qwen3.5 chat crash is unrelated to a SequenceFeatureExtractor.pad conversion inefficiency." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Different subsystems and failures: vitpose model breakage vs backend mapping error for tensorflow_text." + "reason": "Tokenizer offset-mapping bug and FP8/B200 inference failure are unrelated subsystems and symptoms." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading bug vs documentation mismatch; not the same concrete issue." + "reason": "Strict config loading for granite_speech is unrelated to a doc parameter-name mismatch." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Tokenizer offset mapping bug vs FP8 inference on B200; unrelated." + "reason": "Vitpose model breakage and BACKENDS_MAPPING validation are different underlying loading/backend issues." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Max shard size default question vs Qwen3.5 Moe from_pretrained error; different topics." + "reason": "Different issues: save_pretrained shard-size question versus Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API settings issue vs MLA layernorm epsilon precision bug; separate concerns." + "reason": "TF32 API-setting guidance is unrelated to MLA q_a_layernorm missing rms_norm_eps precision behavior." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GLM-5 GenerationConfig validation vs unrecognized Olmo-Hybrid model config; different loading/validation paths." + "reason": "GenerationConfig validation failure and unrecognized-model config loading are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical differences, but they are different models with different mechanisms and fixes." + "reason": "Both mention numerical quality, but one is a missing config epsilon and the other is a broader attention-vs-reference discrepancy." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but 44933 is a specific missing import while 45278 is a broader upgrade regression; not the same bug." - }, - { - "left": "issue:42371", - "right": "issue:46617", - "accept": false, - "reason": "TF32 behavior settings vs trust_remote_code cache FileNotFoundError; unrelated." + "reason": "An import from image_utils versus many import errors after upgrade; overlapping theme but not the same concrete bug." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen variants and different failures: missing projections vs from_pretrained error." + "reason": "qwen3next missing projections and Qwen3.5 MoE from_pretrained error are distinct model-specific failures." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both are optimizer-related, but one is unused SGD args and the other is a double optimizer step with deepspeed." + "reason": "Different optimizer bugs: SGD args ignored versus optimizer.step being called twice with deepspeed." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError from configuration_utils vs an audio feature extraction issue; not the same path." + "reason": "Different failures entirely: missing configuration_utils export versus _torch_extract_fbank_features() behavior." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Different model families and different training bugs; only superficial training-loss similarity." + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are separate model-training issues." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Related tokenizer regressions, but one is decoder type selection and the other is a tokenization behavior change; not mergeable as one bug." + "reason": "Both are tokenizer regressions in v5, but they describe different concrete symptoms and likely different fixes." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Different GLM bugs: torch.split return handling vs RoPE implementation." + "reason": "A torch.split indexing issue and a RoPE implementation discussion are not the same bug." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed config flag vs unexpected state-dict keys with position ids; different underlying issues." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Same chat/completions surface, but different failures and models; not the same concrete bug." + "reason": "Removed tie_embeddings API and unexpected position-id keys are unrelated regressions." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "PatchTSMixer post_init restriction vs AutoProcessor 429 retry behavior; unrelated." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Generation cache issue vs a testing_utils bug; no common code path." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Qwen3-VL weight shape mismatch vs qwen3next missing projections; different model-loading/architecture problems." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "ImportError for AutoImageProcessor vs PreTrainedConfig type checking regression; different breakages." - }, - { - "left": "issue:45071", - "right": "issue:45542", - "accept": false, - "reason": "Type-checking regression vs backend-mapping TensorFlow error; unrelated." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "Max_shard_size default question vs Qwen3.5 Moe loading error; not the same issue." - }, - { - "left": "issue:43931", - "right": "issue:44038", - "accept": false, - "reason": "Same broad Qwen/VL area, but different model variants and failure modes; too different to merge." + "reason": "PatchTSMixer post_init policy and AutoProcessor 429 retry behavior are unrelated." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Different models and different bugs: missing image-processor method vs q_a_layernorm epsilon precision issue." + "reason": "Both hit chat/completions, but one is a general request-acceptance problem and the other is a model-specific streaming inference failure." } ] }, @@ -16539,13 +16597,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:27957", "issue:38617", + "issue:41628", "issue:42757", "issue:42886", - "issue:42890", "issue:43012", "issue:43064", "issue:43097", @@ -16556,16 +16614,14 @@ "issue:43531", "issue:43577", "issue:43673", - "issue:43873", "issue:43874", + "issue:43931", "issue:43986", "issue:44038", - "issue:44062", "issue:44117", "issue:44261", "issue:44263", "issue:44315", - "issue:44351", "issue:44360", "issue:44410", "issue:44484", @@ -16573,10 +16629,13 @@ "issue:44829", "issue:44987", "issue:45003", + "issue:45071", "issue:45341", "issue:45372", "issue:45375", "issue:45440", + "issue:45478", + "issue:45542", "issue:45588", "issue:45753", "issue:46050", @@ -16584,17 +16643,22 @@ "issue:46172", "issue:46298", "issue:46369", - "issue:46655", - "issue:46664", "issue:46752", "issue:46897", "issue:46981" ], "soft_pairs": [ - "issue:27957|issue:43352", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:43931|issue:44038", "issue:43012|issue:43577", "issue:44263|issue:46172", "issue:43441|issue:44829", + "issue:27957|issue:43352", "issue:44360|issue:46172", "issue:43097|issue:43452", "issue:43986|issue:45341", @@ -16610,233 +16674,240 @@ "issue:45440|issue:46172", "issue:44410|issue:45375", "issue:43986|issue:45372", - "issue:43097|issue:46050", "issue:44038|issue:44410", + "issue:43097|issue:46050", "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:43208|issue:46897", "issue:43986|issue:44484", - "issue:46298|issue:46752", - "issue:46655|issue:46664", - "issue:42890|issue:46298", - "issue:44062|issue:44117", - "issue:43097|issue:43873", - "issue:38617|issue:44351" + "issue:46298|issue:46752" ], - "prepared_review_unit_hash": "2bb94a2150cd9a27f416e07bf998c8cedd51a072f1c7feff6cb4d3473c09e932", + "prepared_review_unit_hash": "534631c8a7e85b16f4a9e1a2c112a869f8f5bf4b9994dbb604a0cd5c0251f885", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36848, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36826, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the proposed soft matches mostly share only broad themes like Flash Attention, loading, or dtype handling, but they describe different concrete bugs and code paths. No pull requests are present; issue 43097 is the best available anchor because it is one of the more central v5-regression reports and has inbound references.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43097 is the closest thing to a central anchor: it has inbound references and represents a broad v5 API-regression class, unlike the many one-off model-specific reports around it.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions (imports, model loading, quantization, attention, config, and training bugs). None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "There is no strong duplicate hub here; the issues are too heterogeneous. If forced to pick one anchor, 43097 is the broadest release-regression style report, but it does not represent the whole cluster well.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the strongest representative issue in this noisy set because it is comparatively broad and externally referenced.", + "best_issue_reason": "No single issue is a clean canonical representative for the entire cluster. 43097 is the closest to a broadly relevant v5 compatibility regression, but the rest are mostly separate bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "GenerationMixin cache/chunked_prefill regression vs a testing_utils bug; different code paths and symptoms." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL model loading shape mismatch vs Qwen3Next missing attention projections; related family, but not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure vs PretrainedConfig type-checking regression; unrelated failures." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking breakage in PretrainedConfig vs undefined tf backend error from TensorBoard-only installs." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; not the same issue." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-processor method vs MLA q_a_layernorm epsilon mismatch; different subsystems." + }, + { + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Both mention Flash Attention 2 support, but they concern different models and likely different model-specific integration paths." + "reason": "Both are Qwen3-VL-related, but one is a weight-shape load error and the other is a different v5/MoE failure." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both are dtype-related, but one is a PyTorch precision warning during compilation and the other is BLIP2 loading leaving dtypes at float32." + "reason": "PyTorch bfloat16 compile warning vs Blip2 dtype not propagating; separate bugs." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek/GLM tensor-shape or indexing bugs; same general area, but not the same concrete defect." + "reason": "GlmMoeDsaIndexer split return handling vs deepseek-v4 comb transpose logic; unrelated code paths." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve Flash Attention, but one is model support failure and the other is a degenerate-training bug in sequence classification." + "reason": "FlashAttention support error for a model vs degenerate training under flash_attention_3; different concrete problems." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Two different models lacking FlashAttention 2 support; same broad topic, but not the same bug." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 tensor transpose issue." + "reason": "DSA indexer activation issue vs deepseek-v4 tensor transpose bug; not duplicates." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is a removed config flag in v5; the other is a gguf_file loading breakage in AutoTokenizer/AutoModelForCausalLM." + "reason": "Removed tie_embeddings API vs gguf_file pretraining loader breakage; distinct regressions." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A video-model AutoProcessor crash without torchvision is unrelated to a testing utility bug." + "reason": "AutoProcessor video-model crash without torchvision vs a testing_utils bug; unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is a different code-path problem from a small testing_utils bug." + "reason": "Unsafe sys.modules access in modeling_utils vs testing_utils bug; different modules and failures." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both concern hub/network behavior, but one is offline cache loading and the other is repeated 429 retries via HF_ENDPOINT." + "reason": "Offline cache loading failure vs repeated 429 retries via HF_ENDPOINT; both network-ish, but different behaviors." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "A missing rms_norm_eps in MLA q_a_layernorm is unrelated to GLM-5 RoPE implementation details." + "reason": "LayerNorm epsilon precision mismatch vs GLM-5 RoPE implementation; separate model-specific issues." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An infinite loop on a specific Qwen3_5 image is not the same bug as SAM3 LiteText memory overflow." + "reason": "Qwen3_5 infinite loop on one image vs sam3-litetext memory overflow; different models and failure modes." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "A tokenizer mapping None-handling bug is different from the physical-intelligence/fast load failure." + "reason": "Tokenizer mapping None handling vs loading physical-intelligence/fast failure; not the same loader bug." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility issue." + "reason": "Qwen3-MoE sliding_window issue vs testing_utils bug; unrelated." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing get_number_of_image_patches in an image processor is unrelated to the torch.split return-value issue." + "reason": "Missing image patch-count method vs torch.split return handling; different GLM bugs." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A removed v5 config field and a flash_attention.py s_aux=None crash are different concrete failures." + "reason": "API removal in v5 vs flash_attention.py crash on s_aux=None; different code paths." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache handling during chunked_prefill is unrelated to MaskGenerationPipeline\u2019s final-batch is_last bug." + "reason": "Missing cache in GenerationMixin vs MaskGenerationPipeline final-batch handling; unrelated pipeline vs generation bugs." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-related, but they affect different model variants and different failing operations." + "reason": "DeepseekV3MoE divergence from remote implementation vs deepseek-v4 tensor transpose bug; same general family, but not the same defect." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing attn projections in qwen3next is unrelated to a missing deepstack_visual_indexes config field." + "reason": "Missing attn projections in qwen3next layer 0 vs dropped deepstack_visual_indexes field; different model/config bugs." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "A missing torchvision dependency crash is unrelated to the mistral_common ReasoningEffort import error." + "reason": "AutoProcessor crash without torchvision vs missing ReasoningEffort import from mistral_common; unrelated dependency/import failures." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Removing a config flag in v5 is unrelated to sinq quantization save/load breakage." + "reason": "Qwen3-VL-Moe v5 bug vs qwen3next projection-missing bug; different models and symptoms." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "A Qwen3-VL-Moe bug and a qwen3next projection bug are different model-specific problems." + "reason": "Removed tie_embeddings API vs sinq quantization save/load corruption; distinct regressions." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different dependency breakages." + "reason": "Two separate import errors for different symbols/packages; not the same bug." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Wrong optimizer states under FSDP2+PEFT+cpu_ram_efficient_loading is unrelated to Liger Kernel not being applied with model_init." + "reason": "FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied with model_init; different training-stack issues." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and a Florence2 double-shift loss bug are different model/training defects." + "reason": "xLSTM training blockers vs Florence2 double-shift loss bug; unrelated models and fixes." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "A processor-loading crash without torchvision is unrelated to the max_shard_size default question." + "reason": "AutoProcessor video-model dependency crash vs max_shard_size default discussion; unrelated." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and an empty-list apply_chat_template IndexError are unrelated." - }, - { - "left": "issue:46655", - "right": "issue:46664", - "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "Missing set_seed in integration tests is unrelated to a logging-message issue." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "An AddedToken keyword collision is not the same as TOKENIZER_MAPPING_NAMES returning None." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "A v5 config removal and an offloading/quantization behavior bug are different issues." - }, - { - "left": "issue:44117", - "right": "issue:44987", - "accept": false, - "reason": "A tokenizer mapping assumption bug and a physical-intelligence/fast load failure are not the same underlying defect." + "reason": "Noisy logging message vs apply_chat_template empty-list crash; not the same underlying defect." } ] }, @@ -16858,15 +16929,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:36683", - "issue:42175", - "issue:42490", - "issue:42757", + "issue:38617", + "issue:42890", "issue:42907", "issue:43012", - "issue:43064", "issue:43066", "issue:43097", "issue:43208", @@ -16874,17 +16943,19 @@ "issue:43502", "issue:43550", "issue:43582", - "issue:43824", "issue:43825", + "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", "issue:44016", + "issue:44062", "issue:44077", "issue:44117", "issue:44162", "issue:44222", + "issue:44351", "issue:44368", "issue:44380", "issue:44484", @@ -16894,7 +16965,6 @@ "issue:44938", "issue:45103", "issue:45478", - "issue:45479", "issue:45584", "issue:45712", "issue:45753", @@ -16904,11 +16974,18 @@ "issue:46298", "issue:46365", "issue:46421", + "issue:46655", + "issue:46664", "issue:46701", "issue:46710", "issue:46821" ], "soft_pairs": [ + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:43097|issue:43873", "issue:46172|issue:46710", "issue:43012|issue:46821", "issue:44117|issue:46701", @@ -16930,238 +17007,227 @@ "issue:43352|issue:44380", "issue:43066|issue:43906", "issue:43097|issue:46298", - "issue:45584|issue:46365", "issue:44162|issue:46172", + "issue:45584|issue:46365", "issue:44380|issue:46132", "issue:44077|issue:46365", "issue:44222|issue:45478", - "issue:36683|issue:43582", - "issue:44380|issue:45479", - "issue:42175|issue:46365", - "issue:42757|issue:43824", - "issue:43064|issue:44380", - "issue:42490|issue:43012" + "issue:36683|issue:43582" ], - "prepared_review_unit_hash": "028ba222028b140bbc882fd132e4cefb54e82f1fb62a8f8132c3f44379e60805", + "prepared_review_unit_hash": "d23f1877d4ad2e0e6971daffe25f011177145bbb070fe7c0feb44e30d82e9831", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36567, - "estimated_input_tokens": 9142, - "estimated_eval_tokens": 18540 + "serialized_chars": 37018, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated Transformers issues rather than one duplicate cluster. I rejected every soft pair because they point to different models, APIs, or failure modes, and picked the most established issue as the representative canonical item.", - "confidence": 0.61, - "canonical_issue_reason": "issue:36683 has the strongest discussion signal and a concrete, reproducible runtime bug, making it the best representative target in this noisy set.", + "summary": "These items are a heterogeneous mix of unrelated Transformers issues rather than one duplicate cluster. None of the soft pairs describe the same underlying bug or change closely enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:36683 is the most prominent and clearly scoped issue here, so it is the safest canonical issue choice.", + "best_issue_reason": "issue:43873 is the strongest standalone anchor by discussion/inbound references, but it is not a duplicate of the other items and the cluster is not coherent enough to have a true canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor bugs, but one is padding calculation and the other is `num_frames` semantics; related subsystem, different defects." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "One is missing `set_seed()` in a test suite; the other is a noisy logging message. No shared underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Both concern tokenizer paths, but one is an `AddedToken` argument conflict and the other is `TOKENIZER_MAPPING_NAMES` returning `None`; different failure modes." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different code paths." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is about a removed config attribute in v5; the other is quantization/offloading behavior. Not the same bug." + }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different DeepSeek failures: a specific tensor cast/transpose bug vs an accuracy regression after upgrade." + "reason": "One is a specific dtype/transpose issue in DeepSeek-V4; the other is an accuracy regression after upgrading Transformers. Different problems." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "Unrelated problems: a bfloat16 warning during compile vs an AttributeError in TimesFM window_size handling." + "reason": "A bfloat16 precision warning from compilation is unrelated to a TimesFM `window_size` attribute error." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback bug is unrelated to a DiffusionGemma pipeline output issue." + "reason": "Tokenizer mapping `None` handling is unrelated to the DiffusionGemma pipeline failure." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "One is unwanted network access with local_files_only; the other is a missing UMT5 weight during load." + "reason": "`local_files_only=True` still triggering network access is unrelated to missing `embed_tokens.weight` during `from_pretrained`." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate failing after training is a different code path from failing to import Trainer due to datasets." + "reason": "`trainer.evaluate()` after training and failing to import `Trainer` with `datasets` installed are different issues." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding is unrelated to the auto_docstring annotations crash." + "reason": "Passing kwargs to `cached_file` and docstring parsing with `from __future__ import annotations` do not share a code-path." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling is a model correctness bug; cache lazy init affects recompilation behavior." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization and recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure is not the same as a backend-mapping error for tensorflow_text." + "reason": "Python 3.14 import/load failure is unrelated to an invalid backend name in `BACKENDS_MAPPING`." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Video model AutoProcessor import crash is unrelated to a notebook syntax error." + "reason": "Missing `torchvision` for `AutoProcessor` video models is unrelated to a notebook syntax error." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are different save_pretrained failures." + "reason": "Saving dequantized Ministral/Devstral models is not the same as saving `Pipeline` objects with `save_pretrained`." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "A save/load bug for dequantized models is unrelated to an image-specific Qwen3.5 infinite loop." + "reason": "A save/dequantization bug is unrelated to an infinite-loop generation issue on a specific image." }, { "left": "issue:43012", - "right": "issue:44368", + "right": "issue:43550", "accept": false, - "reason": "PyTorch precision warning and tie_word_embeddings warning are distinct warning paths with different causes." + "reason": "A PyTorch warning about bfloat16 precision is unrelated to Bamba failing under `torch.compile` with SDPA." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task messaging and Pipeline serialization are different bugs." + "reason": "The pipeline translation error message and pipeline `save_pretrained` support are distinct issues." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes are a repo hygiene issue, not the same as a noisy logging message." + "reason": "Leftover dummy classes leaking into `dir(transformers)` is unrelated to noisy logging." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "These are separate warnings from different code paths; not the same underlying defect." + "reason": "These are both warnings, but they come from different configs and code paths (`bfloat16` compile warning vs `tie_word_embeddings`)." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are unrelated model-specific bugs." + "reason": "xLSTM training bugs for small models are unrelated to Bamba's SDPA/`torch.compile` failure." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens weight on load is not about the 50GB shard-size default." + "reason": "A missing embedding weight in `from_pretrained` is unrelated to the default 50GB shard size discussion." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support gating for Nemotron is unrelated to Python-version import compatibility." + "reason": "Flash Attention 2 unsupported for NemotronH is unrelated to the Python 3.9/3.10 compatibility report." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different models and different issues: unsupported FA2 vs ignored attention scaling config." + "reason": "Unsupported FA2 for NemotronH and GPT2 attention scaling under SDPA are different model/backend bugs." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder type mismatch is not the same as an isolated reproduction of another external issue." + "reason": "Wrong tokenizer decoder type in v5 is not the same as an isolated reproduction of another issue." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed config API and a noisy log line are unrelated changes." - }, - { - "left": "issue:45584", - "right": "issue:46365", - "accept": false, - "reason": "Whisper empty transcription failure is unrelated to importing Trainer with datasets installed." + "reason": "Removed `tie_embeddings_and_encoder_decoder` and a noisy logging message are unrelated." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and DeepSeek tensor conversion bug are different model failures." + "reason": "ESM2 being broken and a DeepSeek-V4 transpose/dtype bug are separate model-specific failures." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Attention scaling being ignored is not the same as register() changing behavior." + "reason": "Whisper empty-transcription failure is unrelated to the `Trainer` import problem." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer post_init validation is unrelated to a Trainer import conflict." + "reason": "`patchtsmixer` `post_init` policy and `Trainer` import failure are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained MoE and Qwen3.5 MoE from_pretrained errors are different code paths and failure modes." + "reason": "FP8 MoE save issues are not the same as the Qwen3.5 MoE `from_pretrained` regression." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Attention scaling config being ignored is not the same as a degenerate zero-loss classification bug." - }, - { - "left": "issue:42175", - "right": "issue:46365", - "accept": false, - "reason": "TensorFlow missing from a torch install extra is unrelated to a Trainer import failure caused by datasets." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "These are different import errors from different packages: huggingface_hub vs transformers model class export." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "Distributed optimizer-state corruption is unrelated to GPT2 attention scaling behavior." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "Local path slash import warning and bfloat16 precision warning are unrelated." + "reason": "Gemma3Config missing `vocab_size` and Apple Silicon `caching_allocator_warmup` TypeError are unrelated bugs." } ] }, @@ -17183,16 +17249,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:29870", "issue:36010", "issue:36296", "issue:36683", "issue:38617", + "issue:42175", + "issue:42490", "issue:42757", "issue:42994", - "issue:43010", + "issue:43012", "issue:43064", "issue:43208", "issue:43299", @@ -17205,12 +17273,11 @@ "issue:43618", "issue:43756", "issue:43761", + "issue:43824", "issue:43867", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", - "issue:44075", "issue:44077", "issue:44230", "issue:44355", @@ -17224,24 +17291,27 @@ "issue:44938", "issue:45216", "issue:45276", - "issue:45278", "issue:45290", - "issue:45310", + "issue:45479", "issue:46050", "issue:46077", "issue:46082", "issue:46365", - "issue:46829", "issue:46877" ], "soft_pairs": [ + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012", "issue:44483|issue:44514", "issue:43618|issue:44380", "issue:38617|issue:43502", "issue:43208|issue:43526", - "issue:43756|issue:44485", - "issue:43618|issue:43761", "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:43756|issue:44485", "issue:42994|issue:44655", "issue:36010|issue:42757", "issue:43299|issue:43867", @@ -17249,8 +17319,8 @@ "issue:44625|issue:46365", "issue:44483|issue:45290", "issue:43611|issue:44655", - "issue:43352|issue:43937", "issue:36683|issue:43475", + "issue:43352|issue:43937", "issue:44355|issue:46877", "issue:44655|issue:46050", "issue:44625|issue:46077", @@ -17259,235 +17329,237 @@ "issue:43867|issue:45216", "issue:46077|issue:46082", "issue:43618|issue:45216", - "issue:43208|issue:46829", "issue:36683|issue:43525", "issue:36683|issue:44625", "issue:29870|issue:36296", - "issue:43064|issue:44492", - "issue:43010|issue:45278", - "issue:44075|issue:46365", - "issue:43992|issue:45310" + "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "e52b0e88f8e462cdce254b2f3e28bc66d40132922dde9ccef6deb5a9f8daa02d", + "prepared_review_unit_hash": "4a75aa68110ea9ec433366328c9cbd73708e86a59f215dfdbe1581b39357a6cb", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36960, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36816, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated bugs that only share broad topical similarity (imports, config attributes, loading/saving, model-specific regressions). None of the proposed soft pairs look like true duplicates.", + "summary": "This is a mixed bag of unrelated Transformers issues. The soft links mostly reflect superficial similarities like import errors, config attributes, model loading, or save/pretrained regressions, but they do not look like the same underlying bug.", "confidence": 0.95, - "canonical_issue_reason": "issue:36683 is the most connected item in the similarity graph, but its links are only superficial \"missing config attribute\" lookalikes; the cluster is not a true duplicate group.", + "canonical_issue_reason": "No canonical issue: the items span different bugs and regressions across unrelated subsystems and model families.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36683 is the best standalone representative by connectivity, but it should not be treated as a duplicate of the others because the underlying bugs differ.", + "best_issue_reason": "No single issue cleanly subsumes the cluster; at most 36683 is a discussion-heavy config-attribute bug, but it still does not represent the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different problems: GPT-2 attention scaling backend behavior vs a sequence-classification loss degeneracy." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Both are packaging/import-related, but one is missing TensorFlow in the torch extra and the other is a Trainer import conflict with datasets." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages and unrelated code paths." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Training-state corruption under FSDP/PEFT is unrelated to GPT-2 attention scaling being ignored by SDPA/FlashAttention." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A local-path import warning is not the same bug as a PyTorch precision warning during bfloat16 compilation." + }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Different failures: chat/completions request validation vs batched chat template crash with tool calls." + "reason": "One is an API endpoint request-validation failure; the other is a chat template crash on batched inputs." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both mention attention, but one is CLIP attentions output regression and the other is GPT2 attention scaling under SDPA/FlashAttention." + "reason": "CLIP attentions regression and GPT-2 attention scaling are different model/backends and different failure modes." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError for a removed symbol vs network requests despite local_files_only=True; unrelated code paths." + "reason": "Importing a moved helper is unrelated to unwanted network/API requests when local_files_only=True." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction bug; no shared underlying defect." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated subsystems." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Smollm3 RoPE-layer drop bug vs a GLM-5 RoPE implementation discussion; not the same issue." + "reason": "Same model family theme, but one is a loading regression and the other is fp8 inference support; not the same change." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one loses attentions and the other loses hidden_states; different outputs/code paths." + "reason": "Both involve CLIP regressions, but one is missing attentions and the other is hidden_states being None; different code paths." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Qwen3-VL-Moe loading bug vs fp8 inference support request; different change requests." + "reason": "Both mention RoPE, but they concern different models and different implementation bugs." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure vs Pipeline save_pretrained serialization; distinct save flows." + "reason": "Quantized model save/load breakage is not the same as inability to save Pipeline objects." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import failures: GenerationMixin vs is_offline_mode." + "reason": "Both are import errors, but they involve different missing symbols from different modules." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading regression vs state_dict-sorted model loading error; not the same bug." + "reason": "Both are load-model regressions, but one is tied to base_model_prefix and the other to sorted state_dict behavior." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "resize_token_embeddings behavior in Gemma4 vs incorrect causal attention mask construction; unrelated model logic." + "reason": "Both are Gemma4-related, but one is embedding resizing and the other is attention mask construction." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation issue vs Trainer import blocked by datasets; completely different problems." + "reason": "A Qwen3.5 config propagation bug is unrelated to a Trainer import conflict with datasets." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat completions request rejection vs apply_chat_template crash on assistant tool-call messages." + "reason": "One is a chat-completions API acceptance issue; the other is a tokenizer/chat-template crash on tool-call messages." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "base_model_prefix loading regression vs Pipeline save_pretrained; different mechanisms and symptoms." + "reason": "Model loading with base_model_prefix and saving Pipeline objects are different serialization paths and failures." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Flash Attention 2 unsupported for NemotronH vs invalid GenerationConfig for GLM-5." + "reason": "Different missing attributes in different model families; not the same underlying config bug." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Missing vocab_size on Gemma3Config vs missing fpn_position_embeddings on SAM3 output; both are missing-attribute errors but not the same bug." + "reason": "Flash Attention support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated issues." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled Python file loading errors vs auto_docstring printing diagnostics at import time." + "reason": "Compiled Python execution errors and auto_docstring import-time stdout are unrelated runtime/tooling problems." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Pipeline save_pretrained failure vs quantized model save_pretrained/from_pretrained corruption; different serialization paths." + "reason": "Saving Pipeline objects and saving/loading a sinq-quantized model are distinct serialization failures." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "num_labels propagation bug vs bidirectional attention mask bug; no shared code-path problem." + "reason": "Different Gemma/Qwen config bugs with no shared code path." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size vs patchtsmixer post_init policy change; unrelated issues." + "reason": "A missing Gemma3 config field is unrelated to patchtsmixer's post_init validation." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python version compatibility/load failure, but for different versions and different failure modes." + "reason": "Both are version/platform compatibility issues, but they target different Python versions and failure symptoms." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State-dict sorting load error vs incorrect saved checkpoint for Qwen3.5; different loading/saving bugs." + "reason": "State_dict sorting and Qwen3.5 checkpoint saving are different model-loading/saving regressions." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 causal mask bug vs LlamaConfig head_dim validation; unrelated config behavior." + "reason": "Both are config issues, but for different models and different attributes/validation logic." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions regression vs Qwen3.5 checkpoint save regression; no overlap beyond generic v5 regression context." - }, - { - "left": "issue:43208", - "right": "issue:46829", - "accept": false, - "reason": "xLSTM training blockers vs VideoPrism hidden_states assignment bug; different subsystems and failures." + "reason": "A CLIP attentions regression has nothing to do with Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; both config attributes, but not the same model or defect." + "reason": "Different missing config attributes in different model families." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Missing vocab_size vs num_labels propagation; superficially similar config issues, but different fields and code paths." + "reason": "Both are config propagation bugs, but they concern different models and fields." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate decoder_attention_mask UnboundLocalError vs tensor-parallel training bug; unrelated failures." + "reason": "Bart generate() masking bug and tensor-parallel training bug are unrelated." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer state/parameter mismatch in FSDP2/PEFT vs a typo in cache strategies." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "Decorator needed for cache update vs broad import errors after upgrade; not the same underlying bug." - }, - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "SGD args being ignored vs inability to import Trainer due to datasets; different problems." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; different model-loading regressions." + "reason": "Optimizer/state issues under FSDP are unrelated to a typo in cache strategy docs/labels." } ] }, @@ -17509,7 +17581,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:28282", "issue:29870", @@ -17525,19 +17597,17 @@ "issue:43575", "issue:43618", "issue:43723", - "issue:43824", "issue:43867", "issue:43976", "issue:43992", "issue:44062", + "issue:44075", "issue:44077", "issue:44112", - "issue:44222", "issue:44246", "issue:44355", "issue:44360", "issue:44393", - "issue:44485", "issue:44556", "issue:44734", "issue:44855", @@ -17545,7 +17615,8 @@ "issue:44938", "issue:44964", "issue:45071", - "issue:45125", + "issue:45278", + "issue:45310", "issue:45357", "issue:45375", "issue:45440", @@ -17555,12 +17626,16 @@ "issue:45850", "issue:46202", "issue:46285", + "issue:46365", "issue:46617", "issue:46664", "issue:46851", "issue:47000" ], "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", "issue:44908|issue:46851", "issue:44393|issue:47000", "issue:44938|issue:45071", @@ -17586,220 +17661,214 @@ "issue:43502|issue:44062", "issue:42898|issue:46664", "issue:44734|issue:46617", - "issue:43723|issue:44556", - "issue:44222|issue:45125", - "issue:43824|issue:46617", - "issue:43502|issue:44485" + "issue:43723|issue:44556" ], - "prepared_review_unit_hash": "e34057875b81a39da19916e32296e57abda17ca20baa909a2d9635dc4eb46db2", + "prepared_review_unit_hash": "44caf915fdb234aa36d831815b7d1bc287b6147487340a6a5b2e83ee6b415939", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36070, - "estimated_input_tokens": 9018, - "estimated_eval_tokens": 18292 + "serialized_chars": 36053, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft edges look like false positives; the items span unrelated bugs/features across loading, tokenization, training, CI, model-specific regressions, and Python-version issues.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: this is a heterogeneous set of unrelated issues, not a duplicate cluster around one underlying bug.", + "summary": "This set is mostly a loose collection of unrelated Transformers issues. The only plausible duplicate edge is the import-time slowdown report versus the import-* removal/performance issue; the rest differ by model, code path, or failure mode.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 44246 is the clearest user-facing symptom report for the only plausible duplicate area here: intermittent slowness when importing transformers.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good cluster representative; none of these appears to subsume or clearly represent the others.", + "best_issue_reason": "Issue 44246 is the best representative anchor for this cluster because it describes the broad import-time regression directly and can absorb the related fix-oriented performance issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different code paths: cache/layer update no_grad behavior versus broad import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated failures: SGD optimizer args not used versus importing Trainer breaking with datasets installed." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are loading errors, but they concern different models and likely different missing-key paths." + }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs passthrough is unrelated to Qwen3.5 variable-length position_ids behavior." + "reason": "Scheduler kwargs bug versus Qwen3.5 variable-length position_ids failure; no shared underlying bug." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Qwen3-VL 2D bbox hallucinations and RTDetr loss infeasible-cost-matrix errors are different model/code paths." + "reason": "Both are vision-related, but one is Qwen3-VL bbox output hallucination and the other is RTDetr loss infeasibility." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are distinct problems." + "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are different issues." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "BART generate decoder_attention_mask bug is unrelated to tokenizer loading regression." + "reason": "Bart generate decoder_attention_mask error is unrelated to tokenizer-loading regression." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file errors and a torch.jit.script parsing IndentationError are different failures." + "reason": "Both mention import/runtime failures, but one is about compiled Python files and the other is a DebertaV2Model torch.jit parsing issue." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State-dict load ordering and Gemma pipeline roundtrip tokenization are not the same bug." + "reason": "State-dict sorting load error and Gemma pipeline roundtrip issue are different failure modes." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config missing vocab_size and FSDP2+PEFT optimizer-state corruption are unrelated." + "reason": "Gemma3Config missing vocab_size is unrelated to the FSDP2/PEFT optimizer-state bug." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Load-time state_dict ordering and missing vision config fields are different issues." + "reason": "Both involve model loading, but one is state-dict ordering and the other is a missing config field on Qwen3_5MoeVisionConfig." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Missing set_seed in SamHQ tests and xdist race on captured_info.txt are separate CI/test problems." + "reason": "Both are test flakiness, but one is missing set_seed coverage and the other is an xdist race on captured_info.txt." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both mention import time, but one is about removing import * while the other is a vague slowdown report; no shared concrete code path." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "Cache/layer update no_grad decoration is unrelated to a broad claim that v5 breaks too many models." + "accept": true, + "reason": "These describe the same underlying performance problem: import transformers is slow, with 41669 pointing at import-* in models as the likely cause." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and Qwen2-57B tp OOM are not the same underlying defect." + "reason": "Tensor parallel training bug versus OOM when loading a specific large Qwen2 model under tp; not the same bug." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment and patchtsmixer post_init validity are unrelated model issues." + "reason": "CLIPOutput attentions regression and patchtsmixer post_init validation are unrelated." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "no_grad decoration for cache updates is unrelated to Python 3.9/3.10 compatibility." + "reason": "Cache/layer no_grad decoration and Python 3.9+ load incompatibility are distinct issues." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State_dict sorting/load errors do not match Qwen3.5 save_pretrained visual-key regression." + "reason": "Load-time state_dict sorting bug and save_pretrained visual-encoder key regression are different directions of the pipeline." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained failure are different models and failure modes." + "reason": "Different models and missing-key symptoms; one is UMT5Encoder, the other Qwen3.5 MoE loading." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch ImportError is unrelated to a tokenizer loading regression." + "reason": "PyTorch missing ImportError for AutoModel is unrelated to tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIPOutput attentions omission and CLIP text-model structure inconsistency are not the same fix." + "reason": "Both are CLIP-related, but one is attentions assignment and the other is structural divergence in text models." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer activation discussion and DeepseekV3MoE divergence are unrelated." + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "SamHQ test seeding and Phi-4 multimodal load failure are different bugs." + "reason": "Test seeding flakiness is unrelated to loading Phi-4-multimodal-instruct on latest transformers." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Seed-related test flakiness and GraniteSpeech stale device override are separate CI issues." + "reason": "Both are CI/test reports, but they involve different tests and failure mechanisms." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test seeding flakiness is unrelated to auto_mappings referencing removed configs." + "reason": "Seed-related test flakiness and auto_mappings references to removed configs are different CI failures." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Unexpected API requests with local_files_only and AddedToken special-kwarg duplication are unrelated." + "reason": "local_files_only still triggering API calls is unrelated to AddedToken receiving duplicate special kwargs." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup behavior change and SmolVLM num_frames meaning are separate feature/regression reports." + "reason": "Tokenizer cleanup behavior change and SmolVLM num_frames inconsistency are unrelated regressions." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation tensor indexing and trust_remote_code cache FileNotFoundError are different code paths." + "reason": "KV-cache continuation tensor indexing and trust_remote_code cache FileNotFoundError are different server/loading bugs." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload failure after upgrade are not the same defect." - }, - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 save_pretrained MoE issue and missing tensor-parallel plan are different concerns." - }, - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "Missing Qwen2_5_VL import and cache FileNotFoundError are unrelated failures." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "local_files_only API requests and GLM-5 RoPE implementation discussion are unrelated." + "reason": "Both are v5 loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility; not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft edge (41669 \u2194 44246) is supported by both titles being import-performance related, and the rejections avoid overclaiming shared bugs across different models/code paths." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17814,7 +17883,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:29870", "issue:30333", @@ -17865,6 +17934,9 @@ "issue:46726" ], "soft_pairs": [ + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", "issue:43874|issue:46617", "issue:43010|issue:43065", "issue:44387|issue:44556", @@ -17877,19 +17949,19 @@ "issue:30990|issue:31795", "issue:43502|issue:44222", "issue:43502|issue:44961", - "issue:46664|issue:46726", "issue:43010|issue:43232", + "issue:46664|issue:46726", "issue:43827|issue:44961", "issue:30333|issue:36296", - "issue:29870|issue:31795", "issue:43299|issue:44556", + "issue:29870|issue:31795", "issue:33453|issue:34689", "issue:44355|issue:45071", "issue:43576|issue:45071", "issue:42757|issue:43576", "issue:44315|issue:44360", - "issue:31795|issue:38617", "issue:43576|issue:43824", + "issue:31795|issue:38617", "issue:44961|issue:45468", "issue:44485|issue:44961", "issue:44351|issue:46617", @@ -17899,241 +17971,271 @@ "issue:43475|issue:46617", "issue:46143|issue:46144", "issue:44222|issue:44230", - "issue:44315|issue:46209", - "issue:41628|issue:42548" + "issue:41628|issue:42548", + "issue:44315|issue:46209" ], - "prepared_review_unit_hash": "d81f0df296cd0ddcbb4ebd0f46ce5ce4f39c5473f0b587dfba99b2366fe044e0", + "prepared_review_unit_hash": "293539a426c627c7db47f088abd64132e470464f30ed1c0e380007066a1764bf", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 37389, - "estimated_input_tokens": 9348, - "estimated_eval_tokens": 18952 + "soft_pair_count": 39, + "serialized_chars": 38290, + "estimated_input_tokens": 9573, + "estimated_eval_tokens": 19402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are separate regressions, import errors, docs issues, or model-specific bugs. I would not merge any of the soft pairs; they mostly share only broad subsystem or version-regression wording.", - "confidence": 0.26, - "canonical_issue_reason": "issue:43576 is the most cluster-like representative because it is a clear v5 regression report and sits near several other version-related similarity links, even though the overall cluster is noisy.", + "summary": "These items are mostly unrelated issue reports that only share broad keywords like loading, import, v5, or fp8. I do not see any soft pair that clearly describes the same underlying bug/change, so I reject all candidate duplicates. If one issue has to serve as the cluster anchor, #43576 is the clearest high-signal user-facing regression.", + "confidence": 0.91, + "canonical_issue_reason": "#43576 is the most broadly actionable, user-facing regression in the set and has the strongest signal for being a representative anchor; the rest are largely unrelated issues rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best anchor for triage because it is a concrete, user-facing regression issue with the broadest apparent similarity neighborhood in this mixed set.", + "best_issue_reason": "#43576 is the best standalone issue to keep because it is concrete, reproducible, and broadly relevant, even though the surrounding items do not form a true duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention MoE/FP8/tensor parallelism, but one is about save_pretrained and the other about missing _tp_plan for loading/parallelism; different bugs." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "One is a missing Qwen export import error; the other is a cache FileNotFoundError for trust_remote_code. Different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated code paths." + }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Different failures: multimodal token counting vs cache-loading FileNotFoundError." + "reason": "Missing get_number_of_image_patches in GLM46V is unrelated to cache file lookup failures." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Unrelated code paths: generation cache updates vs a SAM3 pixel decoder placeholder layer." + "reason": "Cache/layer no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are different fixes in different components." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Both are version-related regressions, but one is int4 OOM and the other is checkpoint reload incompatibility." + "reason": "int4 quantization OOM and checkpoint reload failures after upgrade are separate regression classes." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "One is a broken CLI command; the other is an AttentionInterface behavior change in registered functions." + "reason": "Broken env command and AttentionInterface.register behavior are unrelated." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 MoE loading, but the reported failure modes are too different to treat as the same bug." + "reason": "Missing _tp_plan for tensor parallelism and Qwen3.5 MoE from_pretrained errors are model-family-adjacent but not the same concrete bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training is unrelated to tokenizer loading regression." + "reason": "MLflow reporting on failed jobs and tokenizer loading regression are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "No shared concrete bug: compiled Python file errors vs severe slowdown after upgrade." + "reason": "Compiled Python file errors and a preprocessing slowdown after upgrade are different problems." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different exported symbols and likely different breakages." + "reason": "Both are import errors, but they involve different missing symbols and likely different export regressions." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Different Qwen3.5 MoE problems: tensor-parallel plan vs config field dropping." + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are distinct config/model issues." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang is not the same as documentation confusion about forward arguments." + "reason": "Sentence Transformers loading hangs and documentation confusion about forward arguments are not the same bug." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only network leakage and FP8 save_pretrained are unrelated." + "reason": "Network access despite local_files_only and FP8 save_pretrained are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "API calls despite local_files_only is unrelated to the placeholder issue." + "reason": "A real bug about local files only does not match the unrelated 'racoon' issue." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Video num_frames semantics and missing-vision-backend processor errors are different issues." + "reason": "Both touch generation/cache behavior, but one is about no_grad decoration and the other about sync_gpus/_update_model_kwargs_for_generation; different code-path failures." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "Both touch generation internals, but one is a no_grad/cache update issue and the other is sync_gpus behavior." + "reason": "Video num_frames semantics and missing vision backend handling in AutoProcessor are different issues." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue." + "reason": "Documentation still referencing pipeline() and 'racoon' are unrelated." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow failure reporting and tensor-parallel training bugs are different." + "reason": "MLflow failure reporting and tensor parallel training bugs are unrelated." }, { - "left": "issue:29870", - "right": "issue:31795", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "A concrete generate() UnboundLocalError is not the same as documentation ambiguity." + "reason": "Both are version-related loading regressions, but they concern different models and different failure modes." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:29870", + "right": "issue:31795", "accept": false, - "reason": "Both are upgrade/reload regressions, but they concern different model families and failure modes." + "reason": "BART generate UnboundLocalError and forward-argument documentation confusion are not the same underlying bug." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama vision model loading breakage are not the same code-path problem." + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are separate loader issues." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors are unrelated to PretrainedConfig type-checking changes." + "reason": "Compiled Python file errors and PretrainedConfig type checking breakage are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command and type-checking regression are separate issues." + "reason": "Broken env command and type checking regressions are different subsystems and symptoms." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Hugging Face Hub import failure is not the same as the transformers env command bug." + "reason": "Missing is_offline_mode import and the env command regression are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application and DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel application under model_init and a DSA indexer ReLU discussion are unrelated." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Docs confusion about model.forward is unrelated to an import error for layer_type_validation." + "reason": "Env command breakage and a Qwen model import error do not share the same bug." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "CLI/environment command breakage is unrelated to missing Qwen2.5-VL class import." + "reason": "Docs confusion and an ImportError for layer_type_validation are not the same issue." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue and Gemma audio positional encoding bug do not match." + "reason": "The placeholder racoon report and a Gemma-4 audio positional encoding bug are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation discussion is unrelated to the placeholder issue." + "reason": "GLM-5 RoPE implementation and the racoon placeholder issue are not connected." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache export and trust_remote_code cache FileNotFoundError are different failures." + "reason": "Missing HybridCache import and cache FileNotFoundError are both load-related but clearly different failures." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and stale docs about return_all_scores are unrelated." + "reason": "Tensor parallel training bug and text-classification docs mentioning return_all_scores are unrelated." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support limitation is unrelated to the placeholder issue." + "reason": "Flash Attention 2 support for NemotronH and the racoon issue are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command in v5 and Python 3.14 load failure are different regressions." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute and cache FileNotFoundError are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Closely related topic, but one is kwargs propagation and the other is attention-interface wiring; not enough evidence of the same exact bug." + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not the same concrete bug." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained and FP8 inference support are different sides of the feature, not the same bug." + "reason": "FP8 save_pretrained and FP8 inference support are different phases of the workflow and different bugs." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Liger Kernel/model_init and FP8 inference on B200 are unrelated." + "reason": "AutoImageProcessor and PreTrainedModel import errors involve different missing exports." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Different missing imports: AutoImageProcessor vs PreTrainedModel." + "reason": "Liger Kernel not applied with model_init and FP8 inference failure on B200 are unrelated." } ] }, @@ -18155,7 +18257,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:31795", "issue:33453", @@ -18226,8 +18328,8 @@ "issue:45278|issue:45850", "issue:42371|issue:44492", "issue:41669|issue:46218", - "issue:43408|issue:44315", "issue:44230|issue:46095", + "issue:43408|issue:44315", "issue:44246|issue:44273", "issue:42890|issue:44908", "issue:43576|issue:44908", @@ -18236,8 +18338,8 @@ "issue:44908|issue:45071", "issue:44295|issue:45230", "issue:44297|issue:45230", - "issue:44704|issue:44908", "issue:44492|issue:46328", + "issue:44704|issue:44908", "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:43976|issue:45850", @@ -18248,20 +18350,20 @@ "issue:44315|issue:44829", "issue:43519|issue:46655" ], - "prepared_review_unit_hash": "99b0ae1eff571664970d8fba004eeca8e74d63c2151bf007c401477e0c56b6d6", + "prepared_review_unit_hash": "ba96c85a95fe82630f3d7146a39788b6afebc4e9a6025602155a7001cb47ceab", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 40, - "serialized_chars": 39085, + "serialized_chars": 39087, "estimated_input_tokens": 9772, "estimated_eval_tokens": 19800 }, @@ -18270,262 +18372,259 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated bug reports; the only plausible duplicate pair is a narrow v5 checkpoint-loading regression subcluster.", - "confidence": 0.36, - "canonical_issue_reason": "44556 is the most concrete anchor in the set: it describes a specific v5 checkpoint reload failure, and it is the best fit for the only plausible related duplicate (45092).", + "summary": "This cluster is mostly a false-positive similarity set: the issues span unrelated regressions, model-specific bugs, import/load problems, and documentation/API changes. I found no soft pair that looks like a true duplicate or one mergeable underlying fix.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest concrete regression report here: it captures multiple import failures after upgrading from 4.57.0 to 5.5.0, which makes it the best umbrella issue among otherwise scattered v5 breakage reports.", "canonical_pr_reason": null, - "best_issue_reason": "44556 is the most actionable issue here because it has a clear failure mode and a specific compatibility regression, while most other items are broader or unrelated.", + "best_issue_reason": "issue:45278 is the most representative and triage-friendly issue in the set because it is concrete, version-scoped, and broad enough to stand in for several upgrade/import regressions without being overly vague.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Both are about model breakage, but one is a Qwen3.5 chat crash and the other is a vague umbrella report; not the same bug." + "reason": "Qwen3.5 chat crash is a specific model/runtime bug; the other is a generic complaint about v5 breaking many models." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Cache-related wording overlaps, but one is a chunked_prefill cache regression and the other is a cache-strategy typo; different issues." + "reason": "One is a cache-missing regression during chunked prefill; the other is a typo in cache strategy docs/labels." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM video num_frames semantics are unrelated model/processor bugs." + "reason": "GLM-5 RoPE implementation and SmolVLM video frame semantics are unrelated bugs in different code paths." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading failure and TensorBoard-without-TF backend error are different code paths and symptoms." + "reason": "Lazy loading/import behavior and a TensorFlow backend installation error are different failure modes." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "One has a concrete processor.save_pretrained missing-files bug; the other is too generic to establish sameness." + "reason": "A missing processor save file bug is not the same as an unscoped generic bug report." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading is not working and unsafe sys.modules access are both import-related but not the same concrete bug." + "reason": "Both touch import mechanics, but one is lazy loading not working and the other is unsafe sys.modules access; not the same defect." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen3.5/MoE, but one is a general bug report and the other is a tensor-parallelism missing-attribute issue." + "reason": "Different Qwen3-MoE issues: FP8/inference support versus missing tensor-parallel plan." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to SmolVLM video processing." + "reason": "DSA indexer/ReLU discussion is unrelated to video processor frame handling." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are unrelated." + "reason": "Qwen3-VL 2D box output errors are unrelated to PretrainedConfig type checking breakage." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3-VL family behavior, but bbox output errors and an infinite loop on a specific image are different failures." + "reason": "Same model family, but one is 2D bbox hallucination/error and the other is an infinite loop on a specific image; different root problems." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-* removal / import-time slowdown is not the same as the chunked_prefill cache regression." + "reason": "Import-* slowdown is a lazy import/performance issue, not the same as missing cache in chunked prefill." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 breakages, but one is the env command and the other is checkpoint reload compatibility." + "reason": "Broken env CLI and checkpoint reload incompatibility are both v5 regressions but not the same code-path bug." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is a specific config bug, not the same as a broad 'v5 breaks many models' report." + "reason": "Missing pad_token_id in one config is a specific API break, not the same as a generic 'v5 breaks too many models' complaint." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is model-specific and not the same as the umbrella v5 complaint." + "reason": "Different config attribute regression; too broad to treat as the same underlying issue." }, { "left": "issue:44556", "right": "issue:45092", - "accept": true, - "reason": "Both report v5 checkpoint-loading failures for older checkpoints; they plausibly share the same meta-init / reload regression." + "accept": false, + "reason": "Both relate to loading old checkpoints after v5, but the affected models and failure causes differ." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is a narrow fix, not the same as a broad compatibility complaint." + "reason": "A cache-strategy typo is not the same as a generic version-breakage report." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Many import errors after upgrade overlaps only at a very high level with the generic v5 breakage report." + "reason": "Both are broad v5 regressions, but one is specifically about import errors after upgrade while the other is a vague general complaint." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and cache-strategy typo are unrelated." + "reason": "TF32 API settings and cache strategy naming are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-* cleanup/perf and a missing model module import are not the same bug." + "reason": "Import-time slowdown from removing import * is not the same as failing to import a specific Qwen3_5 module." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "SAM model-type warning and Liger kernel application are unrelated." + "reason": "FP8 inference support for Qwen3-VL/MoE is different from a weight-conversion script question." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Qwen3-VL FP8 inference support and DeepSeek weight conversion are different feature requests." + "reason": "Model-type mismatch warning and Liger Kernel application during model_init are unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both are import/lazy-loading adjacent, but one reports slow imports and the other says lazy loading is broken; not enough to call them the same bug." + "reason": "Import slowness and lazy-loading correctness are related broadly, but not the same concrete bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in integration tests and inverse_sqrt scheduler kwargs handling are unrelated." + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "An env-command failure and a scheduler-kwargs bug do not share a concrete code path." + "reason": "Broken env CLI and scheduler kwargs loss are different subsystems and defects." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support gating and Qwen3-VL bounding-box hallucination are unrelated." + "reason": "Flash Attention 2 support error in Nemotron is unrelated to Qwen3-VL bounding-box generation issues." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility and Qwen3-VL bbox output are different problems." + "reason": "Python version compatibility and Qwen3-VL output bugs are not the same problem." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate API issues." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error is a specific bug; the other issue is too vague to match." + "reason": "Buffer access error for position_ids is unrelated to the generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer.save_pretrained mismatch is concrete; the paired issue lacks enough detail to establish duplication." + "reason": "tokenizer_class mismatch in save_pretrained is a distinct tokenizer serialization bug." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "AutoProcessor cached_file kwargs and inverse_sqrt scheduler kwargs are different kwargs bugs in different subsystems." + "reason": "Cache-strategy typo and SequenceFeatureExtractor padding slowdown are unrelated." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Cache-strategy typo and feature-extractor padding performance are unrelated." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different code paths." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-* slowdown and missing HybridCache import are different import issues with no shared failure mode." + "reason": "Import * removal performance regression is not the same as HybridCache import failure." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-performance cleanup and a testing_utils bug are unrelated." + "reason": "Import-time slowdown and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python-version compatibility is not the same as a generic v5 breakage umbrella." + "reason": "Python compatibility breakage is not the same as a generic 'many models break' complaint." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python-version support and a missing model import are unrelated." + "reason": "Python version support and a missing Qwen3_5 module are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and a tied-weights AttributeError are different model utility bugs." + "reason": "Optional post_init enforcement and _get_tied_weight_keys list handling are different issues." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion and tokenizer loading regression are not the same issue." + "reason": "Documentation confusion about forward arguments is not a tokenizer loading regression." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading malfunction are both v5-related but not the same concrete bug." + "reason": "Broken env command and lazy loading problems are both import/tooling-adjacent but not the same bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger-kernel application and Flash Attention 3 training degeneration are unrelated." + "reason": "Liger Kernel application during model_init and flash_attention_3 training degeneration are different defects." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Incorrect timestamp calculation and incorrect padding calculation are both processor bugs, but for different models and code paths." + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding calculation are separate video-processor bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and the soft-edge judgments are appropriately conservative. The lone accepted pair, 44556\u201345092, is a plausible duplicate match based on the shared v5 checkpoint-loading/meta-init failure mode, and the other pair rejections do not overstate similarity." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18540,7 +18639,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:28348", "issue:29870", @@ -18594,25 +18693,25 @@ "soft_pairs": [ "issue:44360|issue:45468", "issue:44273|issue:44908", - "issue:45468|issue:46894", "issue:44655|issue:44861", "issue:45230|issue:45310", - "issue:43519|issue:44485", + "issue:45468|issue:46894", "issue:43576|issue:46218", + "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:41669|issue:43704", "issue:31795|issue:34689", "issue:43704|issue:44485", "issue:44485|issue:45468", "issue:46018|issue:46172", - "issue:43502|issue:43519", "issue:42371|issue:43704", + "issue:43502|issue:43519", "issue:45850|issue:46218", "issue:43519|issue:44623", "issue:44263|issue:45468", "issue:43606|issue:45468", - "issue:43519|issue:43704", "issue:43298|issue:46095", + "issue:43519|issue:43704", "issue:44351|issue:46218", "issue:43352|issue:46218", "issue:42913|issue:43066", @@ -18636,292 +18735,292 @@ "issue:43298|issue:44230", "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "9aeb22711fc6cd75fb3e2dc8c2c0e5c511093c249ebf92a7b1833e35f999589f", + "prepared_review_unit_hash": "1f67e308582488ad022eb5fbf9a6debb032ab0a49c93134b178682adc0a4eba1", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 43, - "serialized_chars": 39626, - "estimated_input_tokens": 9907, - "estimated_eval_tokens": 20070 + "serialized_chars": 39629, + "estimated_input_tokens": 9908, + "estimated_eval_tokens": 20072 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers regression and model-specific bug reports. The soft pairs mostly overlap only at a broad subsystem or version level, not at the same concrete defect, so none are safe duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set ('Since 5.0 version it breaks too many models'), so it best matches the cluster's general v5-regression theme.", + "summary": "These issues are mostly unrelated Transformers bugs, feature requests, and docs regressions. Several look semantically similar on the surface, but none are the same concrete underlying change, so I rejected all soft edges. The broad v5 regression report is the closest cluster anchor.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report and is the closest thing to a cluster anchor among these mostly unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the closest thing to a cluster representative because it captures the widest shared theme across the group, even though it is too generic for strict dedupe.", + "best_issue_reason": "issue:45850 is the best representative issue overall, but it is still too generic to serve as a precise duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Different bug areas: DSA indexer/ReLU vs Gemma-4 audio positional encoding." + "reason": "Different model/component bugs; no shared code path." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated issues." - }, - { - "left": "issue:45468", - "right": "issue:46894", - "accept": false, - "reason": "Different models and failures: Gemma-4 audio encoding vs CohereASR training-loss shift." + "reason": "Lazy loading vs scheduler kwargs; unrelated subsystems." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Both touch save_pretrained, but one is pipeline saving and the other is tied-weight key handling." + "reason": "save_pretrained pipeline issue vs tied-weight key crash." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression." + "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:45468", + "right": "issue:46894", "accept": false, - "reason": "Timestamp calculation in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." + "reason": "Different models and failure modes; not the same bug." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "transformers env command breakage is not the same as Qwen3_5ForCausalLM import failure." + "reason": "CLI env command breakage vs model import error." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp bug vs RoPE implementation bug." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler timescale kwargs are different code paths." + "reason": "Processor bug vs learning-rate scheduler bug." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance and VRAM leak in Qwen3ForCausalLM are unrelated." + "reason": "Import-star cleanup vs VRAM leak; different changes." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion in forward() is not the same as a Llama 3.2 Vision model-loading breakage." + "reason": "Documentation confusion vs model loading regression." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads does not match GLM-5 RoPE logic." + "reason": "VRAM leak vs RoPE implementation; unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different model-specific implementations." + "reason": "Different model-specific implementation bugs." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating behavior and a comb transpose/dtype issue are different defects." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "local_files_only network access and Qwen3VL timestamp calculation are unrelated." + "reason": "Both deepseek-v4, but distinct issues and code paths." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings and a VRAM leak are different concerns." + "reason": "TF32 settings change vs dataloader-thread memory leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Offline loading/network leak vs timestamp computation." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakage complaint is not the same bug as the Qwen3_5ForCausalLM import error." + "reason": "Broad v5 regressions vs a specific model import failure." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and missing save_pretrained files are different save/load paths." + "reason": "Processor timestamp bug vs missing files on save_pretrained." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." + "reason": "Indexer split behavior vs audio positional encoding bug." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is not the same as Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch vs Gemma-4 audio encoding." }, { - "left": "issue:43519", - "right": "issue:43704", + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "Qwen3VL timestamp logic and Qwen3ForCausalLM VRAM leakage are separate bugs." + "reason": "Continuous batching support vs weight conversion question." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:43519", + "right": "issue:43704", "accept": false, - "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are unrelated." + "reason": "Processor timestamp bug vs VRAM leak." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are distinct symbols." + "reason": "Different missing import symbols and causes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support for NemotronH is unrelated to a Qwen3_5 module import error." + "reason": "Flash-attention support gap vs import failure." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer changes in v5, but the titles indicate different symptoms and not the same concrete failure." + "reason": "Related tokenizer-v5 symptoms, but not clearly the same concrete bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2LMHeadModel flash-attn support request is not the same as a generic Flash Attention 2.0 issue." + "reason": "Specific GPT-2 FA2 support request vs generic Flash Attention topic." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and unrelated placeholder issue." + "reason": "Scheduler bug vs unrelated placeholder issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and unrelated placeholder issue." + "reason": "Cache typo vs unrelated placeholder issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression and unrelated placeholder issue." + "reason": "CLIPOutput attention regression vs unrelated placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Placeholder issue text does not match the v5 regression umbrella." + "reason": "Unrelated placeholder issue vs broad v5 regression report." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure and unrelated placeholder issue." + "reason": "Python 3.14 load failure vs unrelated placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key AttributeError and apply_chat_template tool-call crash are different code paths." + "reason": "Tied-weights crash vs chat-template tool-call crash." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and a missing import symbol are unrelated." + "reason": "Slow checkpoint loading vs import error; different root causes." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." + "reason": "Missing config field vs tied-weights crash." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id missing and tied-weight key handling are different bugs." + "reason": "Llama4 config attribute error vs tied-weights crash." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen3-VL/MoE support request is unrelated to processor save_pretrained missing files." + "reason": "FP8 inference support request vs missing save_pretrained files." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is NemotronH support; not the same change." + "reason": "Both Flash Attention 2.0, but different models and support gaps." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." + "reason": "Generate-time decoder mask bug vs slow checkpoint loading." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow job finalization and from_pretrained loading speed are unrelated." + "reason": "MLflow reporting on failed jobs vs checkpoint loading speed." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness and tensor-parallel training bug are different problems." + "reason": "Loading performance issue vs tensor-parallel training bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance and forward() documentation confusion are unrelated." + "reason": "Checkpoint load slowdown vs documentation confusion." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different issues." + "reason": "FP8 support request vs from_pretrained regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 infer support are not the same bug." + "reason": "Audio continuous batching support vs FP8 inference support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated." + "reason": "Init-weights behavior vs attention-interface usage; unrelated code paths." } ] }, @@ -18943,7 +19042,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-504", + "cluster_id": "cluster-10000-505", "nodes": [ "issue:37934", "issue:42936", @@ -18967,100 +19066,100 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "e9e8ca31ee4f5f97635cd8dc823b9b72aae3beb9946c25905e2b971e34a6881f", + "prepared_review_unit_hash": "342b8a3cc0b71f45cd9dd0d12bbf6debcd6cff2ca65117eea7543f1b29e87298", "component_budget": { - "node_count": 504, - "item_count": 504, - "soft_pair_count": 1853, - "serialized_chars": 961383, - "estimated_input_tokens": 240346, - "estimated_eval_tokens": 480948 + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 11, - "serialized_chars": 7776, - "estimated_input_tokens": 1944, - "estimated_eval_tokens": 4144 + "serialized_chars": 7778, + "estimated_input_tokens": 1945, + "estimated_eval_tokens": 4146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated models, configs, tokenizer warnings, and attention/loss issues. There is no convincing duplicate thread or single underlying bug spanning the set, so all soft edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is a loose collection of unrelated closed issues across different models and subsystems. The soft-similarity matches are superficial; none describe the same underlying bug or fix.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43240 is the most substantive and broadly bug-shaped report in the set, with multiple inbound references and a concrete runtime behavior problem. Even so, it is not truly representative of the others beyond generic wording.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42936 is the most self-contained, concrete bug report in the set, but it is not a valid duplicate anchor for the rest of the cluster because the other items are unrelated.", + "best_issue_reason": "Issue 43240 is the best standalone issue to anchor the cluster because it describes an actionable code-path defect rather than a typo, config type hint, or model-specific question.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different models and failure modes: Mask2former ignore_value handling vs DeepSeek-V4 shared expert gating." + "reason": "Different models and different bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating. No shared code path or concrete duplicate evidence." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Unrelated components: a ModernBERT config type-hint bug vs a tokenizer regex warning regression." + "reason": "A config type-hint mistake is unrelated to tokenizer regex warnings. Different subsystems and different fix types." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Different bugs: Mask2former ignore_value usage vs loss-function kwargs propagation." + "reason": "Both mention loss-related behavior, but one is Mask2Former ignore_value usage and the other is kwargs propagation into loss calculation. Not the same bug." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Different code paths: loss kwargs forwarding vs RoFormer attention interface usage." + "reason": "Loss-function kwargs plumbing and RoFormer attention interface usage are unrelated code paths with no clear duplicate overlap." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former loss masking issue is unrelated to tokenizer warning behavior." + "reason": "Mask2Former loss ignore_value handling is unrelated to a tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different subsystems and symptoms; no shared underlying bug." + "reason": "Different model components and failures: segmentation loss handling vs RoFormer attention implementation details." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Model loss masking bug vs a typo in a quantization-related attribute name." + "reason": "Mask2Former loss behavior and a typo in a quantization-operation name are not the same underlying issue." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Both are small correctness issues, but they affect different files and concerns: type hint vs typo." + "reason": "A ModernBERT config type hint bug and a quantization typo are distinct, isolated correctness issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and config type-hint correctness are unrelated." + "reason": "Passing kwargs to a loss function is a runtime behavior bug; incorrect type hints in config are a separate API annotation issue." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 norm implementation question is unrelated to ModernBERT norm_eps typing." + "reason": "Llama4TextL2Norm normalization semantics and ModernBERT norm_eps typing are unrelated model-specific concerns." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different model-specific bugs with no shared code path or underlying defect." + "reason": "Mask2Former ignore_value usage and ModernBERT config typing are different bugs in different modules." } ] }, @@ -19093,52 +19192,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "750cbe32a821e78ef8a5043dfa0cda25f94b871327d259edff3326433e7f715f", + "prepared_review_unit_hash": "b8e6a5d5263485ccabfe804a29233aa02e0ec57502b15fc78bdd8e8175696431", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2878, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: they request unrelated features in different areas (token truncation behavior, a ReduceLROnPlateau-like training utility, and Wav2Vec2 word boundary timestamps). Similarity is only superficial/lexical.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical issue exists for this cluster because the topics are unrelated. If one must be picked, issue 10519 is the most substantial and broadly described feature request, but it is not a duplicate of the others.", + "summary": "These three issues are not duplicates of one another; they only share weak lexical similarity. One is about tokenizer truncation direction, one asks for ReduceLROnPlateau-like scheduler behavior, and one asks for Wav2Vec2 word boundary timestamps.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 10519 is the most concrete and self-contained request, but the cluster is heterogeneous, so there is no strong canonical duplicate here.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the best representative only in the sense that it is the clearest, most developed request with the most discussion; however, it should not be treated as the same underlying problem as the other issues.", + "best_issue_reason": "10519 is the clearest standalone feature request; the other two discuss unrelated functionality in optimization scheduling and speech timestamping.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different requests: truncation-from-beginning option vs Wav2Vec2 word time offsets. No shared bug or code path." + "reason": "Different feature areas: truncation strategy for tokenization vs word-level time offsets in Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature requests: tokenizer truncation behavior vs ReduceLROnPlateau-like scheduler functionality." + "reason": "Unrelated problems: tokenizer truncation behavior vs learning-rate scheduling functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different domains and problems: learning-rate scheduling utility vs speech model word timestamp extraction." + "reason": "No shared bug or change path; one is about scheduler behavior, the other about speech model timestamp extraction." } ] }, @@ -19170,7 +19269,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "a25e5d1193255f199bbc9b36d0ff1f89521c26bbc292c971f10bd6d1e261cd85", + "prepared_review_unit_hash": "10b60d719a3361ec5674af017e9d799dedb325f03342667b7cd6feebbacd8462", "component_budget": { "node_count": 3, "item_count": 3, @@ -19192,24 +19291,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like three separate issue reports: one about Tapas tokenization mismatch, one about an authentication/error-message problem when downloading private models, and one about a generic model-loading failure for bert-base-uncased. The only plausible overlap is between the two loading-related issues, but the available titles suggest different failure modes and likely different root causes.", - "confidence": 0.72, - "canonical_issue_reason": "issue:16618 is the broadest and most representative model-loading report in this set, while the other two are either narrower auth/error-message behavior or a different preprocessing/tokenization problem.", + "summary": "All three issues appear to describe different problems: Tapas tokenization mismatch, a bad auth/download error for private models, and a general inability to load bert-base-uncased. No duplicate pair is strong enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": "issue #16618 is the broadest and most central model-loading report in this cluster, so it is the best representative even though it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the best standalone issue here because it targets an actual model-load failure rather than a peripheral symptom like an error message or an unrelated tokenization discrepancy.", + "best_issue_reason": "#16618 is the most general and user-visible failure case among the three, making it the best single issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization differences and a bert-base-uncased load failure are different code paths and different failure classes; not the same underlying bug." + "reason": "Different subsystem and symptom: Tapas tokenization behavior vs. model loading for bert-base-uncased. No evidence of the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention model access/loading, but one is specifically about a private-model download/auth error message while the other is a generic inability to load a public model; too different to merge as duplicates." + "reason": "#15980 is specifically about the error message when downloading a private model without login, while #16618 is about failing to load bert-base-uncased. The failure modes and contexts differ." } ] }, @@ -19239,7 +19338,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "6ab25d4163eea232cd9ccc20f3eacc079a175a4716b57b3bfcdd0f956a7c3413", + "prepared_review_unit_hash": "92a071a806af500be2cde6e1c59cd7c2d96345e6f7001d1b15a7ff9277c7c365", "component_budget": { "node_count": 2, "item_count": 2, @@ -19261,18 +19360,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct feature-request issues in the same general area, not duplicates: one is for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue here; the two issues request different capabilities for different code paths and should be tracked separately.", + "summary": "These are two separate enhancement requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a high-level theme but target different features and code paths, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #26350 is the better canonical issue only because it is older and has more discussion activity; it can serve as the representative issue for the cluster, but it is not a duplicate of #33260.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a better duplicate representative because they are unrelated feature requests rather than the same underlying problem.", + "best_issue_reason": "Issue #26350 is the strongest representative issue due to age and higher community activity, but it addresses a different request than #33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "They concern different enhancements (Flash Attention 2 vs GGUF) and do not describe the same underlying bug or change." + "reason": "Both are broad feature requests about supporting more architectures, but one is for Flash Attention 2 and the other for GGUF. They involve different underlying functionality and are not the same bug/change." } ] }, @@ -19337,7 +19436,7 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "711b8bf7a1ee6fcb602c25ab3d48cc8217a332111e613126ecd6e8a8b0efae8e", + "prepared_review_unit_hash": "816c28f1a012c75d0e2783f516ae3d9b441c3362d26b13451b5d6ef9cdf15a16", "component_budget": { "node_count": 9, "item_count": 9, @@ -19359,192 +19458,192 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster mostly contains similar-looking i18n translation requests, but only two small subgroups are true duplicates: the identical placeholder-title issues and the identical Thai-title issues. The concrete language-specific translation issues are not duplicates of each other.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43834 is the best anchor for the cluster because it is the earliest of the exact-title placeholder duplicates and the most neutral/template-like representative.", + "summary": "Most items are separate i18n translation requests, so the high textual similarity is mostly from a shared issue template rather than true duplicates. The only clear duplicate pair is the two identical Thai-titled issues; the generic placeholder-title issues also look like duplicates of each other.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43834 is the clearest representative of the duplicated placeholder-template group: it is the earliest generic '[i18n-] Translating docs to ' issue and matches the same near-identical template text seen in the other generic entries.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the most suitable issue to keep as the representative duplicate target for the placeholder-title subgroup; it is clean, neutral, and duplicated exactly by later copies.", + "best_issue_reason": "Issue 43834 is the best cluster representative because its title is the cleanest generic template form and it appears to be the anchor for the repeated placeholder duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different target languages; same i18n theme is too broad to be the same issue." + "reason": "Different concrete language request vs placeholder template; similar wording only." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different target languages; not the same concrete request." + "reason": "Different concrete language request vs placeholder template; not the same issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request vs generic placeholder title; not the same underlying issue." + "reason": "Turkish translation request is distinct from the generic placeholder entry." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different languages and separate translation requests." + "reason": "Different target language; these are separate translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation request; related theme only." + "reason": "Different target language; same subsystem but not the same underlying issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request does not match the generic placeholder issue." + "reason": "Spanish translation request is distinct from the generic placeholder entry." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language target; not a duplicate." + "reason": "Different concrete translation request vs placeholder template." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation request; separate issues." + "reason": "Spanish and Romanian translation requests are separate items." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language target; same subsystem is not enough." + "reason": "Different concrete translation request vs placeholder template." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request vs placeholder template issue; not the same issue." + "reason": "Romanian translation request vs generic placeholder; not the same underlying issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian-specific request and generic placeholder are not the same concrete task." + "reason": "Different concrete translation request vs placeholder template." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request vs generic placeholder; related but distinct." + "reason": "Romanian request is distinct from the generic placeholder entry." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different titles and different content; only shared i18n-like noise." + "reason": "Different titles and different translation request content; not clearly the same issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different titles and different content; not the same underlying request." + "reason": "Different titles and different translation request content; not clearly the same issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Identical placeholder-title issue; appears to be the same duplicated request." + "reason": "Both are the same generic placeholder translation issue and appear duplicate-by-template." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic placeholder title and matching issue shape; likely duplicate." + "reason": "Same generic placeholder title/body pattern; looks like a duplicate copy." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Placeholder translation issue vs unrelated Thai-text issue; not the same report." + "reason": "Placeholder template issue vs a different Thai-titled issue; not clearly the same artifact." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Placeholder translation issue vs unrelated Thai-text issue; not a duplicate." + "reason": "Placeholder template issue vs a different Thai-titled issue; not clearly the same artifact." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different title/content; no evidence they describe the same issue." + "reason": "Different titles; similarity is too superficial to treat as a duplicate." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Identical placeholder-title issues; same underlying duplicate request." + "reason": "Same generic placeholder translation issue; the two entries look interchangeable." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Same broad i18n theme, but the text/content is unrelated." + "reason": "Different title/content pattern; not enough evidence of the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different content and no shared concrete target." + "reason": "Different title/content pattern; not enough evidence of the same issue." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different issue content; only soft similarity from noisy text." + "reason": "Different titles and likely different reports; do not dedupe." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder translation issue vs unrelated Thai-text issue." + "reason": "Generic placeholder issue vs Thai-titled issue; not clearly the same underlying report." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder translation issue vs unrelated Thai-text issue." + "reason": "Generic placeholder issue vs Thai-titled issue; not clearly the same underlying report." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different titles/content; not the same underlying change or bug." + "reason": "Different titles and insufficient evidence of true duplication." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai title and same issue shape; likely duplicate." + "reason": "Identical Thai title and matching metadata strongly indicate a duplicate." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Thai titles differ and the content appears unrelated." + "reason": "Thai-titled issues differ; similarity alone is not enough to merge." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Thai titles differ and there is no clear evidence of the same underlying issue." + "reason": "Thai-titled issues differ; similarity alone is not enough to merge." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the placeholder-title issues form one exact-duplicate subgroup, and the two identical Thai-title issues form another. The soft-edge rejections are conservative, with language-specific translation requests kept distinct from each other and from the placeholder template issue. The chosen canonical issue is a reasonable earliest representative for the placeholder subgroup." + "feedback": "The judgments are conservative and grounded in the packet: the identical Thai issues (46222/46226) are a clear duplicate pair, and the three placeholder-template issues (43834/44365/44370) share identical titles with near-identical bodies, supporting duplicate-by-template calls. The negative verdicts on the concrete language-request issues versus the template/Thai items are also appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -19563,7 +19662,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-36718-20", + "cluster_id": "cluster-36718-21", "nodes": [ "issue:36718", "issue:36817", @@ -19573,6 +19672,7 @@ "issue:41211", "issue:42503", "issue:42738", + "issue:42954", "issue:43671", "issue:43837", "issue:43909", @@ -19592,6 +19692,7 @@ "issue:36817|issue:41211", "issue:36817|issue:43671", "issue:36817|issue:36879", + "issue:36817|issue:42954", "issue:36879|issue:41211", "issue:36879|issue:43909", "issue:36879|issue:44121", @@ -19609,9 +19710,15 @@ "issue:41211|issue:43671", "issue:42503|issue:43837", "issue:42503|issue:43671", - "issue:42503|issue:42738", + "issue:42503|issue:42954", "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", "issue:43671|issue:43837", "issue:43671|issue:45027", "issue:43671|issue:45177", @@ -19629,280 +19736,322 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "4c4ddf662c4ce625365e9e945921d446749b536bb265149cbc6619bc44d12c40", + "prepared_review_unit_hash": "30ebf7f2cc603557c8427f053e36393afa01847dbe8071a93fce517c8c6a2c44", "component_budget": { - "node_count": 20, - "item_count": 20, - "soft_pair_count": 41, - "serialized_chars": 25570, - "estimated_input_tokens": 6393, - "estimated_eval_tokens": 13042 + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28611, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 }, "budget": { - "node_count": 20, - "item_count": 20, - "soft_pair_count": 41, - "serialized_chars": 25570, - "estimated_input_tokens": 6393, - "estimated_eval_tokens": 13042 + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28611, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a duplicate set; it groups many unrelated model-addition/config issues that only share a broad \u2018add support for a model\u2019 pattern. All soft edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43837 is the cleanest concrete representative of the set, but there is no true canonical duplicate because the items cover distinct models and changes.", + "summary": "This cluster is heterogeneous: the items are mostly distinct model/support requests that share only broad wording like \"Add model\" or \"support\". I found no true duplicate pairs, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a real duplicate umbrella here; if a representative must be chosen, issue 36879 is the most generic and central model-add request, but only as a loose cluster stand-in.", "canonical_pr_reason": null, - "best_issue_reason": "43837 is the most self-contained and actionable model-support request in the group, with a specific target and clear scope.", + "best_issue_reason": "Issue 36879 is the best single representative because it is broad, clearly about adding a model, and sits near the center of the soft-similarity set\u2014though this still does not make the group duplicate-worthy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa keypoint matcher vs LoMa detector+matcher are different models/features, not the same change." + "reason": "Both are keypoint matching-related, but RoMa matcher and LoMa detector+matcher are different models/change requests, not the same concrete addition." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa matching and MiniCPM3 architecture work on unrelated code paths." + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; same repo theme only, not the same bug or feature." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are separate model additions." + "reason": "EuroBert config addition and DEIMv2 support are unrelated model requests." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS support are unrelated." + "reason": "EuroBert config vs Qwen3-TTS support; different model families and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different model targets." + "reason": "EuroBert config and RF-DETR model are different additions with no shared concrete code path." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are distinct model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model requests." + "reason": "RF-DETR and DEIMv2 are separate vision models; same broad area, not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR detection support is unrelated to the LFM2.5 audio model." + "reason": "RF-DETR vision model request vs LFM2.5 Audio 1.5B audio model request; different modality and implementation." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the weight-sparse transformer request are different changes." + "reason": "RF-DETR model request and OpenAI weight-sparse transformer request are unrelated architectures." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are separate model integrations." + "reason": "RF-DETR vision model and Qwen3-ASR support are different feature requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model additions." + "reason": "RF-DETR vs Qwen3-TTS support; unrelated model families and code paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR target different models and code paths." + "reason": "NeoBERT addition and Qwen3-ASR support are different model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT addition is unrelated to the sparse-transformer architecture request." + "reason": "NeoBERT and weight-sparse transformer are distinct language-model changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families." + "reason": "NeoBERT request vs LFM2.5 Audio 1.5B; different model types and modalities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model requests." + "reason": "RF-DETR and NeoBERT are unrelated model additions despite similar title phrasing." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different BERT-family models, not the same change." + "reason": "NeoBERT and ModernVBERT are different BERT-family models, not the same concrete feature." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture work and Qwen3-ASR support are unrelated." + "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer requests do not share the same code path." + "reason": "MiniCPM3 architecture request vs weight-sparse transformer request; different implementation targets." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model additions." + "reason": "MiniCPM3 and ModernVBERT are different model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated." + "reason": "MiniCPM3 architecture and Voxtral TTS support are separate tasks with different code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are distinct model requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated; shared \"add support\" wording is not enough." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model integrations." + "reason": "ModernVBERT models and Qwen3-ASR support are different model families and modalities." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated." + "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." }, { "left": "issue:42503", - "right": "issue:42738", + "right": "issue:42954", "accept": false, - "reason": "Both are BERT-related, but one is a model addition and the other is a broad RoPE architecture request, so not the same change." + "reason": "ModernVBERT models and XiaoMi MiMo are different model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated." + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs generic BERT-like models with RoPE; related area, but not duplicate concrete work." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and XiaoMi MiMo are different requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "Architectural model support request vs an unrelated personal issue; clearly not duplicates." + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model support requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo and DeepSeek-OCR2 are distinct model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are not the same issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related audio tasks but different model support changes." + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but target different modalities and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "TTS support and OCR model support are unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the sparse-transformer request are different code paths." + "reason": "Qwen3-TTS support and weight-sparse transformer support are unrelated." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models with different implementations." + "reason": "Qwen3-ASR support and LFM2.5 Audio 1.5B are both audio-related, but they are different models and separate features." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE vision-language encoder support are unrelated." + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the weight-sparse transformer request are different changes." + "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model additions." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model support and Granite SWA+sink option are unrelated." + "reason": "Audio model support and Granite SWA+sink option are not the same code-path problem." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are different architectural/model requests." + "reason": "Weight-sparse transformer request and EUPE are different model architectures." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are distinct audio-model support requests." + "reason": "Qwen3-ASR support and Voxtral TTS support are different audio-model integrations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated models." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and OCR support are different tasks and code paths." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are unrelated." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language related, but they are separate model requests." + "reason": "EUPE and TIPSv2 are both model proposals, but they are different models with different implementation targets." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and the unrelated personal issue are not comparable." + "reason": "ModernVBERT models and Mirko Privitera are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and the personal issue are unrelated." + "reason": "Voxtral TTS support and Mirko Privitera are unrelated." } ] }, @@ -19932,40 +20081,40 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "2d7d6453680eb82b93950edd48985cf1b7b17bbbe53bc22eb7d8fc96302e7658", + "prepared_review_unit_hash": "775839731d3002717140261b21504fd250f89da13e8450edb388bf378c14a5cf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1504, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1504, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, while the other is a Vision RoPE refactor. I would not cluster them as the same underlying problem.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 46443 is the more substantive technical/code-facing report; issue 38740 is a documentation/addition request and not a match for the refactor topic.", + "summary": "These two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the best representative issue in this set because it concerns an actual model/code refactor, whereas 38740 is a separate docs-oriented request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and artifact types: a docs/framework listing request versus a Vision RoPE refactor. No evidence they describe the same underlying bug or change." + "reason": "Different topics and scopes: docs/framework listing vs. Vision RoPE code refactor; no shared bug or change path." } ] }, @@ -19995,7 +20144,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "6b9445f54ab0ba731b63fa66035011606ddab2ff2b6620be971e16ab79e6ce17", + "prepared_review_unit_hash": "863c256ec8623f859d33128dcdad0c8f8680af9cd0b5661840458f2e246d359f", "component_budget": { "node_count": 2, "item_count": 2, @@ -20017,18 +20166,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one asks for block decoding support, while the other requests DeepSeek v3.2 model support. They affect different features and likely different code paths.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue is appropriate here because the issues are unrelated and should not be merged as duplicates.", + "summary": "The two issues do not look like duplicates: one is a generic request about block decoding, while the other is a model-specific request for DeepSeek v3.2 support. There are no shared files, targets, or concrete code-path indicators tying them together.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, issue 43037 is the more concrete user-facing feature request; issue 41084 is too vague and appears to target a different capability.", + "best_issue_reason": "Issue #43037 is the more concrete and actionable request; #41084 is too terse and underspecified to serve as a representative canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requests: block decoding implementation vs. DeepSeek v3.2 support. No shared bug or change scope is evident." + "reason": "These are about different concerns: block decoding versus support for a specific model version. The titles and available metadata do not indicate the same underlying bug or change." } ] }, @@ -20058,7 +20207,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "63f9882b9cf1dbe3711d37bea01f210bd043ef71f334b2a4e88895b88006c692", + "prepared_review_unit_hash": "4a3928abe7d49c9268e11bb8a59b7a012b71cccb0f14746b03a2956c4563c0cd", "component_budget": { "node_count": 2, "item_count": 2, @@ -20080,18 +20229,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other asks for TiledMLP integration to reduce memory footprint. They describe different feature requests with no shared targets or links.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other requests integrating TiledMLP for lower memory use. They concern different model components and different kinds of changes.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 41306 is the more specific, actionable request: it targets a concrete `from_pretrained()` API flag for TiledFusedLogitsLoss/FLCE.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 41306 is the best representative issue in this cluster because it has a clear, narrowly scoped implementation target rather than a broader architecture optimization proposal.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying requests and code paths: FLCE `from_pretrained()` flag vs TiledMLP memory-footprint integration; not the same bug/change." + "reason": "Different underlying requests: one is about exposing a FLCE/TiledFusedLogitsLoss flag in `from_pretrained()`, the other is about adding TiledMLP for memory reduction. They do not describe the same bug or change." } ] }, @@ -20121,7 +20270,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "8615373809aded4cc23d58bf2f63773f54860bc8a81c0984538cfc45b5574847", + "prepared_review_unit_hash": "41ed49a78c2e97b0d72a8c7e84876678c7362ce1002cc384dee1039cd06cfe5f", "component_budget": { "node_count": 2, "item_count": 2, @@ -20143,18 +20292,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely related through custom trainer support, but they address different problems: `remove_unused_column` customizability vs FLOPS estimation for custom trainers.", - "confidence": 0.96, - "canonical_issue_reason": "#43598 is the more concrete, code-path-specific issue to represent the cluster, but it is not a duplicate of #43600.", + "summary": "These two closed issues both mention custom trainers, but they describe different Trainer code paths: one is about `remove_unused_column` and input-column pruning, the other is about FLOPS estimation. They are related at a high level but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue #43598 is the more concrete, self-contained Trainer customization problem and is the clearer representative of the shared theme.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better standalone issue because it is specific and actionable, whereas #43600 is a separate FLOPS-estimation request.", + "best_issue_reason": "issue #43598 is the better cluster representative because it focuses on a specific Trainer behavior likely to need a code change, whereas #43600 is a separate FLOPS-accounting concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Related only at a broad Trainer/custom-trainer level; they concern different behaviors and would not be merged as the same underlying issue." + "reason": "Both concern custom trainers, but one is about unused-column handling and the other about FLOPS estimation; they are different underlying bugs and would not be merged as the same issue." } ] }, @@ -20184,12 +20333,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "12fe93de4dfcb1a082039e4e2036a7d041f19a84965c10fbd839eec4cf445d82", + "prepared_review_unit_hash": "93b0bc528f0bb2f8a776bc3a763080f3b0de808ec274f9eb2a275804fa8f841f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20197,7 +20346,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20206,18 +20355,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are related to Qwen model support, but they target different API surfaces: one asks for general Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They are not the same underlying bug/change.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43684 is the broader, more central request about adding Qwen3-Omni registration to the core auto-model classes.", + "summary": "These are related to Qwen model support gaps, but they describe different missing integrations: Qwen3-Omni registration for generation APIs versus Qwen3.5 sequence-classification support. They are not duplicates of the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: 43684 is about AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while 44405 is about AutoModelForSequenceClassification support for a different Qwen3.5 config.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the better representative because it describes the more general missing-registration problem rather than a single task-specific head.", + "best_issue_reason": "43684 is the broader representative of the cluster theme (missing Qwen auto-model registration), but it still does not cover the classification-specific request in 44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different code paths: general AutoModel/AutoModelForConditionalGeneration registration vs. sequence-classification support. They are related but not duplicates." + "reason": "Different model families and different code paths: one asks for Qwen3-Omni generation registration, the other for Qwen3.5 sequence-classification support. They should be tracked separately." } ] }, @@ -20254,12 +20403,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "6dd46feed9773a5a8a32900383410c3a2c72ad9f67539e5418af73197e1ba42b", + "prepared_review_unit_hash": "4e4f6a0f0d33311cf385fcbb012dddbd8cd7175bf486965f27d94dd5dd235061", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -20267,7 +20416,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -20276,48 +20425,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Four very sparse closed issues: one titled \"Fett\" and three titled \"huggingface \". There is not enough body/detail evidence to confirm a shared underlying bug, so the cluster is too weak to merge beyond superficial title similarity.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated exact-title \"huggingface \" issues, so it is a reasonable anchor if one must pick a canonical issue.", + "summary": "The cluster is too sparse to confidently link any pair as true duplicates. Three issues share the same minimal title \"huggingface \", but there is no body detail, code target, or other concrete evidence tying them to the same underlying problem; \"Fett\" appears unrelated.", + "confidence": 0.37, + "canonical_issue_reason": "Issue #43845 is the best available representative only because it is the earliest of the repeated \"huggingface \" reports and has the same minimal title as the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43859 has the only discussion activity, making it the most informative representative despite the weak content.", + "best_issue_reason": "Issue #43845 is the strongest cluster anchor: it matches the repeated title pattern and was created first among the similar issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Only weak title similarity; \"Fett\" and \"huggingface\" do not indicate the same underlying issue." + "reason": "Titles are different and the available text is too minimal to show the same bug or request." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Only weak title similarity; no body or link evidence that these refer to the same bug." + "reason": "Titles are different and there is no body/detail evidence of a shared underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Only weak title similarity; no concrete shared problem is visible." + "reason": "Titles are different and the sparse metadata does not indicate the same problem." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Identical titles, but no description or linked evidence to verify the same underlying issue." + "reason": "The titles match, but both issues are nearly empty; that is not enough to confirm they describe the same underlying bug." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same broad title, but too little evidence to safely treat as duplicates." + "reason": "Same generic title, but no concrete description, target, or discussion to prove a true duplicate." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same broad title, but no concrete bug details to confirm duplication." + "reason": "Same generic title, but the issues contain too little information to safely merge as duplicates." } ] }, @@ -20358,88 +20507,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "2ffd8c38d077895ab8ebfba322a024b1f87c0f42b6a1b7a51684840757009219", + "prepared_review_unit_hash": "b18f5028f503eb68989e7bf49171d32d73e6a13d3a7071e2c1c96563cd3c5163", "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": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like unrelated low-information/spam issues rather than true duplicates. One issue has a somewhat substantive documentation title, but the rest are generic spam or unrelated phrasing.", - "confidence": 0.22, - "canonical_issue_reason": "issue:44418 is the only item with a plausible non-spam title ('Documentation Enhancement Suggestion'); the others are generic spam-like or unrelated titles with no supporting detail.", + "summary": "This cluster is dominated by placeholder/spam issues with no substantive content. The three \"\" items are textually similar, but there is no actual bug/change description to justify duplicate merging; the other two issues are clearly unrelated.", + "confidence": 0.91, + "canonical_issue_reason": "No strong canonical issue: the items have either placeholder spam titles or unrelated generic titles, with no descriptions, repro steps, or references to a concrete problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the best available issue to anchor the cluster, but only weakly so; it is the most substantive and least obviously spammy item.", + "best_issue_reason": "Issue 44572 is the most representative of the placeholder-spam subset, but it is still not a good canonical issue because none of the issues describe a real, actionable bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic '' placeholders with no evidence of the same underlying bug or change beyond superficial similarity." + "reason": "Both are placeholder \"\" issues, but there is no substantive bug/change content to confirm a true duplicate relationship." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic '' placeholders; no concrete shared problem is described." + "reason": "Both are placeholder \"\" issues, but the lack of any actual issue description makes duplicate triage too weak to accept." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "A spam placeholder and a documentation enhancement request are not the same underlying issue." + "reason": "Different titles and no shared concrete problem; one is a spam placeholder and the other is a generic documentation suggestion." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'' and 'Check out \"Google LLC\"' do not indicate the same bug/change." + "reason": "Unrelated titles and no supporting details; a spam placeholder does not match \"Check out \\\"Google LLC\\\"\" as the same issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request vs spam placeholder; no shared concrete issue." + "reason": "Generic documentation suggestion versus a spam placeholder; no concrete shared bug or change." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement request vs spam placeholder; not a duplicate." + "reason": "Generic documentation suggestion versus a spam placeholder; no concrete shared bug or change." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no evidence they describe the same underlying issue." + "reason": "Textually identical placeholder spam titles, but there is still no actionable bug/change context to justify merging as a true duplicate." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and an unrelated brand-name title are not the same artifact." + "reason": "Unrelated titles and no shared concrete problem; placeholder spam does not match the Google LLC topic." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and an unrelated brand-name title are not the same issue." + "reason": "Unrelated titles and no shared concrete problem; placeholder spam does not match the Google LLC topic." } ] }, @@ -20469,12 +20618,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "6f8fdb013f25d03a3d0259ffd227142e1d81a6de6ca3e808668c26bbf3da2da4", + "prepared_review_unit_hash": "b2f7d7ae3919b87b5134f75df20b003d503a60596e985519f1750056d24838c9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20482,7 +20631,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20491,24 +20640,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are highly similar and share the same title, but the evidence is not strong enough to confidently treat them as duplicates. #45145 is still the better canonical candidate if one must be chosen, but this should be a conservative call.", - "confidence": 0.79, - "canonical_issue_reason": "#45145 is the earlier issue and has an inbound reference, so it is the stronger canonical candidate, but the duplication evidence is only moderate rather than clearly decisive.", + "summary": "The two closed issues share an identical title and moderately similar bodies, which makes them plausible duplicate reports, but the packet does not prove they are the same underlying article/proposal or near-identical in content. The safest read is a tentative duplicate relationship, not a strong one. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "#45145 is the slightly better canonical anchor because it is earlier and has an inbound reference, so it is the more connected of the two. That said, the evidence only supports a cautious duplicate/related-issue inference, not a firm identity claim.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to point to because it predates #45151 and already has an inbound reference, though the pair should not be treated as confirmed duplicates based on the current evidence.", + "best_issue_reason": "#45145 is the best issue representative for triage because it is earlier and has the only inbound reference, making it the more natural anchor if these are later-found duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "Same title and some textual overlap, but the similarity signal is only moderate (Jaccard 0.63) and the metadata is not identical; this is not strong enough to confidently accept as the same underlying issue." + "reason": "Identical titles and soft body similarity are suggestive, but the packet does not establish that the reports describe the same underlying bug/change or that the bodies are effectively the same. This is not strong enough to merge as a duplicate pair." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical choice of #45145 is grounded by earlier creation and the inbound reference, but the duplicate claim is overstated. The packet only shows same title and a soft_similarity signal with Jaccard 0.63; that is not clearly \u201cvery high\u201d similarity, and there is some distinguishing metadata (different creation times, discussion activity, inbound references). Please keep the verdict more conservative." + "feedback": "The packet supports that the titles are identical and the bodies are very similar in length, with only soft-similarity evidence. It does not establish that the bodies are \u2018near-identical\u2019 or that they are the same \u2018energy-optimization article/proposal.\u2019 The duplicate/anchor inference should be stated more conservatively, and the high confidence is not grounded in the packet." }, "evaluator_used": true, "retried": true, @@ -20589,7 +20738,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "9e6b0f9c86dd096d02aad6a25f3bb2acbbcda5c93c3973e91f4ab4b1a35d028a", + "prepared_review_unit_hash": "f9033b400de9a37c367d3d509d843ec692da36d4b336d3318b3fd1bd9aca76ec", "component_budget": { "node_count": 2, "item_count": 2, @@ -20611,18 +20760,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have unrelated personal-name titles and different dates, with no body, links, or shared targets; they do not look like duplicate bug reports or the same underlying request.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two closed issues reference different named individuals with different dates and no shared technical context, so they do not appear to describe the same underlying problem.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: the titles point to different people/dates and there is no overlapping bug or feature context.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical duplicate target because there is no evidence they describe the same problem; they appear to be unrelated standalone entries.", + "best_issue_reason": "Issue 45762 is only marginally more generic, but neither issue is a good representative because they appear unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles refer to different people and different dates, and there is no supporting discussion, target, or content tying them to the same issue." + "reason": "Different names and dates; no evidence they refer to the same underlying issue." } ] }, @@ -20652,7 +20801,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "f19af9fbc0806a467ba2399a059d475a5c8695669ddbd1889a966fe995b3a4e7", + "prepared_review_unit_hash": "b4e1335ef91d68726cd693dab6e65b2db05c15ebf57e5ff6189e87d9cee1e380", "component_budget": { "node_count": 2, "item_count": 2, @@ -20674,18 +20823,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not appear to describe the same underlying problem; they are just name-and-date placeholders with no bug/change details in common.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue can be justified here: neither issue contains substantive content, and there is no evidence they refer to the same report.", + "summary": "The two closed issues appear to be unrelated name/date entries, not duplicates of the same underlying bug or request. I would not merge them.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #45764 is as suitable a representative as #45765; neither contains any substantive report content, but #45764 is the earlier-created item.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good representative for a duplicate cluster because there is no observable shared defect or subject matter beyond superficial formatting.", + "best_issue_reason": "#45764 is the better global issue representative only because it is earlier and equally content-free; there is no meaningful technical signal to prefer either one.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles are different personal-name entries with different dates and no body content, so they do not look like the same underlying issue." + "reason": "The titles identify different people and different dates; there is no indication they refer to the same bug, request, or code path." } ] }, @@ -20715,12 +20864,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "84628f27370f88ff19073d53eca402e767a52a9910d266d884ac41c531cde65d", + "prepared_review_unit_hash": "83e7a758bf78f65b31469a545c7b4f87d20b4f35fe91fb7e87b80e3f795f4be9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20728,7 +20877,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20737,18 +20886,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one requests adding a Qwen3 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "summary": "These are not duplicates: one requests a new Qwen3.5 token-classification/value-model head, while the other asks for FP8 training support. They touch different code paths and goals.", "confidence": 0.96, - "canonical_issue_reason": "Neither issue can serve as a canonical duplicate target for the other; they track different features in different areas.", + "canonical_issue_reason": "No canonical issue for the cluster: the two issues describe separate feature requests with different implementation areas.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global canonical choice because the requests are orthogonal and should remain separate.", + "best_issue_reason": "issue #45810 is the more concrete, narrowly scoped request; #46295 is orthogonal and not a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature requests with no shared code path or concrete implementation overlap: Qwen3 token classification vs FP8 training support." + "reason": "Different features: model-head/token-classification support versus FP8 training support. They do not appear to describe the same underlying bug or change." } ] }, @@ -20788,91 +20937,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "8e0fb64cccff86d2184e89119a5894a69f3be224540297e30bf5830555db0cde", + "prepared_review_unit_hash": "faea4ab0435b03bc6ab62b6b2ddccd9d1f48777eba970e822b919c0af75fd455", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not one single duplicate set: it contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus a separate dataset-sales issue (45869). The example-request pair 45870/45871 is the best single canonical candidate because it is an exact duplicate and has slightly more activity.", - "confidence": 0.63, - "canonical_issue_reason": "45870 is an exact duplicate of 45871 and has a bit more discussion activity, so it is the cleanest issue to keep as the representative of that duplicate pair.", + "summary": "The cluster appears to contain two strong duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset request (45869). The duplicate pairs are highly similar by title and body length, but the evidence shown is still indirect, so they should be treated as strong duplicate candidates rather than asserted as proven exact duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "45870 is the cleanest canonical issue choice because it is the earliest member of one of the strongest near-duplicate pairs (with 45871) and is a reasonable representative for that repeated request.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest representative among the issues because it is duplicated verbatim by 45871; the other exact pair (45872/45873) is a separate topic, and 45869 is unrelated.", + "best_issue_reason": "45870 is the best overall issue representative because it anchors a strong duplicate pair and is the earliest item among the near-identical issues; the cluster is mixed, so no single issue cleanly represents all five items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different underlying requests: a financial data bundle/sample versus an example for financial time series prediction with DataForge." + "reason": "Different requests: a financial dataset bundle versus a DataForge time-series example; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different underlying requests: a financial data bundle/sample versus an example for financial time series prediction with DataForge." + "reason": "Different requests: a dataset offer versus an example/tutorial issue; not a duplicate." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate title/body describing the same example request; these look like the same issue." + "reason": "Same title and same body length with very high soft similarity; strong duplicate candidate for the same issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are DataForge-related examples, but they describe different example concepts: prediction example versus prediction + scraping service." + "reason": "Related finance/DataForge theme, but the concrete requests differ: example/tutorial versus time-series plus scraping service." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different request text and scope; not the same underlying issue/change." + "reason": "Related theme, but this is a different concrete request than the example/tutorial issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same broad area, but different concrete example request; not a duplicate." + "reason": "Similar domain wording, but the concrete requests do not match." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same broad area, but different concrete example request; not a duplicate." + "reason": "Similar domain wording, but the concrete requests do not match." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate title/body describing the same DataForge financial time series + scraping service request." + "reason": "Same title and same body length with very high soft similarity; strong duplicate candidate for the same issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the two exact-looking duplicate pairs, and 45869 is clearly a different topic. The canonical choice of 45870 is also supported by its slightly higher discussion activity. The soft-edge verdicts are conservative and consistent with the evidence shown." + "accept": false, + "feedback": "The cluster-level conclusion is broadly plausible, but the response overstates the evidence by calling 45870\u219445871 and 45872\u219445873 \"exact duplicate\" pairs. In the packet we only have identical titles/body lengths plus soft similarity; no body text is shown and deterministic_accept is false for all pairs. A more conservative wording would be \"very likely duplicate\" or \"strong duplicate candidate.\" The canonical choice of 45870 as earliest in its pair is grounded, but the exact-duplicate assertion is not sufficiently supported." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20896,7 +21045,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "fdad0476d255bb7189e57a427266c678487046287ddbe24d9f2e04ba30968260", + "prepared_review_unit_hash": "f8fdf1eba8cadf6cc6c8460e46b38912c106c8e70b015bd03a3abfd86a7011d7", "component_budget": { "node_count": 2, "item_count": 2, @@ -20918,18 +21067,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to static-cache behavior around linear-attention, but they describe different failure modes: one is shape corruption leading to a RuntimeError, the other is a Qwen3.5 KeyError for `linear_attention`. I would not deduplicate them on the available evidence.", - "confidence": 0.76, - "canonical_issue_reason": "Issue #46439 is the better cluster representative because it describes the broader underlying static-cache/linear-attention corruption, while #46441 looks like a more specific model-triggered manifestation.", + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one reports shape corruption/runtime errors during `early_initialization`, the other a `KeyError` in Qwen3.5. They are related, but not clearly the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes a more general/static-cache failure mode and names the likely offending path (`early_initialization`) rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#46439 is the best standalone issue to anchor the cluster since it states the core bug more generally and is not limited to one model name or one exception string.", + "best_issue_reason": "Issue 46439 is the best issue to anchor the cluster because it is broader and more likely to represent the root cause, whereas 46441 is a narrower downstream crash report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Both mention static cache and linear attention, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). On the available text, they do not clearly look like the same underlying bug." + "reason": "Related subsystem and cache mode, but the reported errors differ (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) and the reports do not clearly point to the same concrete bug or code path." } ] }, @@ -20959,7 +21108,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "6b1608d0a1c51dbbe64dcd16ec83fda772a64a5a9d4ec6681dc6fa88aed9cbf1", + "prepared_review_unit_hash": "e2dcbfb319d00cb8072601846e0d2d2023201b03ea793dc3c997e78609e5bb58", "component_budget": { "node_count": 2, "item_count": 2, @@ -20981,24 +21130,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are effectively duplicates: they have the same title and describe the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical thread for ongoing tracking.", + "summary": "The two issues are effectively identical duplicates describing the same Wav2Vec2CTCTokenizer v5 word-delimiter special-token regression. The open issue is the better canonical target.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better canonical tracker for the duplicated bug report.", + "canonical_issue_reason": "Issue #46552 is the open duplicate with the same title/problem statement, so it is the best place to retain active tracking.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue to keep because it is the active/open report for the exact same tokenizer bug.", + "best_issue_reason": "#46552 is the strongest issue to keep because it is still open and appears to be the same underlying bug as #46551.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Exact same title and same underlying regression description; this is a straightforward duplicate pair." + "reason": "Same title and same described tokenizer bug; these are clearly duplicate reports of the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The verdict is grounded in the packet: both issues have identical titles, identical body length, and soft_similarity evidence with Jaccard 1.0. Choosing the open issue (#46552) as the canonical tracker is conservative and supported by its inbound references. No overstatement that would invalidate the duplicate call." + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, identical body length, and a soft-similarity signal of 1.0, so treating them as duplicate reports of the same bug is reasonable. Choosing the open issue (#46552) as the canonical tracker is conservative and appropriate." }, "evaluator_used": true, "retried": false, @@ -21025,7 +21174,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "319cf4de536fcd026f150bfcd07760eb279fa7358ec02bd1ffb08a5c8de218d2", + "prepared_review_unit_hash": "a165ce8b069c11d9661be7956f1cc81ce1264a082305265857b8f11e638727ee", "component_budget": { "node_count": 2, "item_count": 2, @@ -21047,18 +21196,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both involve object-detection training, but they describe different failure modes: a tensor-shape mismatch versus out-of-memory after several epochs. They do not look like duplicates of the same underlying bug.", - "confidence": 0.87, - "canonical_issue_reason": "Issue #46657 is the better canonical issue because it states a concrete, actionable error symptom (\u201csize of tensors mismatch\u201d) rather than a broader training-stability complaint.", + "summary": "These two issues are only loosely related by being training-time failures in object detection models, but they describe different symptoms and likely different root causes: a tensor shape mismatch vs. an out-of-memory failure after several epochs.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #46657 is the cleaner canonical issue because it states a concrete failure mode (\u201cSize of tensors mismatch\u201d) that is more directly actionable and bug-shaped than the broader OOM report.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the best representative of the cluster since it is the more specific bug report and is easier to map to a single code-path problem.", + "best_issue_reason": "Issue #46657 is the best representative for this cluster since it captures a specific training-time defect; #46692 appears to be a separate resource/memory problem rather than the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: one is a tensor dimension mismatch during training, the other is OOM after some epochs in RT-DETR v2. Same broad subsystem, but not the same bug or change." + "reason": "Do not merge: the reported failures are different (tensor size mismatch vs. OOM after some epochs), suggesting different code paths and likely different fixes." } ] }, @@ -21088,12 +21237,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "f71232e210de7c732f0284921c84377cb4f10cf37465b8d7158ff0279440e035", + "prepared_review_unit_hash": "9a637433eb0f46e7593fb55570cc4d80cdc8f613f99019a65e9d89522957733c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21101,7 +21250,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21110,18 +21259,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one reports a ZeRO-3 zero.Init partitioning/OOM problem in a composite multimodal model, while the other reports an unrelated 4-bit + device_map='auto' + max_memory dispatch-to-CPU ValueError.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 46823 is the clearest standalone bug report: it names the exact loading configuration, the incorrect CPU dispatch behavior, and the resulting ValueError.", + "summary": "These two issues are about different loading/dispatch failures: one is a ZeRO-3 `zero.Init` partitioning/OOM problem in a composite multimodal submodule, the other is a 4-bit `device_map='auto'` / `max_memory` CPU offload misdispatch causing a `ValueError`. They do not look like the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46822 is the more specific, technically grounded report and better captures the concrete ZeRO-3 composite-submodule OOM failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46823 is the best representative because it is more self-contained and actionable, with a specific reproducer and explicit failure mode.", + "best_issue_reason": "Issue 46822 is the better representative because it names a clear code path (`ZeRO-3 zero.Init`) and a distinct failure mode (partitioning omission leading to OOM).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs and code paths: ZeRO-3 zero.Init partitioning/OOM during multi-GPU load vs 4-bit device_map/max_memory routing modules to CPU despite fitting. They share a broad theme of model loading, but not the same defect." + "reason": "Different mechanisms and symptoms: ZeRO-3 partitioning/OOM vs 4-bit auto device-mapping with CPU dispatch error. Shared theme is model loading, but not the same bug." } ] }, @@ -21169,124 +21318,124 @@ "issue:46969|issue:46998", "issue:46985|issue:46998" ], - "prepared_review_unit_hash": "ca350a7aabc2b3df753089251d05e69665a0fc2b06bb07841139064c1b8a0e47", + "prepared_review_unit_hash": "783ff3839f163949d7f43e94822a1760b6d6713158496308efd4e5dd43fe3c9b", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 8797, - "estimated_input_tokens": 2200, - "estimated_eval_tokens": 4656 + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 8797, - "estimated_input_tokens": 2200, - "estimated_eval_tokens": 4656 + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All six items are near-identical daily triage issues for \"serge\" integration failures, but they appear to be separate dated reports rather than one underlying bug report. The safest canonical representative is the earliest and most-referenced issue.", - "confidence": 0.88, - "canonical_issue_reason": "Pick issue 46906: it is the earliest in the series and has the strongest linkage/activity (highest inbound references and some discussion), making it the best cluster representative.", + "summary": "These are daily date-stamped triage issues using the same template for serge integration failures, but they appear to be separate tracker instances rather than duplicate reports of one bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue:46906 is the earliest item and has the strongest reference/discussion signal, so it is the best representative if one issue must anchor the series.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46906 is the most suitable global issue representative because it is earliest, most visible, and likely the root triage thread for this recurring report pattern.", + "best_issue_reason": "issue:46906 is the most central/day-zero triage issue in the set, with the highest inbound references and discussion activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template and subsystem, but different dates suggest separate daily reports rather than the same underlying issue." + "reason": "Same triage template and subsystem, but the titles are date-specific daily tracker issues; this looks like a new daily report rather than the same underlying issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Looks like another dated triage snapshot; no evidence these describe the same concrete failure instance." + "reason": "High textual similarity is driven by the shared triage format, but the date-stamped issue indicates a separate day\u2019s integration failure triage." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "The items are highly similar, but the date-stamped triage context points to distinct reports, not duplicates." + "reason": "These are recurring daily triage issues, not the same concrete bug or change; the date progression suggests distinct tracking entries." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same recurring report format, but no shared error details or explicit linkage tying them to one bug." + "reason": "Same repeated template, but this is a later daily triage issue rather than a duplicate of the earlier one." }, { "left": "issue:46906", "right": "issue:46998", "accept": false, - "reason": "Different day, different triage issue; similarity alone is not enough to treat them as duplicates." + "reason": "The issue series is date-based and recurring; similarity alone is not enough to treat these as duplicates." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Both are daily serge integration triage issues, but they appear to be separate runs of the same process." + "reason": "Both are daily serge triage trackers, but they correspond to different dates and likely different failure snapshots." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "No concrete evidence of a single underlying bug; these read like adjacent dated snapshots." + "reason": "Near-identical wording reflects the same issue template, not the same underlying bug report." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Highly similar template, but the date progression indicates distinct triage reports." + "reason": "Different day, different tracker instance; no evidence they are duplicates of one concrete problem." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Similar text is not enough here; likely separate daily integration-failure triage items." + "reason": "These are sequential triage reports, so merging would collapse distinct daily tracking entries." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "These seem to be successive dated triage issues, not the same issue instance." + "reason": "The shared title format is misleading here; the date indicates separate daily triage issues." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Same broad topic, but no explicit shared failure details or linking evidence." + "reason": "Not the same underlying bug, just the same recurring integration-failure triage pattern." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Likely separate reports for different dates in the serge triage series." + "reason": "The issues are temporally distinct daily reports, so they should not be deduplicated." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Close textual similarity, but the dated triage framing suggests different reports." + "reason": "Same tracker series, but separate dates and likely separate investigation cycles." }, { "left": "issue:46969", "right": "issue:46998", "accept": false, - "reason": "No indication they are the same underlying bug; they appear to be consecutive daily entries." + "reason": "Recurring triage issue titles are not enough to establish duplicate status." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Different dated triage reports with only template-level similarity." + "reason": "These are adjacent daily triage issues, but still distinct issue instances rather than one bug report." } ] }, @@ -21316,12 +21465,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "7cdcaaee5ef604f77e066a3996509829aa8abf4137565adc861f7a45e6322a3b", + "prepared_review_unit_hash": "c8b93f23c2f49028ac529bdc3482cc70c6a877742600035ee66683b0bd480033", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1489, + "serialized_chars": 1490, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21329,7 +21478,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1489, + "serialized_chars": 1490, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21338,35 +21487,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues share the same title and have strong soft similarity, so they look like duplicate requests for RWKV7 model support. Issue #46984 is open, so it is the better canonical tracker.", - "confidence": 0.87, - "canonical_issue_reason": "Issue #46984 is open and newer, so it is the better active tracker for the RWKV7 model support request.", + "summary": "These two issues are highly similar and share the exact title, so they are a strong duplicate/near-duplicate candidate. However, since the bodies are not shown, I can only treat them as likely related rather than definitively the same request. The open issue is the better canonical tracker for now.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #46984 is open and newer, so it is the better place to track the request, but the duplicate call should remain tentative because the bodies are not visible.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46984 is the best issue overall because it is open and can serve as the current canonical report for this request.", + "best_issue_reason": "Issue #46984 is the strongest single issue candidate because it is open, newer, and has the same title as #46983.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", - "accept": true, - "reason": "Same title and strong soft similarity indicate the same underlying issue; the open issue can act as the canonical tracker." + "accept": false, + "reason": "The titles are identical and similarity is high, but the body content is unavailable, so there is not enough evidence to confirm they are the same underlying request." } ] }, "evaluator_result": { "accept": false, - "feedback": "The conclusion is a bit overstated. The packet supports that the two issues share the same title and have strong soft similarity, and that the open issue can be the active canonical tracker. But it does not provide the issue bodies, so saying the descriptions are \"very similar\" is not grounded. Please keep the duplicate/merge judgment more conservative and based on the title plus soft similarity only." + "feedback": "The packet only supports a cautious duplicate/near-duplicate judgment: both issues share the same title and have high similarity, but the bodies are not shown, so claiming they are the same underlying request overstates the evidence. The canonical/open-issue choice is plausible, but the soft-edge verdict and summary should be more conservative." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21374,7 +21523,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-36", + "cluster_id": "cluster-40546-39", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -21394,7 +21543,9 @@ "pull_request:46926", "pull_request:46927", "pull_request:46928", + "pull_request:46933", "pull_request:46941", + "pull_request:46942", "pull_request:46949", "pull_request:46950", "pull_request:46951", @@ -21427,19 +21578,20 @@ "pull_request:46908|pull_request:47006", "pull_request:46908|pull_request:46928", "pull_request:46902|pull_request:46965", - "pull_request:46970|pull_request:46971", "pull_request:46907|pull_request:46926", + "pull_request:46970|pull_request:46971", "pull_request:46927|pull_request:46986", "pull_request:46926|pull_request:46928", "pull_request:46951|pull_request:46986", + "pull_request:46933|pull_request:46942", "pull_request:46926|pull_request:46941", "pull_request:46928|pull_request:46941", "pull_request:46907|pull_request:46928", "pull_request:46928|pull_request:47006", - "pull_request:46954|pull_request:46961", "pull_request:46941|pull_request:46986", - "pull_request:46954|pull_request:46977", "pull_request:46941|pull_request:47006", + "pull_request:46954|pull_request:46961", + "pull_request:46954|pull_request:46977", "pull_request:46907|pull_request:46908", "pull_request:46908|pull_request:46951", "pull_request:46907|pull_request:46941", @@ -21455,8 +21607,8 @@ "pull_request:43451|pull_request:46920", "pull_request:46920|pull_request:46968", "pull_request:43451|pull_request:46958", - "pull_request:46968|pull_request:46974", "pull_request:46971|pull_request:46974", + "pull_request:46968|pull_request:46974", "pull_request:46920|pull_request:46961", "pull_request:46961|pull_request:46968", "pull_request:46920|pull_request:46977", @@ -21464,9 +21616,9 @@ "pull_request:46958|pull_request:46968", "pull_request:43451|pull_request:46707", "pull_request:46266|pull_request:46707", + "pull_request:46196|pull_request:46995", "pull_request:46707|pull_request:46961", "pull_request:46891|pull_request:46961", - "pull_request:46196|pull_request:46995", "pull_request:43451|pull_request:46891", "pull_request:46707|pull_request:46977", "pull_request:46891|pull_request:46977", @@ -21480,369 +21632,338 @@ "pull_request:46836|pull_request:46977", "pull_request:46836|pull_request:46965", "pull_request:46196|pull_request:46977", - "pull_request:43451|pull_request:46658", "pull_request:43451|pull_request:46965", - "pull_request:46836|pull_request:46995", - "pull_request:46658|pull_request:46961" + "pull_request:43451|pull_request:46658", + "pull_request:46836|pull_request:46995" ], - "prepared_review_unit_hash": "740962695250eb97a7cd83946a5a23cc6a1e7659305bce2a31cf79b183d61cc8", + "prepared_review_unit_hash": "c1f736b6799ab1ddb388da7d04dbcd80c322641e0407e67fd06b9d578c3d9aa9", "component_budget": { - "node_count": 36, - "item_count": 36, - "soft_pair_count": 109, - "serialized_chars": 121331, - "estimated_input_tokens": 30333, - "estimated_eval_tokens": 60922 + "node_count": 39, + "item_count": 39, + "soft_pair_count": 115, + "serialized_chars": 132026, + "estimated_input_tokens": 33007, + "estimated_eval_tokens": 66270 }, "budget": { - "node_count": 34, - "item_count": 34, + "node_count": 36, + "item_count": 36, "soft_pair_count": 72, - "serialized_chars": 94412, - "estimated_input_tokens": 23603, - "estimated_eval_tokens": 47462 + "serialized_chars": 100675, + "estimated_input_tokens": 25169, + "estimated_eval_tokens": 50594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs. The only true duplicate-like subcluster is the CohereASR training-loss double-shift fix (46895/46958); the rest are model-additions, test workarounds, docs/CI changes, or different bug fixes.", - "confidence": 0.89, + "summary": "The cluster is mostly unrelated one-off PRs. The only strong duplicate pair is the CohereASR training-loss double-shift fix between #46895 and #46958. #46903 also touches CohereASR, but it bundles an additional PPFormulaNet fix, so it is too broad to treat as the same mergeable PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46895 is the best canonical representative because it is the narrowest, most direct fix for the CohereASR double-shift bug; 46958 addresses the same underlying bug but with a broader alternative implementation.", + "canonical_pr_reason": "#46895 is the best canonical PR: it is narrowly scoped, explicitly issue-linked, and directly addresses the CohereASR double-shift loss bug. #46958 is a near-equivalent alternative implementation, while #46903 is broader because it adds a separate PPFormulaNet fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46895 is the clearest global representative for the only real duplicate subcluster in this cluster: the CohereASR training-loss double-shift bug.", + "best_pr_reason": "#46895 is the best global representative because it cleanly isolates one concrete bug in one code path and has the clearest problem statement. The rest of the set is mostly unrelated model additions, infra changes, or test-only fixes.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same forward/loss path; these are alternative implementations of the same fix." + "reason": "Same underlying CohereASR training-loss double-shift bug in the same forward/loss path; the diffs are alternative ways to apply the same fix." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": false, - "reason": "Same rough loss-shift theme, but 46903 also touches PPFormulaNet and targets a different issue, so it is not the same concrete change." + "reason": "Although both touch CohereASR loss handling, #46903 also bundles an extra PPFormulaNet fix, so it is not clearly the same single-PR bugfix and would not be merged as one duplicate change." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Different fixes: Mamba2 OOM behavior versus a PEFT integration load workaround." + "reason": "Different problems: Mamba2 OOM/runtime behavior versus PEFT integration loading behavior." }, { "left": "pull_request:46927", "right": "pull_request:46950", "accept": false, - "reason": "Different models and failures: GLM46V output handling vs Mamba2 OOM." + "reason": "Different model families and failure modes: GLM46V input handling versus Mamba2 OOM/generation behavior." }, { "left": "pull_request:46950", "right": "pull_request:47006", "accept": false, - "reason": "Mamba2 OOM/test workaround and Gemma3 cache behavior are unrelated bugs." + "reason": "Mamba2 OOM/test fix and Gemma3 generation-cache logic are unrelated code paths." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "Different models and subsystems; not the same bug or change." + "reason": "GLM46V input casting/forward handling and PEFT loading are unrelated." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "PEFT integration and Mamba2 test OOM fixes are unrelated." + "reason": "PEFT loading logic and a Mamba2 test-only dtype change are not the same bug." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Whisper/audio-flamingo cache logic vs Mamba2 test OOM are different code paths." + "reason": "Whisper/audio cache handling and Mamba2 test dtype changes are different issues." }, { "left": "pull_request:46927", "right": "pull_request:47006", "accept": false, - "reason": "GLM46V model fix vs Gemma3 cache handling are unrelated." + "reason": "Different model families and fixes; no shared concrete bug." }, { "left": "pull_request:46951", "right": "pull_request:47006", "accept": false, - "reason": "PEFT integration tweak and Gemma3 cache logic are unrelated changes." + "reason": "PEFT integration loading and Gemma3 generation-config behavior are unrelated." }, { "left": "pull_request:46971", "right": "pull_request:47006", "accept": false, - "reason": "Mamba2 OOM workaround and Gemma3 cache logic are different bugs." + "reason": "A Mamba2 test dtype adjustment is not the same as Gemma3 cache-generation logic." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "DAC decoding math fix and MusicGen Melody generation behavior are different code paths." + "reason": "Different models and symptoms: DAC tensor mismatch versus MusicGen melody generation mismatch." }, { "left": "pull_request:46908", "right": "pull_request:47006", "accept": false, - "reason": "DeepSeekV3.2 test offload workaround vs Gemma3 cache logic are unrelated." + "reason": "DeepSeekV3.2 test offload handling is unrelated to Gemma3 generation cache logic." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "DeepSeekV3.2 test load workaround and BLIP-2 tokenizer mapping are unrelated." + "reason": "DeepSeekV3.2 load/offload test fix and BLIP-2 tokenizer registration are different changes." }, { "left": "pull_request:46902", "right": "pull_request:46965", "accept": false, - "reason": "Both are DeepSeekV4-related, but one is offload/save conversion and the other is use_cache support; different bugs." + "reason": "Offloading/save-converted-weights bugfix and DeepSeek V4 use_cache support are different code paths." }, { - "left": "pull_request:46970", - "right": "pull_request:46971", + "left": "pull_request:46907", + "right": "pull_request:46926", "accept": false, - "reason": "MusicGen Melody generation fix vs Mamba2 OOM test workaround; unrelated." + "reason": "EdgeTam processor kwarg cleanup and MiniMax-M3-VL load test fix are unrelated." }, { - "left": "pull_request:46907", - "right": "pull_request:46926", + "left": "pull_request:46970", + "right": "pull_request:46971", "accept": false, - "reason": "EdgeTAM import-or-config fix and MiniMax M3 VL load workaround are unrelated." + "reason": "MusicGen generation logic and Mamba2 test dtype changes are unrelated." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "Different models and fixes: GLM46V vs GLM OCR." + "reason": "GLM46V input handling and GLM-OCR output mismatch are separate fixes." }, { - "left": "pull_request:46926", - "right": "pull_request:46928", + "left": "pull_request:46951", + "right": "pull_request:46986", "accept": false, - "reason": "MiniMax M3 VL load workaround and BLIP-2 tokenizer change are unrelated." + "reason": "PEFT loading and GLM-OCR model behavior are unrelated." }, { - "left": "pull_request:46951", - "right": "pull_request:46986", + "left": "pull_request:46933", + "right": "pull_request:46942", "accept": false, - "reason": "PEFT integration vs GLM OCR output mismatch are unrelated." + "reason": "Both are dtype-casting fixes, but for different models and concrete code paths." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "MiniMax M3 VL load workaround and DAC decoder math fix are unrelated." + "reason": "MiniMax-M3-VL test load_error fix and DAC output mismatch are unrelated." }, { "left": "pull_request:46928", "right": "pull_request:46941", "accept": false, - "reason": "BLIP-2 tokenizer mapping and DAC codebook distance fix are unrelated." + "reason": "BLIP-2 tokenizer auto-mapping and DAC model output mismatch are not the same bug." }, { "left": "pull_request:46907", "right": "pull_request:46928", "accept": false, - "reason": "EdgeTAM backbone kwarg cleanup and BLIP-2 tokenizer mapping are unrelated." + "reason": "EdgeTam kwarg handling and BLIP-2 tokenizer registration are unrelated." }, { "left": "pull_request:46928", "right": "pull_request:47006", "accept": false, - "reason": "BLIP-2 tokenizer mapping and Gemma3 cache logic are unrelated." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46961", - "accept": false, - "reason": "Pytest-v9 compatibility fix and workflow normalization are unrelated." + "reason": "BLIP-2 tokenizer auto-mapping fix is unrelated to Gemma3 generation behavior." }, { "left": "pull_request:46941", "right": "pull_request:46986", "accept": false, - "reason": "DAC quantization logic and GLM OCR model init are unrelated." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46977", - "accept": false, - "reason": "Pytest-v9 compatibility fix and Mllama arg-name cleanup are unrelated." + "reason": "DAC model mismatch and GLM-OCR mismatch are different models and failure modes." }, { "left": "pull_request:46941", "right": "pull_request:47006", "accept": false, - "reason": "DAC decoder math fix and Gemma3 cache logic are unrelated." + "reason": "DAC output mismatch and Gemma3 cache handling are unrelated." }, { - "left": "pull_request:46907", - "right": "pull_request:46908", - "accept": false, - "reason": "EdgeTAM and DeepSeekV3.2 are different model fixes." - }, - { - "left": "pull_request:46908", - "right": "pull_request:46951", - "accept": false, - "reason": "DeepSeekV3.2 test loading workaround and PEFT integration are unrelated." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46941", + "left": "pull_request:46954", + "right": "pull_request:46961", "accept": false, - "reason": "EdgeTAM and DAC fixes target different models and bugs." + "reason": "GLM-ASR pytest compatibility and Serge branch workflow normalization are unrelated." }, { - "left": "pull_request:46926", - "right": "pull_request:46927", + "left": "pull_request:46954", + "right": "pull_request:46977", "accept": false, - "reason": "MiniMax M3 VL and GLM46V fixes are unrelated." + "reason": "GLM-ASR pytest compatibility and Mllama arg-name handling are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46954", "accept": false, - "reason": "Molmo2 model-add PR and GLM ASR pytest compatibility fix are unrelated." + "reason": "Molmo2 model addition and GLM-ASR pytest compatibility fix are different kinds of changes." }, { "left": "pull_request:46954", "right": "pull_request:46968", "accept": false, - "reason": "Workflow normalization and docs autolink cleanup are unrelated." + "reason": "GLM-ASR pytest compatibility and docs autolink cleanup are unrelated." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:46954", + "right": "pull_request:46958", "accept": false, - "reason": "VibeVoice and Molmo2 are different model-add PRs, not the same change." + "reason": "GLM-ASR pytest compatibility is unrelated to CohereASR training-loss correction." }, { - "left": "pull_request:46912", + "left": "pull_request:46961", "right": "pull_request:46977", "accept": false, - "reason": "RoPE test expansion and Mllama arg-name cleanup are unrelated." + "reason": "Workflow normalization and Mllama arg-name handling are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46965", + "left": "pull_request:46961", + "right": "pull_request:46974", "accept": false, - "reason": "wav2vec2 SDPA dispatch and DeepSeekV4 use_cache support are different model fixes." + "reason": "Workflow normalization and MusicGen generate typo fix are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:46961", + "left": "pull_request:46958", + "right": "pull_request:46977", "accept": false, - "reason": "Unlimited OCR add and workflow normalization are unrelated." + "reason": "CohereASR loss fix and Mllama arg-name deprecation are different code paths." }, { - "left": "pull_request:46836", - "right": "pull_request:46977", + "left": "pull_request:46961", + "right": "pull_request:46968", "accept": false, - "reason": "Unlimited OCR add and Mllama arg-name cleanup are unrelated." + "reason": "Serge branch workflow wiring and docs autolink cleanup are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:46965", + "left": "pull_request:46958", + "right": "pull_request:46974", "accept": false, - "reason": "Unlimited OCR add and DeepSeekV4 use_cache support are unrelated." + "reason": "CohereASR training-loss fix and MusicGen generation typo fix are unrelated." }, { - "left": "pull_request:46196", + "left": "pull_request:46974", "right": "pull_request:46977", "accept": false, - "reason": "wav2vec2 SDPA dispatch and Mllama arg-name cleanup are unrelated." + "reason": "MusicGen generation typo and Mllama arg-name deprecation are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46658", + "right": "pull_request:46920", "accept": false, - "reason": "Molmo2 model-add PR and Step 3.7 Flash implementation are unrelated." + "reason": "Molmo2 model addition and Voxtral realtime API adaptation are different features." }, { - "left": "pull_request:46266", - "right": "pull_request:46707", + "left": "pull_request:46920", + "right": "pull_request:46968", "accept": false, - "reason": "DINO conversion-mapping changes and native FSDP2 migration are unrelated." + "reason": "Voxtral realtime API support and docs autolink cleanup are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46961", + "left": "pull_request:43451", + "right": "pull_request:46958", "accept": false, - "reason": "Step 3.7 Flash implementation and workflow normalization are unrelated." + "reason": "Molmo2 model addition and CohereASR loss bugfix are unrelated." }, { - "left": "pull_request:46891", + "left": "pull_request:46707", "right": "pull_request:46961", "accept": false, - "reason": "PEFT CI workflow tweak and normalization workflow are unrelated." + "reason": "Native FSDP2 integration and Serge branch normalization are unrelated infrastructure changes." }, { "left": "pull_request:46196", - "right": "pull_request:46995", - "accept": false, - "reason": "wav2vec2 SDPA dispatch and flash-linear-attention availability are different features." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46891", + "right": "pull_request:46965", "accept": false, - "reason": "Molmo2 add PR and PEFT CI workflow tweak are unrelated." + "reason": "wav2vec2 SDPA dispatch support and DeepSeek V4 cache support are different model/runtime changes." }, { - "left": "pull_request:46707", - "right": "pull_request:46977", + "left": "pull_request:46836", + "right": "pull_request:46961", "accept": false, - "reason": "Native FSDP2 migration and Mllama arg-name cleanup are unrelated." + "reason": "Unlimited OCR model addition and workflow normalization are unrelated." }, { - "left": "pull_request:46891", + "left": "pull_request:46836", "right": "pull_request:46977", "accept": false, - "reason": "PEFT CI workflow tweak and Mllama arg-name cleanup are unrelated." + "reason": "Unlimited OCR model addition and Mllama arg-name cleanup are unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:46968", + "left": "pull_request:46836", + "right": "pull_request:46965", "accept": false, - "reason": "FSDP2 migration and docs autolink cleanup are unrelated." + "reason": "Unlimited OCR model addition and DeepSeek V4 cache support are unrelated." }, { - "left": "pull_request:46891", - "right": "pull_request:46968", + "left": "pull_request:46196", + "right": "pull_request:46977", "accept": false, - "reason": "PEFT CI workflow tweak and docs autolink cleanup are unrelated." + "reason": "wav2vec2 SDPA dispatch support and Mllama arg-name cleanup are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46836", + "right": "pull_request:46965", "accept": false, - "reason": "Molmo2 add PR and Unlimited OCR add PR are different model additions." + "reason": "Molmo2 model addition and DeepSeek V4 cache support are unrelated." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:43451", + "right": "pull_request:46658", "accept": false, - "reason": "VibeVoice and Molmo2 add different models and subsystems." + "reason": "Molmo2 model addition and Step-3.7-Flash implementation are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46961", + "left": "pull_request:46836", + "right": "pull_request:46995", "accept": false, - "reason": "Step 3.7 Flash implementation and workflow normalization are unrelated." + "reason": "Unlimited OCR model addition and MLU availability check are unrelated." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the overall cluster summary is mostly grounded, but the canonical PR rationale overstates the evidence. PR 46958 also has an explicit issue target (46894), so 46895 is not uniquely the PR with an explicit issue link. Since that key distinction is incorrect, I wouldn\u2019t accept the summary as written." + "feedback": "The CohereASR cluster is plausible, but one soft-edge accept is too broad: 46903 bundles an additional PPFormulaNet fix, so it is not clearly mergeable with 46958 as a single PR for the same bugfix. That makes the duplicate verdict less conservative than the packet supports. The rest of the summary is mostly grounded, but this overstates the evidence." }, "evaluator_used": true, "retried": true, @@ -21853,7 +21974,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 34, + "component_count": 35, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -21861,12 +21982,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-36", + "cluster_id": "cluster-40546-39", "nodes": [ "pull_request:43451", "pull_request:44517", "pull_request:46196", "pull_request:46658", + "pull_request:46707", "pull_request:46836", "pull_request:46891", "pull_request:46907", @@ -21874,6 +21996,7 @@ "pull_request:46912", "pull_request:46926", "pull_request:46927", + "pull_request:46933", "pull_request:46949", "pull_request:46950", "pull_request:46951", @@ -21885,10 +22008,13 @@ "pull_request:46971", "pull_request:46977", "pull_request:46986", - "pull_request:47006" + "pull_request:47006", + "pull_request:47008" ], "soft_pairs": [ + "pull_request:46658|pull_request:46961", "pull_request:46658|pull_request:46977", + "pull_request:46658|pull_request:46965", "pull_request:44517|pull_request:46836", "pull_request:43451|pull_request:46912", "pull_request:44517|pull_request:46957", @@ -21898,8 +22024,13 @@ "pull_request:46957|pull_request:46961", "pull_request:46912|pull_request:46961", "pull_request:44517|pull_request:46891", + "pull_request:46707|pull_request:47008", "pull_request:46957|pull_request:46977", + "pull_request:46912|pull_request:47008", "pull_request:46196|pull_request:46957", + "pull_request:46957|pull_request:47008", + "pull_request:46836|pull_request:47008", + "pull_request:46933|pull_request:47008", "pull_request:46950|pull_request:46971", "pull_request:46949|pull_request:46950", "pull_request:46949|pull_request:46951", @@ -21922,230 +22053,409 @@ "pull_request:46658|pull_request:46836", "pull_request:46891|pull_request:46957", "pull_request:46836|pull_request:46957", - "pull_request:46658|pull_request:46957", "pull_request:46912|pull_request:46957", "pull_request:46836|pull_request:46912" ], - "prepared_review_unit_hash": "0efd9e8e1a12a0eaada33240949a847d1d050f8012f0575f9f3fb450abbdd530", + "prepared_review_unit_hash": "58cf6aa06c3e37b3c175bce93d7a02cd70469b8e4edb35355224ec58d509ab65", "component_budget": { - "node_count": 36, - "item_count": 36, - "soft_pair_count": 109, - "serialized_chars": 121331, - "estimated_input_tokens": 30333, - "estimated_eval_tokens": 60922 + "node_count": 39, + "item_count": 39, + "soft_pair_count": 115, + "serialized_chars": 132026, + "estimated_input_tokens": 33007, + "estimated_eval_tokens": 66270 }, "budget": { - "node_count": 23, - "item_count": 23, - "soft_pair_count": 37, - "serialized_chars": 63156, - "estimated_input_tokens": 15789, - "estimated_eval_tokens": 31834 + "node_count": 26, + "item_count": 26, + "soft_pair_count": 43, + "serialized_chars": 71679, + "estimated_input_tokens": 17920, + "estimated_eval_tokens": 36096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edges look like true duplicates; the set is mostly unrelated model adds, test-only fixes, docs/workflow changes, and different infra bugs.", - "confidence": 0.97, + "summary": "This cluster is mostly heterogeneous: model-addition PRs, docs/CI tweaks, and several unrelated model bug fixes. The only clear duplicate-style pair is the Gemma4 dtype-casting fix (46933 vs 47008); the rest should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "There is no clear canonical PR because the candidates span unrelated changes across many models and subsystems, with no pair looking mergeable into one PR.", + "canonical_pr_reason": "No single canonical PR for the whole cluster; if anchoring the only true duplicate subcluster, 46933 is the better representative because it has the explicit issue target and 47008 is the near-identical follow-up.", "best_issue_reason": null, - "best_pr_reason": "PR 46957 is the most central infra change in the set, but it still addresses a different code path from the others and is not a safe canonical representative.", + "best_pr_reason": "46933 is the best PR to keep as the representative for the one genuine duplicate pair in this cluster. The other PRs are unrelated enough that they should not be merged into the same canonical change.", "soft_edge_verdicts": [ + { + "left": "pull_request:46658", + "right": "pull_request:46961", + "accept": false, + "reason": "Unrelated: Step-3.7-Flash model scaffolding vs a workflow to normalize Serge branches." + }, { "left": "pull_request:46658", "right": "pull_request:46977", "accept": false, - "reason": "Different changes: Step-3.7 Flash model build/convert code vs Mllama argument naming/deprecation." + "reason": "Unrelated model additions/fixups: Step-3.7-Flash vs Mllama arg-name cleanup." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46965", + "accept": false, + "reason": "Different features: Step-3.7-Flash implementation vs a DeepSeek V4 cache behavior fix." }, { "left": "pull_request:44517", "right": "pull_request:46836", "accept": false, - "reason": "Both add model docs, but they are separate model additions for Qwen3-TTS and Unlimited OCR." + "reason": "Both add models, but for different models (Qwen3-TTS vs Unlimited OCR), so not duplicates." }, { "left": "pull_request:43451", "right": "pull_request:46912", "accept": false, - "reason": "Molmo2 model addition vs RoPE test/behavior improvements; unrelated artifacts." + "reason": "Molmo2 model addition is unrelated to RoPE test coverage changes." }, { "left": "pull_request:44517", "right": "pull_request:46957", "accept": false, - "reason": "Qwen3-TTS model implementation vs FP8/generation infrastructure; not the same bug or feature." + "reason": "Qwen3-TTS model addition is unrelated to finegrained FP8 generation/kernel changes." }, { "left": "pull_request:43451", "right": "pull_request:46196", "accept": false, - "reason": "Molmo2 model addition vs wav2vec2 SDPA dispatch support; different code paths." + "reason": "Molmo2 addition and wav2vec2 SDPA dispatch support are different changes." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 addition and finegrained FP8/generation changes are unrelated." + "reason": "Molmo2 model addition is unrelated to finegrained FP8 kernel work." }, { "left": "pull_request:46196", "right": "pull_request:46961", "accept": false, - "reason": "wav2vec2 modeling change vs CI workflow change; no shared underlying bug." + "reason": "wav2vec2 SDPA dispatch support has nothing to do with Serge workflow normalization." }, { "left": "pull_request:46957", "right": "pull_request:46961", "accept": false, - "reason": "FP8/generation code changes vs a branch-normalization CI workflow; unrelated." + "reason": "Finegrained FP8 kernel changes are unrelated to branch-normalization workflow plumbing." }, { "left": "pull_request:46912", "right": "pull_request:46961", "accept": false, - "reason": "RoPE tests vs CI workflow automation; not the same change." + "reason": "RoPE test improvements are unrelated to the Serge normalization workflow." }, { "left": "pull_request:44517", "right": "pull_request:46891", "accept": false, - "reason": "Qwen3-TTS model add vs PEFT CI/test workflow update; different artifacts." + "reason": "Qwen3-TTS model addition is unrelated to PEFT CI workflow testing." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47008", + "accept": false, + "reason": "Native FSDP2 migration and Gemma4 dtype-casting fixes are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:46977", "accept": false, - "reason": "FP8/generation infrastructure vs Mllama arg deprecation rename; different code paths." + "reason": "Finegrained FP8 kernel work and Mllama arg-name cleanup are separate changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47008", + "accept": false, + "reason": "RoPE test changes are unrelated to Gemma4 quantized-embedder dtype casting." }, { "left": "pull_request:46196", "right": "pull_request:46957", "accept": false, - "reason": "wav2vec2 attention dispatch support vs finegrained FP8/generation logic; unrelated." + "reason": "wav2vec2 SDPA dispatch support is unrelated to finegrained FP8 decoding changes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47008", + "accept": false, + "reason": "Different problem space: finegrained FP8 kernel selection vs Gemma4 dtype casting." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47008", + "accept": false, + "reason": "Unlimited OCR model addition is unrelated to Gemma4 dtype-casting fixes." + }, + { + "left": "pull_request:46933", + "right": "pull_request:47008", + "accept": true, + "reason": "Same concrete Gemma4 bug: both patch quantized vision/audio embedders to avoid invalid dtype casting, and 47008 is a near-identical follow-up to 46933." }, { "left": "pull_request:46950", "right": "pull_request:46971", "accept": false, - "reason": "Both mention Mamba2 OOM, but one changes runtime kernel behavior and the other only adjusts tests/dtype loading." + "reason": "Related model area, but not the same fix: one changes Mamba2 runtime behavior, the other only adjusts test loading dtype arguments." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Whisper/audioflamingo3 cache fixes vs Mamba2 OOM fix; different models and bugs." + "reason": "Whisper/audioflamingo cache bug fixes vs Mamba2 OOM behavior are unrelated." }, { "left": "pull_request:46949", "right": "pull_request:46951", "accept": false, - "reason": "Whisper/audioflamingo3 changes vs PEFT loading logic; unrelated." + "reason": "Whisper/audioflamingo test fixes are unrelated to PEFT integration test loading." }, { - "left": "pull_request:46927", - "right": "pull_request:46949", + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Both touch DeepSeek V4, but one is FP8 generation optimization and the other is use_cache=False support; different code paths." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7-Flash and Unlimited OCR are separate model integrations." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46957", + "accept": false, + "reason": "PEFT CI workflow edits are unrelated to finegrained FP8 model/runtime changes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", + "accept": false, + "reason": "Unlimited OCR model addition is unrelated to finegrained FP8 kernel changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46957", + "accept": false, + "reason": "RoPE test coverage changes are unrelated to finegrained FP8 runtime work." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46977", + "accept": false, + "reason": "Workflow normalization and Mllama arg-name cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46968", + "accept": false, + "reason": "Molmo2 model addition is unrelated to docs autolink fixes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46961", + "accept": false, + "reason": "Molmo2 model addition is unrelated to Serge branch normalization." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46977", + "accept": false, + "reason": "Molmo2 model addition is unrelated to Mllama arg-name cleanup." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "FP8 kernel/generation tuning and DeepSeek V4 cache semantics are different fixes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", "accept": false, - "reason": "GLM46V input handling vs Whisper/audioflamingo3 cache behavior; different problems." + "reason": "Unlimited OCR model addition is unrelated to finegrained FP8 kernel work." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47008", + "accept": false, + "reason": "RoPE test changes and Gemma4 dtype casting are different problems." }, { "left": "pull_request:46907", "right": "pull_request:46927", "accept": false, - "reason": "EdgeTam processor kwarg cleanup vs GLM46V input casting/forward fix; not the same bug." + "reason": "EdgeTam import_or_config fix and GLM46V other fix are separate model-specific bugs." }, { "left": "pull_request:46927", - "right": "pull_request:46971", + "right": "pull_request:46949", "accept": false, - "reason": "GLM46V fix vs Mamba2 test/load change; different model paths." + "reason": "GLM46V output mismatch fixes are unrelated to Whisper/audioflamingo test issues." }, { - "left": "pull_request:46908", - "right": "pull_request:46926", + "left": "pull_request:46907", + "right": "pull_request:46949", "accept": false, - "reason": "Similar symptom in tests, but they target different models and test files, so not a duplicate." + "reason": "EdgeTam import/config test failures and Whisper/audioflamingo failures are different bugs." }, { - "left": "pull_request:46986", + "left": "pull_request:46907", + "right": "pull_request:46970", + "accept": false, + "reason": "EdgeTam import/config failures are unrelated to MusicGen Melody output mismatch fixes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "EdgeTam import/config failures are unrelated to GLM OCR output mismatch fixes." + }, + { + "left": "pull_request:46907", "right": "pull_request:47006", "accept": false, - "reason": "GLM OCR model initialization fix vs Gemma3 cache_implementation handling; different code paths." + "reason": "EdgeTam test failures and Gemma3 output mismatch fixes are separate model bugs." }, { "left": "pull_request:46907", - "right": "pull_request:46949", + "right": "pull_request:46971", "accept": false, - "reason": "EdgeTam backbone kwarg cleanup vs Whisper/audioflamingo3 cache bug; unrelated models." + "reason": "EdgeTam import/config failures are unrelated to Mamba2 OOM-related test adjustments." }, { - "left": "pull_request:46970", + "left": "pull_request:46957", + "right": "pull_request:46970", + "accept": false, + "reason": "Finegrained FP8 kernel changes are unrelated to MusicGen Melody generation mismatch fixes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46986", + "accept": false, + "reason": "Finegrained FP8 kernel changes are unrelated to GLM OCR output mismatch fixes." + }, + { + "left": "pull_request:46907", "right": "pull_request:47006", "accept": false, - "reason": "MusicGen Melody generation input prep vs Gemma3 cache config handling; different features." + "reason": "EdgeTam failures and Gemma3 output mismatch fixes are unrelated." }, { - "left": "pull_request:46970", + "left": "pull_request:46907", "right": "pull_request:46986", "accept": false, - "reason": "MusicGen Melody generation fix vs GLM OCR model construction fix; unrelated." + "reason": "EdgeTam import/config failures and GLM OCR output mismatch fixes are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46970", + "accept": false, + "reason": "EdgeTam import/config failures and MusicGen Melody output mismatch fixes are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46977", "accept": false, - "reason": "Automation workflow vs Mllama API rename; no shared underlying change." + "reason": "Serge workflow normalization and Mllama arg-name cleanup are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46968", + "left": "pull_request:46957", + "right": "pull_request:47006", "accept": false, - "reason": "Molmo2 model addition vs docs autolink cleanup; unrelated." + "reason": "Finegrained FP8 kernel changes are unrelated to Gemma3 cache-implementation behavior." }, { - "left": "pull_request:43451", - "right": "pull_request:46961", + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "GLM OCR output mismatch fixes and Gemma3 cache-implementation behavior changes are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46949", + "accept": false, + "reason": "EdgeTam import/config failures and Whisper/audioflamingo failures are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46970", + "accept": false, + "reason": "GLM46V fixes and MusicGen Melody fixes are separate model bugs." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46957", + "accept": false, + "reason": "RoPE tests and finegrained FP8 runtime changes are not the same bug/change." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47006", + "accept": false, + "reason": "EdgeTam and Gemma3 fixes target different model behaviors." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46970", + "accept": false, + "reason": "Finegrained FP8 kernel changes are unrelated to MusicGen Melody generation fixes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46986", + "accept": false, + "reason": "Finegrained FP8 kernel changes are unrelated to GLM OCR output mismatch fixes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46971", "accept": false, - "reason": "Model addition vs CI workflow automation; not a duplicate." + "reason": "EdgeTam failures and Mamba2 OOM test adjustments are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46977", + "left": "pull_request:46907", + "right": "pull_request:46986", "accept": false, - "reason": "Molmo2 model addition vs Mllama argument deprecation; unrelated." + "reason": "EdgeTam failures and GLM OCR failures are unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:46965", + "left": "pull_request:46836", + "right": "pull_request:47008", "accept": false, - "reason": "Both touch generation/modeling code, but they fix different DeepSeekV4-related behaviors and are not the same bug." + "reason": "Unlimited OCR addition is unrelated to Gemma4 dtype-casting fixes." }, { - "left": "pull_request:46658", - "right": "pull_request:46836", + "left": "pull_request:46950", + "right": "pull_request:46971", "accept": false, - "reason": "Two separate model additions (Step-3.7 Flash and Unlimited OCR), not one combined change." + "reason": "Same model family, but one is a runtime/kernel fix and the other is a test-only loading change; not the same concrete bug." }, { - "left": "pull_request:46658", - "right": "pull_request:46957", + "left": "pull_request:46907", + "right": "pull_request:46950", "accept": false, - "reason": "Step-3.7 Flash model scaffolding vs FP8/generation infrastructure; unrelated." + "reason": "EdgeTam import/config failures are unrelated to Mamba2 OOM behavior." }, { - "left": "pull_request:46912", - "right": "pull_request:46957", + "left": "pull_request:46949", + "right": "pull_request:46971", "accept": false, - "reason": "RoPE test improvements vs FP8/generation logic; different concerns." + "reason": "Whisper/audioflamingo failures are unrelated to Mamba2 test OOM fixes." }, { - "left": "pull_request:46836", - "right": "pull_request:46957", + "left": "pull_request:46951", + "right": "pull_request:46971", "accept": false, - "reason": "Unlimited OCR model addition vs finegrained FP8/generation infrastructure; unrelated." + "reason": "PEFT integration fixes are unrelated to Mamba2 OOM-related test changes." } ] }, @@ -22159,7 +22469,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22175,12 +22485,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "a07fa1bc6904f80cadba6c98c9e60c7a156d73c94ac155276c697f4597acbae0", + "prepared_review_unit_hash": "2900e246b1dbbe28f319685d33495fb2578b8c8c8d604ae8a1dc8b4a065fb6c2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -22188,7 +22498,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -22197,18 +22507,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs, but they are unrelated feature additions in different model families and should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These are two unrelated feature PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "pull_request:41224 is the more focused and self-contained feature PR, with a clear model-specific code path and matching docs/tests for DINOv3 image classification.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good cluster representative; 40755 adds TimesFM covariate forecasting, while 41224 adds DINOv3 image classification support.", + "best_pr_reason": "pull_request:41224 is the strongest standalone PR in the set because it targets a concrete, narrowly scoped capability addition and appears easier to review and merge cleanly.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and code paths: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not appear to fix the same bug or implement one mergeable change." + "reason": "Reject: these PRs address different model families and different problems. TimesFM covariate forecasting is unrelated to DINOv3 image classification, and they would not plausibly be merged into one PR or fix the same code-path issue." } ] }, @@ -22222,7 +22532,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22285,7 +22595,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22329,12 +22639,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "0e94a1ee4a49b38d7ebd5d7a51f7d235ffb3bd2507521d21b8ffc1c9b088781f", + "prepared_review_unit_hash": "0a662ef195869392924a67712893b4fe0487b72a64ba490077f6d83f7dab907e", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34784, + "serialized_chars": 34782, "estimated_input_tokens": 8696, "estimated_eval_tokens": 17648 }, @@ -22342,7 +22652,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34784, + "serialized_chars": 34782, "estimated_input_tokens": 8696, "estimated_eval_tokens": 17648 }, @@ -22351,129 +22661,129 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs with one clear duplicate pair around `fixed_cross_entropy` kwargs support. Only PRs 43251 and 43254 appear to implement the same underlying change; the rest touch different models, docs, or features and should not be merged as duplicates.", - "confidence": 0.93, + "summary": "Mostly unrelated PRs; the only true duplicate pair is the two loss_utils patches that both forward supported kwargs into fixed_cross_entropy. Everything else targets different models, subsystems, or documentation/tests and should remain separate.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical representative for the duplicate pair because it is directly issue-linked to 43240 and covers the concrete `fixed_cross_entropy` behavior change in full context.", + "canonical_pr_reason": "PR 43251 is a strong canonical representative for the duplicate loss_utils fix because it addresses the same fixed_cross_entropy kwargs-forwarding bug as 43254 in the same code path. That said, both PRs explicitly target issue 43240, so the cluster does not support a claim that 43251 is uniquely tied to the shared bug report.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall representative: it targets the exact code path, has explicit issue linkage, and its diff is the more complete version of the same fix.", + "best_pr_reason": "PR 43251 is the best overall representative of the cluster\u2019s only real duplicate set: it directly fixes fixed_cross_entropy in loss_utils.py and cleanly forwards the supported cross_entropy kwargs. PR 43254 is a very close sibling, but the pair is still the clearest actionable duplicate relationship in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different features: Mistral tokenizer method additions vs adding a new MobileLLM model." + "reason": "Tokenizer method additions and a new MobileLLM model are unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions and executorch dynamic-shape tests are unrelated changes." + "reason": "Missing tokenizer methods and executorch export tests do not share the same underlying bug or change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness is unrelated to introducing MobileLLM model support." + "reason": "Processor auto-loading robustness and MobileLLM model creation are separate concerns." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs plumbing and a new model implementation are unrelated code paths." + "reason": "Loss-function kwargs forwarding and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both mention model/training infrastructure, but they fix different problems in different subsystems." + "reason": "A cross_entropy wrapper fix and Mistral4 test/model changes are not the same code-path problem." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests do not overlap with Mistral4 test/model fixes." + "reason": "Dynamic-shape export tests and Mistral4 fixes target different issues." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "A dynamic-shape export test is not the same underlying change as adding MobileLLM." + "reason": "Executorch exportability tests are unrelated to adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition and config-resolution ordering fix are unrelated." + "reason": "New model implementation and config-resolution ordering fix are different changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding MobileLLM and refactoring Falcon output collection are different model changes." + "reason": "MobileLLM model addition and Falcon output-collection refactoring are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition and the model-creation skill are not the same underlying bug or feature." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon forward refactor and a model-creation skill are not the same code change." + "reason": "Falcon refactoring and a new-model skill are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 test fixes address different models and bugs." + "reason": "Falcon output-interface refactoring and Mistral4 fixes do not address the same problem." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fixes and CLIP-like `layrnorm` renaming are unrelated issues." + "reason": "Mistral4 test fixes and a CLIP-like layernorm rename are different model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and chat response parsing updates are different feature areas." + "reason": "Mistral4 fixes and serve chat parsing updates are unrelated subsystems." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 testing/model changes and adding a TDT loss kernel are unrelated." + "reason": "Mistral4 changes and adding a TDT loss kernel are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes and config-resolution ordering are different problems." + "reason": "Mistral4 test/model work and config resolution ordering fix are separate bugs." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A Mistral4 fix PR and a model-creation skill do not share the same concrete change." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "MobileLLM implementation and the model-creation skill are not duplicates." + "reason": "Mistral4 fixes and the model-creation skill are not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `fixed_cross_entropy` to pass supported `cross_entropy` kwargs (`weight`, `label_smoothing`) and address the same underlying loss-wrapper bug." + "reason": "Both PRs patch the same fixed_cross_entropy wrapper in loss_utils.py to forward supported cross_entropy kwargs; they are plausibly mergeable into one PR." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only positive duplicate callout, PR 43251 vs 43254, is supported by the shared file/function, shared issue target 43240, and matching `cross_entropy` kwarg plumbing. The other pairwise rejections are also consistent with the diffs and do not overstate duplication or mergeability." + "accept": false, + "feedback": "Rejecting because the canonical PR rationale overstates the evidence: PR 43254 also has an explicit issue target (43240), so 43251 is not the only change in the cluster tied to a shared bug report. The rest of the summary is mostly grounded, and the 43251\u219443254 mergeability verdict looks conservative, but the unique-target claim is not supported by the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22481,7 +22791,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22497,7 +22807,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "b01da44b477dcee5c87bf8c5c99aa105f2e372ae157483cee64259b5b7fb94a0", + "prepared_review_unit_hash": "1da5dcb044e8c50e52f57a2a8f830505839d3d81eaad7e40ade5819c9fd1cac2", "component_budget": { "node_count": 2, "item_count": 2, @@ -22519,18 +22829,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions in workflow files, but they target different maintenance goals: one is specifically for Node 24 compatibility across many actions, while the other upgrades a smaller set of actions to newer major versions. They overlap in some workflows but are not the same change.", - "confidence": 0.87, + "summary": "Two open PRs both update GitHub Actions in workflow files, but they target different dependency bumps and different motivations. They overlap in filenames because they touch shared workflows, not because they fix the same concrete issue.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better canonical PR because its title and diff describe the clearer underlying change: a broad GitHub Actions compatibility upgrade for Node 24 across many workflows.", + "canonical_pr_reason": "PR 42975 is the better representative because it has a clearer, narrower purpose: upgrading workflow actions specifically for Node 24 compatibility. That makes the underlying change more concrete than the broader 'latest versions' update in 42976.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best representative of the cluster since it captures the main maintenance theme more precisely; PR #42976 is a narrower dependency bump focused on docker/build-push-action and related workflow updates.", + "best_pr_reason": "PR 42975 is the best single PR to keep as canonical for this cluster since its intent is explicit and technical, while 42976 is a separate maintenance sweep over different actions. If one PR must anchor the cluster, 42975 is more precise.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are workflow-action upgrade PRs, but they are not the same concrete change. #42975 is about Node 24 compatibility for GitHub Actions, while #42976 upgrades specific actions to latest versions (notably docker/build-push-action v6). They overlap in files but could not be merged as one identical fix." + "reason": "Reject: these are both workflow dependency updates, but they change different actions for different reasons (Node 24 compatibility vs latest-version bumps). They do not appear to fix the same concrete bug or change the same code path, and they would not naturally merge into one PR beyond generic maintenance." } ] }, @@ -22544,7 +22854,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22565,12 +22875,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "2a36368e6bce87d6677e6481d3f94440359583817fbf42cf96948c5ecb3fd3b5", + "prepared_review_unit_hash": "06bb08ff9a287e41612541b64cd72817093cd13a6f037373ebfd8d730c3d1e58", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -22578,7 +22888,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -22587,36 +22897,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are separate model-addition efforts (ViT NEPA, Molmo, CTSM, Step3p7). They share framework/registry files, but each targets a different model and code path, so none are duplicates.", + "summary": "All four pull requests add different models/features (ViT NEPA, Molmo, CTSM, Step3p7 Flash). They share broad integration patterns and some auto/doc files, but they do not look like the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45490 is a strong representative because it is a substantial, self-contained model addition with high review activity and touches the usual model/config/auto-registration/test surfaces.", + "canonical_pr_reason": "No clear canonical duplicate PR: each PR introduces a distinct model family and code path, so none is a true stand-in for the others.", "best_issue_reason": null, - "best_pr_reason": "PR #45490 is the best single representative of the cluster: it is complete enough to stand alone and appears to be the most reviewed/central model-addition PR among the set.", + "best_pr_reason": "PR 46562 is the strongest representative only in the sense that it is the most mature model-addition PR with broad integration and review activity, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and implementations (ViT NEPA vs Molmo). Shared docs/auto-registration files are expected boilerplate, not the same underlying change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are incidental to model registration, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families with distinct code paths (ViT NEPA vs CTSM). The overlap is only in generic registry/docs files." + "reason": "ViT NEPA and CTSM are unrelated model integrations with different architectures and code paths; overlap is only in framework plumbing." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model additions with different configs, model code, and tests; this is not one mergeable fix/change." + "reason": "Molmo and CTSM are distinct model families; similarity is limited to common Transformer repo scaffolding, not a single mergeable change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different model additions. Shared auto/modeling/docs files do not indicate the same underlying bug or feature." + "reason": "CTSM (time-series) and Step3p7 Flash (multimodal) are different models and implementation areas; they should not be merged as duplicates." } ] }, @@ -22630,7 +22940,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22665,12 +22975,12 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "749efb9ec791085c92d0b67ca94352db7919d778503f4501745fc5bb09657f2d", + "prepared_review_unit_hash": "02fa5c03b91078d67ad8e371d16d721ba72a184d59a8f434a9aee483c268a947", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19596, + "serialized_chars": 19594, "estimated_input_tokens": 4899, "estimated_eval_tokens": 10054 }, @@ -22678,7 +22988,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19596, + "serialized_chars": 19594, "estimated_input_tokens": 4899, "estimated_eval_tokens": 10054 }, @@ -22687,108 +22997,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and contains several unrelated PRs that only share superficial test/issue patterns. The only strong duplicate-like relationship is the YOLOS device mismatch fixes, where PR 46886 is a partial fix and PR 46922 extends the same concrete fix path in the same model file and shared target issue.", - "confidence": 0.89, + "summary": "This cluster is mostly unrelated PRs that touch different models/subsystems and appear to be separate fixes. The only clear duplicate pair is the two YOLOS device-mismatch PRs, which both target the same issue and same code path in `modeling_yolos.py`.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the strongest representative because it fixes the concrete YOLOS device-mismatch path directly and also includes the related `_no_split_modules` change, making it the most complete version of that fix.", + "canonical_pr_reason": "PR 46922 is the best canonical PR because it addresses the YOLOS device-mismatch path more completely in `modeling_yolos.py` and is tied to the same tracking issue as the other YOLOS PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the best single PR for the cluster\u2019s only real duplicate-like thread: it addresses the YOLOS auto-device-map mismatch at runtime and is more complete than PR 46886.", + "best_pr_reason": "PR 46922 is the strongest representative of the actual fix: it patches the runtime device placement in the YOLOS forward path and also adds the no-split module guard for `device_map=\"auto\"`.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-only PRs with generic/fake test changes in different models; no shared bug or concrete code path." + "reason": "Different models and different problems: Whisper tokenization/tests versus CLIP/ViT test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test fix and FP8 dequant fix are unrelated subsystems and problems." + "reason": "Unrelated code paths: Whisper decoding fix versus FP8 dequant/loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tests and generation watermarking validation fix are unrelated; only superficial PR similarity." + "reason": "Different bug domains: Whisper tokenization versus generation watermarking/config validation." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test changes do not match the YOLOS runtime device-mismatch fix." + "reason": "Whisper tokenizer/tests and YOLOS device-mapping are unrelated fixes." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Different test files and different targets; no evidence of the same underlying bug." + "reason": "Test-only edits for different model families and no shared underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Generic test edits versus FP8 loader/dequant logic; not the same change." + "reason": "CLIP/ViT test changes are unrelated to FP8 dequantization/loading." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "These touch unrelated model tests versus generation config/runtime behavior." + "reason": "Different subsystems and no shared concrete failure mode." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test-only edits are unrelated to YOLOS device placement fixes." + "reason": "No overlap beyond being test/model repo changes; underlying bugs differ." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/dequant code and Phimoe integration test/CI changes are different problems." + "reason": "FP8 quantization/loading fix and Phimoe CI/test fix are unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different code paths: FP8 kernel/loading versus generation watermarking validation." + "reason": "Different functionality and different failure paths." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8/dequant changes are unrelated to YOLOS model-device mismatch fixes." + "reason": "FP8 dequant logic and YOLOS device placement are not the same bug." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe integration test infrastructure fixes are unrelated." + "reason": "Generation config validation changes versus CI/runtime test harness changes are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "No shared concrete bug; generation config validation is unrelated to YOLOS runtime behavior." + "reason": "Different models and different concrete fixes." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI/device-memory setup for Phimoe tests is not the same issue as YOLOS device mismatch." + "reason": "Phimoe CI/test infrastructure changes do not match a YOLOS runtime bug." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device-mismatch issue on the same file and shared issue target; 46922 adds a runtime device fix plus the same split-module adjustment, so they are plausibly mergeable into one change." + "reason": "Both PRs fix the same YOLOS `device_map=\"auto\"` device-mismatch issue in `src/transformers/models/yolos/modeling_yolos.py`, and could plausibly be merged into one fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The YOLOS pair (46886, 46922) is the only clearly related thread: both touch the same model file and shared issue target, and 46922 plausibly subsumes 46886 by adding the runtime device fix plus the `_no_split_modules` adjustment. The unrelated PR pair rejections are also appropriately cautious." + "feedback": "The cluster-level judgment is grounded: the non-YOLOS PRs appear to be unrelated fixes across different subsystems, and the only plausible mergeable duplicate pair is the two YOLOS PRs. One small precision note: PR 46886 does not itself patch the forward-path device mismatch, so saying both YOLOS PRs fix the same code path is a bit strong; it is safer to describe them as the same tracked YOLOS device-mismatch issue in the same file." }, "evaluator_used": true, "retried": false, @@ -22799,7 +23109,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22818,52 +23128,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "45b2f843d8d0c2cecf3f8bfbd65b19e16f6ab0ead3dc8bddbd319adc6f1ca021", + "prepared_review_unit_hash": "0dce6171f925a9ee718ec691816761ba4a152c1b9d452a1901faf5cb7535c889", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate '[don't merge]' repository test/CI PRs with only superficial similarity: one changes setup/versioning and a ViT test, one rewrites several comment/notification workflows plus test utilities, and one switches a security-gate workflow trigger. They are not duplicates of the same underlying change.", + "summary": "All three items are unrelated '[don't merge]' PRs touching different workflow/setup/test-harness paths; they do not look like duplicates of the same underlying fix or change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate canonical PR exists here; the PRs touch different temporary bot/CI code paths. If one must serve as the cluster representative, PR 43532 is the broadest and most informative item.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the best representative of the cluster only because it is the broadest and has the most discussion, but it is still a distinct workflow/test change rather than the same fix as the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: setup/version + dependency/test tweak versus a workflow trigger change in pr-ci-security-gate. Only superficial 'don't merge' similarity." + "reason": "Different changes: 43488 edits setup/versioning and a ViT test, while 46747 only changes the PR security-gate workflow trigger. No shared concrete bug or mergeable code-path fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Both are repo-check/test PRs, but they modify different areas and code paths: setup.py/ViT test versus multiple CI workflows and testing utilities." + "reason": "43488 is a repo-bot/setup/version-format experiment; 43532 rewrites several CI/comment workflows plus testing helpers. They are not the same underlying problem." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflow files, but they are different concrete changes in different workflows and behaviors, so they should not be merged as duplicates." + "reason": "Both touch workflows, but 43532 is about comment/notification CI and test harness behavior, while 46747 changes the security-gate workflow trigger. Too different to be one PR." } ] }, @@ -22877,7 +23187,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22893,7 +23203,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "657090d461d2392148a9e56b9c6b839e789e10c585561a65e941cc7b7431dd8a", + "prepared_review_unit_hash": "6f520d14f01a74e6abf08868b4c0794cb79ce2fff0157b688246fc6ad9b7b4f0", "component_budget": { "node_count": 2, "item_count": 2, @@ -22915,18 +23225,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct pull requests: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline plumbing, but they target different tasks, model families, and tests, so they should not be treated as duplicates.", - "confidence": 0.94, + "summary": "These are two separate feature PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They overlap in pipeline/docs scaffolding but target different tasks, model integrations, and test suites, so they should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the better representative if one must be chosen: it covers a broader, more mature promptable visual segmentation stack and integrates multiple models/tests, whereas #43612 is a separate concept-segmentation feature.", + "canonical_pr_reason": "No canonical PR: 43612 and 43613 implement different pipelines for different segmentation tasks, so they are not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger standalone PR in this cluster because it has wider implementation coverage and more supporting model/test changes. However, it should not subsume #43612 since the underlying task and code path are different.", + "best_pr_reason": "If a single representative PR is needed, 43613 is the broader and more integrated change, touching more model backends and tests. But it should still remain separate from 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Do not merge: these are different pipelines for different segmentation tasks (concept vs visual). Shared docs and pipeline infrastructure are not enough to indicate the same concrete bug or change." + "reason": "Reject: despite shared pipeline/documentation plumbing, the PRs implement different concrete features (Promptable Concept Segmentation vs Promptable Visual Segmentation) with different filenames, model hooks, and test coverage. They are not the same bug/change and would not plausibly be merged into one PR." } ] }, @@ -22940,7 +23250,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22956,40 +23266,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "a69e2c1e0ebb67f3eb07329fabf00852bf4bb98d98b13be7b0f7b7cf269eec23", + "prepared_review_unit_hash": "26d896756b36f165d4ed521f96f6ba052a5f8a25cefc60b4d49b649e2885b350", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch `trainer.py`, but they address different extension points in `Trainer`: one changes gradient-accumulation loss scaling, the other extracts signature-column logic for column filtering. They are not the same underlying change.", - "confidence": 0.98, + "summary": "These two PRs both modify `Trainer` for custom trainer extensibility, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors input-column filtering based on model signatures. They are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete behavior change: it alters `training_step` loss normalization and adds `_loss_is_scaled_for_ga` to control gradient-accumulation scaling. It is a clearer representative of the cluster than the column-filtering refactor.", + "canonical_pr_reason": "PR #43651 is the better anchor: it makes a concrete behavioral change in `training_step` with a clearly scoped bug/feature fix around gradient accumulation loss scaling.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the best representative PR because it contains a targeted functional fix with a specific runtime effect, whereas #43663 is a separate trainer extensibility change.", + "best_pr_reason": "PR #43651 is the strongest standalone PR in the cluster because it targets a specific training correctness issue rather than a refactor of trainer internals.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Do not merge: both edit `src/transformers/trainer.py`, but one is about gradient-accumulation loss scaling and the other is about extracting signature columns for dataset column filtering. Different code paths, different behavior, not the same fix." + "reason": "Both touch `trainer.py` and mention custom trainers, but #43651 fixes loss normalization during gradient accumulation while #43663 refactors signature-column inspection. Different underlying behavior, not one mergeable change." } ] }, @@ -23003,7 +23313,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23019,12 +23329,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "65cd6dc70c9b06c8e0a1dab4ed9f49925b36869e092be42ff111d8548ae38082", + "prepared_review_unit_hash": "e9aa2658a6859b904820d3810201648c9ecc38a38846fa655fad1c743beae328", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -23032,7 +23342,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -23041,18 +23351,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests touch `src/transformers/cli/serve.py` and involve `TypeAdapter`, but they fix different problems: one is a broader annotations/type-hint cleanup tied to a NameError in the CLI, while the other specifically handles `TypeAdapter` when `pydantic` is not installed. They are related but not the same underlying change, so they should not be merged as duplicates.", - "confidence": 0.93, + "summary": "Two open PRs touch the same file and both mention a TypeAdapter-related NameError, but they fix different typing/runtime issues: one adds future annotations and broader annotation cleanup, the other targets the missing-pydantic TypeAdapter reference. They are related, but not a clear duplicate pair.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are separate fixes for different `TypeAdapter`/annotation failure modes in the same file.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43842 is the more focused and actionable fix because it directly addresses the `TypeAdapter` import/annotation issue when `pydantic` is absent; 43656 is broader and targets a different code-path problem.", + "best_pr_reason": "PR #43842 is the more direct fix for the explicit pydantic-related TypeAdapter NameError, with a narrowly scoped change that matches the reported failure mode.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and similar symptom class, but different root causes: 43656 is an annotations/`TypeAdapter` NameError cleanup, while 43842 specifically fixes the `pydantic`-absent import path. Not the same change." + "reason": "Both are in transformers/cli/serve.py and both touch type annotations, but #43656 is a broader future-annotations/typing cleanup while #43842 specifically fixes the TypeAdapter reference when pydantic is absent. They overlap in area, not in the same concrete bug fix." } ] }, @@ -23066,7 +23376,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23132,7 +23442,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -23244,400 +23554,400 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "7cd539d8801374eb12597c7355da3a5daf3112cc9a2abc3e8fad05ebeb05eb8f", + "prepared_review_unit_hash": "3f2bbcad7b198e1d4fc5e773dbc832b157c568700862b02c5dc1470a8fc3d177", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75091, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75096, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a thematic cluster of model-by-model output-tracing refactors tied to the same broad tracking issue, not one true duplicate change. The only strong duplicate/overlap candidates are within GPT-Neo and GPT-J/CodeGen; the rest are separate model-specific PRs that should stay distinct.", - "confidence": 0.91, + "summary": "This cluster is mostly a family of output-tracing refactors, but the artifacts split cleanly by model family. Only a few pairs are true duplicates or near-duplicates within the same concrete code path (notably GPT-Neo and GPT-J variants); most cross-model pairs are just parallel refactors sharing the same umbrella issue.", + "confidence": 0.72, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the broadest representative of the GPT-J/CodeGen output-tracing refactor, with explicit issue linkage and the clearest multi-file scope, so it works best as the cluster anchor.", + "canonical_pr_reason": "PR 44066 is the clearest canonical representative: it is explicit about the shared issue target, covers the central GPT-J/CodeGen output-tracing refactor, and looks like the broadest coherent implementation among the closely related GPT-J variants.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the most suitable triage anchor because it most completely captures the repeated GPT-J/CodeGen decorator-based tracing change that other similar PRs converge on.", + "best_pr_reason": "PR 44066 is the best single PR to keep as the cluster anchor because it is the most explicit and broadly representative of the repeated GPT-J/CodeGen tracing change, while still being a concrete, mergeable code-path refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; they only share the broad output-tracing theme and issue target, not the same concrete change." + "reason": "Different models and different code paths (CVT/FNet vs GPT-J); same umbrella topic is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "FNet/CVT refactor vs DeBERTa refactor; same umbrella issue, but unrelated code paths." + "reason": "CVT/FNet output tracing is unrelated to DeBERTa's tracing refactor." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same underlying code path and could plausibly be merged into one PR." + "reason": "Same GPT-J output-tracing refactor family on the same code path; plausibly one merged PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet-style tracing refactor vs EfficientNet tracing refactor; same theme, different model implementations." + "reason": "RegNet/ResNet/RT-DETR refactor vs EfficientNet refactor; different model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; only the general tracing pattern matches, not the bug/change." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model families." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; not the same code-path problem." + "reason": "GPT-J/CodeGen vs EfficientNet are different concrete model refactors." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 tracing cleanup and DeBERTa tracing cleanup are separate model-specific changes." + "reason": "MobileNetV2 and DeBERTa are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing; different models and implementations." + "reason": "GPT-J/CodeGen output tracing and MGP-STR output tracing are different model changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are unrelated refactors that only resemble each other structurally." + "reason": "GPT-J/CodeGen vs MPT; same pattern, different implementation." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both touch GPT-Neo output tracing in the same model/file family and look like the same refactor." + "reason": "Both are GPT-Neo output-tracing refactors on the same model code path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths, so they are not duplicates." + "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; similar decorator migration, but not the same change." + "reason": "GPT-Neo and GPT-J/CodeGen are not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet refactor and GPT-J/CodeGen refactor are unrelated beyond the shared tracing pattern." + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; not duplicates." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are distinct model implementations; not the same underlying bug." + "reason": "MGP-STR and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet-style vision refactor versus GPT-J refactor; no concrete overlap." + "reason": "ResNet and GPT-J are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate model families with different output plumbing." + "reason": "GPT-Neo vs ResNet; same theme, different models." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT changes are unrelated model-specific ports to the new tracing API." + "reason": "ResNet and MPT are separate implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different code paths despite similar decorator usage." + "reason": "GPT-Neo and GPT-J/CodeGen are different model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo refactor versus Flaubert/XLM attention refactor; not the same change." + "reason": "GPT-Neo and Flaubert/XLM are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model families." + "reason": "GPT-Neo refactor vs Flaubert refactor; not the same bug/change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT refactor and GPT-J/CodeGen refactor are distinct implementations." + "reason": "MPT and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different models; same theme only at a very high level." + "reason": "GPT-Neo and GPT-J are not the same concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are separate model-specific tracing updates." + "reason": "GPT-Neo and MGP-STR are unrelated." }, { - "left": "pull_request:44059", + "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 output tracing and MGP-STR output tracing are different code paths." + "reason": "GPT-Neo and MGP-STR are different implementations." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model-specific refactors." + "reason": "MPT and GPT-J are unrelated model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are not the same change, only the refactor pattern matches." + "reason": "GPT-J and MGP-STR are different model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "Segformer and LongT5 changes are unrelated beyond sharing standardized output capture language." + "reason": "GPT-2 refactor vs MGP-STR refactor; not duplicates." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are different model families and code paths." + "reason": "ViLT and Flaubert/XLM are separate model changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "Segformer and VisualBert are separate refactors, not one duplicate change." + "reason": "GPT-2 output tracing vs GPT-J/CodeGen output tracing are different concrete code paths." }, { - "left": "pull_request:44068", + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert versus Flaubert/XLM; same pattern, different concrete change." + "reason": "GPT-Neo and MPT are different models." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT2 and MPT are unrelated model-specific output-tracing updates." + "reason": "Segformer and LongT5 are unrelated refactors." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "MPNet and Flaubert/XLM are separate model families." + "reason": "Segformer and GPT-J/CodeGen are not the same underlying change." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT2 and GPT-Neo are different model code paths." + "reason": "Segformer and VisualBERT are different model code paths." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated implementations." + "reason": "RegNet and VisualBERT are unrelated refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and Segformer are different vision models; same tracing migration, not same bug." + "reason": "RegNet and GPT-Neo are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated model families." + "reason": "RegNet and MPNet are distinct code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are separate model-specific refactors." + "reason": "MPT and ImageGPT are different models." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different implementations." + "reason": "TextNet and Flaubert/XLM are unrelated refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model code paths." + "reason": "RegNet and LongT5 are different model families." }, { - "left": "pull_request:44056", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different models; only the output-tracing motif is shared." + "reason": "CVT/FNet and LongT5 are unrelated changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and LongT5 are separate refactors with no shared concrete code path." + "reason": "CVT/FNet and Segformer are different model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and LongT5 are unrelated model-specific updates." + "reason": "SqueezeBERT and MPT are unrelated model refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and LongT5 are different architectures and output paths." + "reason": "SqueezeBERT and VisualBERT are different code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are not the same underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and SpeechT5 are unrelated changes." + "reason": "MPNet and LongT5 are different model families." }, { "left": "pull_request:43997", - "right": "pull_request:44071", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPT are different model families." + "reason": "RegNet and MPNet are unrelated refactors." }, { "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and MPT are separate refactors, not a duplicate change." + "reason": "SqueezeBERT and GPT-Neo are different models." }, { - "left": "pull_request:44018", + "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different code paths." + "reason": "MPT and SpeechT5 are different concrete code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and VisualBert are distinct model-specific changes." + "reason": "RegNet and SpeechT5 are unrelated changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa and TextNet are unrelated model implementations." + "reason": "CVT/FNet and LongT5 are different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and TextNet are different model families." + "reason": "CVT/FNet and Segformer are separate refactors." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa refactors are not the same concrete bug/change." + "reason": "SqueezeBERT and DeBERTa are unrelated model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet touch different model code paths." + "reason": "DeBERTa and TextNet are different concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J/CodeGen output-tracing decorator refactors and overlap on the same concrete change." + "reason": "Same GPT-J/CodeGen output-tracing refactor family; the later PR looks like a narrower variant of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; they could be merged into one PR." + "reason": "Both touch GPT-J output tracing on the same underlying model code path." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + "reason": "GPT-J and SpeechT5 are different model families." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and RegNet/ResNet-style tracing refactors are separate model ports." + "reason": "CVT/FNet refactor vs RegNet/ResNet/RT-DETR refactor; not duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are different model code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated changes." + "reason": "DeBERTa and SpeechT5 are different implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViT-S are different model implementations." + "reason": "DeBERTa and Vits are separate model code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: these PRs are mostly model-specific output-tracing refactors around the same umbrella issue, with GPT-Neo and GPT-J/CodeGen being the only plausible overlap groups. The true soft-edge matches are conservative and appear mergeable into single bugfix PRs, and the false matches avoid overstating cross-family similarity." + "feedback": "The summary is generally grounded in the packet: the cluster is indeed dominated by output-tracing refactors, and the conservative cross-model rejections are supported by the filenames/diffs. The accepted same-family pairs (GPT-Neo and GPT-J/CodeGen variants) look plausibly mergeable into a single bugfix PR, so I don\u2019t see an evidence overstatement that requires rejection." }, "evaluator_used": true, "retried": false, @@ -23648,7 +23958,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 34, + "component_count": 35, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -23675,70 +23985,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "b6d91de1244a7c1ce8ebc16fc33bdd6216f17bad0176d29b13e3ff4015a59545", + "prepared_review_unit_hash": "384826c814c47b3ca0d37e837e10f3fc30607be08b81d8885eb8d0d75a46578d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17123, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are model-specific PRs for the same broad refactor pattern\u2014standardizing output tracing/capture\u2014but they affect different architectures and code paths, so they should not be merged as duplicates. The cluster is thematic rather than duplicate-heavy.", - "confidence": 0.91, + "summary": "These PRs are all thematically similar refactors to standardized output tracing/capture, but they target different model implementations and code paths. They are related, not duplicates, so the soft edges should not be merged.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best canonical representative: it has an explicit issue target, a clearer end-to-end output-tracing refactor, and enough diff context to describe the pattern without being too trivial.", + "canonical_pr_reason": "PR 44129 is the most representative single item: it has an explicit issue target, a concrete SpeechT5 code-path refactor, and clear output-capture changes. It best anchors the cluster without overstating cross-model duplication.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest single PR to anchor the cluster because it is the most concretely scoped and explicitly linked, while still matching the shared standardized output-capture theme.", + "best_pr_reason": "PR 44129 is the strongest standalone candidate for triage because it is the most substantiated by an issue link and has a focused, model-specific implementation change.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized-output refactors, but they touch different model implementations (FocalNet vs ImageGPT) and different model-specific tracing setups, so they are not the same underlying change." + "reason": "Both are standardized output-tracing refactors, but they touch different models (FocalNet vs ImageGPT) and different internals. Same theme, not the same underlying bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "These are similar refactors, but VisualBert and TextNet are separate code paths with distinct output handling; they are not mergeable as one duplicate PR." + "reason": "VisualBert and TextNet are separate model-specific refactors. They share a decorator/capture pattern, but not a concrete shared code-path defect." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both target output tracing modernization, but they modify different models and different layer classes, so they do not fix the same concrete bug/change." + "reason": "MPNet and VisualBert are distinct implementations with different output-tracing hookups. Similar infrastructure direction, but not mergeable as one fix for one bug." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Shared theme only; MPNet and TextNet have separate implementations and the diffs are model-specific refactors, not one shared underlying fix." + "reason": "These are separate model refactors in different files and model classes. The overlap is only the standardized output-capture approach." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model paths; these are parallel refactors to standardized output collection, not duplicates of the same change." + "reason": "RegNet and SqueezeBert are unrelated model implementations. They both migrate to output capture, but that is a broad refactor theme, not the same underlying issue." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Although both involve output-capture refactoring, SqueezeBert and SpeechT5 change different model code paths and are not plausibly merged into one PR." + "reason": "SqueezeBert and SpeechT5 are different code paths and likely different output signatures. Shared pattern alone is too weak to treat them as duplicates." } ] }, @@ -23752,7 +24062,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23818,274 +24128,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "2c644e18b20056224f3f0958342a96f7edf9df043a010ed8c260f758585388f3", + "prepared_review_unit_hash": "9f218fb860e58bc721a7f14900105e00292c8e0eee4a8474865c2833f4f9aab6", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40175, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40175, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs form a topical family of model-specific output-tracing refactors, but they are not duplicates: each targets a different architecture and code path. I reject all soft-edge pairings.", - "confidence": 0.96, + "summary": "This cluster is a set of per-model output-tracing refactors across different Transformers models. They share a common pattern, but the PRs usually touch distinct code paths, so they should not be deduped together.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: the cluster contains separate model-level refactors across unrelated files and architectures, so there is no single underlying change to merge them into.", + "canonical_pr_reason": "No issue is present. As a representative PR, 44025 is the broadest of the set and clearly shows the core output-tracing refactor pattern across closely related depth models.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the most representative single PR in the set because it is a self-contained output-tracing refactor that spans two closely related files, but it is still not a duplicate of the others.", + "best_pr_reason": "44025 is the best single exemplar for the cluster: it is a concrete output-tracing refactor, spans multiple related files, and is representative of the overall theme without being tied to a narrower one-file cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model-specific refactors in different files; no shared concrete bug or mergeable code path." + "reason": "Same refactor theme, but different model implementations and different forward paths; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Timm backbone vs vision-text dual encoder are unrelated architectures; similarity is only thematic." + "reason": "Both are output-tracing cleanups, but they target unrelated model code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models and files; this is the same refactor pattern, not the same underlying change." + "reason": "Parallel API cleanup in a different model family; not a duplicate bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Timm backbone and mamba/falcon_mamba touch unrelated code paths, so they are not duplicates." + "reason": "Different architectures and files; overlap is only the generic refactor pattern." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Backbone refactor vs RWKV refactor are separate model implementations with no shared fix." + "reason": "Same helper adoption theme, but unrelated model code paths." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; same output-tracing theme, different changes." + "reason": "Both refactor outputs, but in different models with separate forward implementations." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and files; no evidence of a single underlying bug or change." + "reason": "Similar output-tracing cleanup, not the same underlying model bug or code path." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything are separate model-specific refactors, not one mergeable PR." + "reason": "Different model families and different forward/tracing logic; only the refactor style matches." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and vision-encoder-decoder are unrelated code paths despite similar decorator changes." + "reason": "Related wrapper cleanup, but vision-text and vision-encoder-decoder are separate code paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and speech-encoder-decoder are different models; not the same concrete bug/change." + "reason": "Different encoder-decoder wrapper; not the same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated; the overlap is only in refactoring style." + "reason": "Both are refactors to support tuple/output tracing, but they affect unrelated model implementations." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and files; no shared code-path problem." + "reason": "Same broad cleanup pattern, but distinct model code paths." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder and mamba/falcon_mamba are distinct implementations with no common fix." + "reason": "Different model families; only the naming/theme is shared." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "These are separate model refactors in unrelated subsystems, not duplicate PRs." + "reason": "Output-tracing refactor in separate model stacks; not mergeable as one concrete fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated models; same refactor pattern is not enough." + "reason": "Parallel refactors in different models, not one shared bug." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet vs mamba/falcon_mamba do not share a concrete code path or bug." + "reason": "Different architectures and files; similar helper usage is not enough." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and files; no evidence they fix the same underlying issue." + "reason": "Same general refactor theme, but distinct model implementations." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated architectures; this is superficial similarity only." + "reason": "Not the same code path; just another output-tracing cleanup." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet vs mamba/falcon_mamba are separate model-specific changes, not duplicates." + "reason": "Separate model code, no shared concrete defect or change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/falcon_mamba and SuperPoint are unrelated code paths and cannot be merged as one fix." + "reason": "Falcon/Mamba and SuperPoint are unrelated; similarity is only superficial." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/falcon_mamba and CodeGen are different model families; no shared bug or change." + "reason": "Different model families and different forward logic; not a duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated architectures, so the pair is not a duplicate." + "reason": "Unrelated model stacks; shared refactor vocabulary only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen touch different model implementations with no common code path." + "reason": "Different concrete implementations and code paths." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated; similar refactor naming does not indicate duplication." + "reason": "Similar API cleanup, but not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder vs CodeGen are different subsystems and different fixes." + "reason": "Different architectures; overlap is only generic output-tracing refactor work." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and vision-encoder-decoder are separate model wrappers; same output-tracing pattern, different change." + "reason": "Both are wrapper refactors, but they target different encoder-decoder families." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and speech-encoder-decoder are unrelated model implementations." + "reason": "Similar refactor pattern, but distinct models and code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint do not share the same concrete bug or code path." + "reason": "Depth models versus SuperPoint are unrelated concrete changes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated architectures; not mergeable as one PR." + "reason": "Different model implementations; same helper usage does not make them duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are distinct model-specific refactors, not duplicates." + "reason": "Different model families and forward paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision encoder-decoder and RWKV are unrelated code paths; only the refactor motif overlaps." + "reason": "Different wrapper/model code paths; not the same bug or change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Both are encoder-decoder wrappers, but vision and speech are separate implementations with separate changes." + "reason": "Vision and speech encoder-decoder wrappers are separate implementations, not one shared code-path fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Vision encoder-decoder and SuperPoint are different models and do not fix the same problem." + "reason": "Unrelated model stacks; only the refactor motif matches." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision encoder-decoder and DPR are unrelated model wrappers, so this is not a duplicate pair." + "reason": "Different model families and distinct forward implementations." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated code paths; no shared underlying issue." + "reason": "Separate model code paths; similarity is limited to the refactor pattern." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Speech encoder-decoder vs RWKV are separate architectures with no common fix." + "reason": "Different models and concrete implementations." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder and DPR are different model families; not the same change." + "reason": "Not the same underlying code-path change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models; similarity is only at the refactor pattern level." + "reason": "Different architectures and files; only a generic tracing refactor is shared." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different code paths and should not be merged as duplicates." + "reason": "SuperPoint and DPR are unrelated code paths." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model implementations with no shared bug or change." + "reason": "Different model families; shared helper adoption is not enough to merge them as duplicates." } ] }, @@ -24099,7 +24409,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24115,7 +24425,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "638aee13dd990a323f2f44ad1e23da3b925ade744cb923b31eb47a359a31ee74", + "prepared_review_unit_hash": "df69f6a7c8a7d4bd2beab2c7ba80b9be931907c7b4bbc0ba2b54297fe5ca639f", "component_budget": { "node_count": 2, "item_count": 2, @@ -24137,18 +24447,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are model-addition pull requests that overlap in shared registry/docs files, but they implement different models with distinct code paths and should not be deduplicated.", - "confidence": 0.97, + "summary": "These are two unrelated model-implementation PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some transformer registry/docs scaffolding, but they target different models and codepaths, so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue items are present, so there is no canonical issue. As a PR representative, PenguinVL is the stronger anchor because it is more complete, has far more review activity, and is not a draft.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PenguinVL is the better cluster representative due to its larger, finished implementation surface and substantial review history. Voxtral TTS is draft and explicitly tied to a different issue/model.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: these are different model integrations (PenguinVL vs Voxtral TTS). The overlap is mostly generic Transformers plumbing and docs/auto-registry updates, not the same concrete bug or change." + "reason": "Different underlying changes for different models (PenguinVL vs Voxtral TTS); shared files are generic registration/docs updates, not the same concrete fix or feature." } ] }, @@ -24162,7 +24472,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24178,7 +24488,7 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "11a2c78bba47cb9ad1cb6f6eeac854560dcf16b8fe7fc68ac0df996367c56105", + "prepared_review_unit_hash": "4cd5299058da650dc45266c2f99b067c61fda6a28caa535058849da780344b9c", "component_budget": { "node_count": 2, "item_count": 2, @@ -24200,18 +24510,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are open pull requests with different goals: one changes a workflow to convert PRs to draft, while the other tweaks PR CI routing and adds a placeholder code change. They do not look like the same underlying fix/change, so this is not a duplicate cluster.", - "confidence": 0.91, + "summary": "These two pull requests are not duplicates: #44965 is a workflow edit to change PRs to draft, while #46845 tweaks CI branching and includes an unrelated code change in modeling_utils.py.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "Prefer PR 46845 as the canonical representative because it has a clearer, more concrete CI-related scope and identifiable code changes; PR 44965 is a separate workflow experiment with a vague title and unrelated draft-conversion behavior.", + "canonical_pr_reason": "No canonical PR: #44965 and #46845 are different changes touching different code paths and should not be clustered as one duplicate change.", "best_issue_reason": null, - "best_pr_reason": "PR 46845 is the best representative PR for the cluster since it is more substantive and specific, while PR 44965 appears to be a distinct workflow tweak rather than the same change.", + "best_pr_reason": "If forced to pick one representative, #46845 is the more substantial multi-file PR, but it is still not a good canonical match for #44965.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different changes: 44965 edits the documentation workflow to convert PRs to draft, while 46845 changes PR CI routing and includes an unrelated placeholder code edit. They are not the same underlying bug or change." + "reason": "Different underlying changes: #44965 modifies a docs workflow to convert PRs to draft, while #46845 changes CI routing and adds an unrelated modeling_utils.py edit. They would not plausibly merge as one PR." } ] }, @@ -24225,7 +24535,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24241,7 +24551,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "ca0b33fab1c5ccdfaef6190c379e31737e432de459463470fb36e9096c512408", + "prepared_review_unit_hash": "1bd10efb07751dc2b78a85f2497ad47bc9b3407fcd2c6ea826e6f1c1a1b154d9", "component_budget": { "node_count": 2, "item_count": 2, @@ -24263,18 +24573,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related at a high level around fusion, but they implement different layers of the feature: one adds a generic Module Fusion API, the other adds a specific n-to-1 KernelConfig-based fusion path and example. They do not look like the same mergeable change.", - "confidence": 0.72, + "summary": "Related fusion work, but not duplicates: PR 44979 introduces a generic Module Fusion API, while PR 45363 wires a specific n-to-1 kernel-fusion path through KernelConfig and integrations. They target different layers and wouldn\u2019t be merged as one PR.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the more canonical reusable feature proposal: it introduces a dedicated module fusion API and tests in a focused way. PR 45363 is a broader, draft kernel-fusion integration with different files and a different concrete mechanism.", + "canonical_pr_reason": "PR 44979 is the better canonical representative because it defines the underlying module-fusion API; PR 45363 is a narrower, dependent application of that idea.", "best_issue_reason": null, - "best_pr_reason": "PR 44979 is the best representative of the cluster because it is the core API addition rather than an application-specific fusion integration. It is also more self-contained and appears closer to a stable, reviewable feature.", + "best_pr_reason": "PR 44979 is the strongest standalone representative of the cluster since it introduces the core abstraction rather than one concrete fusion integration.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They are fusion-related but not the same underlying change: 44979 adds a generic Module Fusion API, while 45363 wires n-to-1 fusion through KernelConfig with different integration files and a draft example. They would not plausibly be merged as one PR." + "reason": "Different change scope and code path: 44979 adds the reusable module-fusion API, while 45363 implements kernel-config-based n-to-1 fusion plumbing and example usage. Related, but not the same underlying fix/change." } ] }, @@ -24288,7 +24598,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24304,7 +24614,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "1bb6f6ee71266d86a87737ed0d082263059d070a84ca6040b4c246fbfc8e675f", + "prepared_review_unit_hash": "18da8fdd1808986f2384e65fac09efae50b5f462d83c3502270cd34a04522ceb", "component_budget": { "node_count": 2, "item_count": 2, @@ -24326,18 +24636,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; #45317 is the more complete version with added tests.", - "confidence": 0.97, + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it adds tests.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "#45317 is the better canonical PR because it contains the same fix as #45086 plus tests, and its title/description are more explicit about the failure mode and condition.", + "canonical_pr_reason": "PR 45317 is the best canonical representative: it contains the same code fix as 45086 and adds test coverage for the bug.", "best_issue_reason": null, - "best_pr_reason": "#45317 is the best representative for the cluster since it fully covers the bug fix and validation, whereas #45086 is just the minimal patch.", + "best_pr_reason": "45317 is the strongest PR for the cluster because it addresses the same concrete failure mode and includes validation, making it the most merge-ready candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete code-path bug and same fix in the same file; #45317 appears to be an expanded follow-up of #45086 with tests, so they are mergeable into one PR." + "reason": "Same underlying AttributeError fix in the same function and file; the second PR is essentially the first plus tests, so they are mergeable as one change." } ] }, @@ -24351,7 +24661,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24367,7 +24677,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "4ef9f2312d9ac02846612c0255fd1843371002f4dd7d7fd0b8d857a8931483f0", + "prepared_review_unit_hash": "a41fe8e63ac7ee4c332ad1a5d41047e62726ca03e9e4a67a03e97ee5ec6eddb7", "component_budget": { "node_count": 2, "item_count": 2, @@ -24389,18 +24699,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about Nemotron H, but they target different changes: #45115 is a narrow refactor/backward-compatibility dispatcher and weight-mapping update, while #45569 is a broader implementation split that introduces dedicated NemotronH Dense/Sparse models plus docs/tests. They are related, but not the same underlying change.", - "confidence": 0.93, + "summary": "These PRs are related to NemotronH work, but they target different scopes: one is a refactor/inheritance and conversion-mapping update, while the other splits the architecture into new dense/sparse model families plus docs and auto-mapping changes. They should not be deduplicated.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the more complete, user-facing implementation: it adds the new NemotronHDense/NemotronHSparse model paths, updates auto-mappings/docs, and includes tests. #45115 is a narrower refactor focused on inheritance and conversion mapping.", + "canonical_pr_reason": "PR #45569 is the broader and more representative change for the NemotronH model-family restructuring, covering the new dense/sparse variants, docs, auto mappings, and related model files.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the best representative PR for this cluster because it captures the concrete product change more fully and stands alone as the main model-family implementation work. #45115 is a partial refactor rather than the same change.", + "best_pr_reason": "PR #45569 is the best overall representative because it captures the larger architectural split and new public model surface, whereas #45115 is a narrower refactor focused on inheritance and conversion mapping.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files indicate the same subsystem, but the PRs are not the same fix/change: #45115 is a refactor/backward-compat conversion update, while #45569 introduces dedicated dense/sparse model variants, docs, and tests. They could not plausibly be merged as one duplicate PR." + "reason": "Not the same underlying change. #45115 is a targeted refactor around NemotronH inheritance and conversion mapping; #45569 introduces separate NemotronH dense/sparse model packages, docs, and auto-mapping updates. They overlap in the same subsystem but would not plausibly be merged as one PR." } ] }, @@ -24414,7 +24724,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24430,12 +24740,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "7cecdd58ef27e371d50982dfbd47a418aebc43a06fdbcc14d34e4272fa519be6", + "prepared_review_unit_hash": "10e40d33e2f59ca2773f71422205f29a824d5706a6b3c2d7d82985509f960409", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6091, + "serialized_chars": 6090, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -24443,7 +24753,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6091, + "serialized_chars": 6090, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -24452,18 +24762,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are closely related but not duplicates: one adds heterogeneous per-layer configuration support, while the other adds broader heterogeneous model/masking/cache integration on top of that configuration layer.", - "confidence": 0.91, + "summary": "Two closely related PRs for heterogeneous model support, but one is a broader end-to-end implementation and the other is a narrower config-only slice. They overlap heavily in docs/configuration code, yet they are not the same concrete change set.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45332 is the better canonical representative because it covers the full heterogeneous-model feature stack: per-layer config plus modeling, cache/masking updates, integrations, and tests. PR 45333 is a narrower config-only subset.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the broader, more representative change set for the overall heterogeneous-model feature, covering configuration plus modeling, cache, and masking integrations.", + "best_pr_reason": "PR 45332 is the strongest overall match for the cluster\u2019s theme and the most complete implementation of the underlying feature.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "The overlap is mainly the shared configuration/doc/test foundation. #45332 also changes modeling, cache, and masking code paths, while #45333 is limited to per-layer configuration. They are related but not the same concrete fix and would not naturally merge into one PR without scope conflict." + "reason": "Related but not duplicates: 45333 is focused on per-layer configuration only, while 45332 also changes modeling, cache, masking, and integration code. They share files and topic, but they are different scope and could reasonably be separate PRs." } ] }, @@ -24477,7 +24787,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24493,12 +24803,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "b66861d7a06bc2c948e209db26be2c33c415021d21ec06719ecde655ef262d13", + "prepared_review_unit_hash": "a9de0c9f8f3666b43d5468e7ec8f2ca9835fbc6f2a1736eea32b8897d0a9eb9f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -24506,7 +24816,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -24515,18 +24825,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-related pull requests, but they address different scopes: one is a broad repository-wide type-checking pass, while the other adds specific typing protocols/helpers for a narrower set of modules. They are related in theme, not duplicates.", - "confidence": 0.87, + "summary": "Both items are type-checking/typing-focused PRs in the transformers codebase, but they address different changes: one is a broad sweep over many `src/transformers/*py` files and mypy/pyproject config, while the other adds typing protocols and related adjustments around `modeling_utils` and friends. The overlap in filenames reflects shared typing infrastructure, not the same underlying bug or fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the better canonical representative because it is the broader umbrella change: it updates type-checking settings and touches many transformer modules in one sweep.", + "canonical_pr_reason": "No clear duplicate PR here: the scopes differ materially, with one being a broad repo-wide typing cleanup and the other introducing specific typing aliases/protocols for internal interfaces.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best overall PR to anchor this cluster because it most clearly represents the cluster\u2019s main theme of introducing type checking across the codebase.", + "best_pr_reason": "PR 45425 is the better representative of the cluster because it is more focused on a concrete typing-interface change, whereas 45415 is a wider mechanical typing pass.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They are both typing-related, but 45415 is a broad type-checking pass across many files while 45425 adds specific typing protocols and fixes for a narrower set of modules. They do not look like the same underlying change or a single mergeable PR." + "reason": "Shared typing-related files are not enough to make these the same change; the PRs target different typing problems and would not plausibly be merged as one fix." } ] }, @@ -24540,7 +24850,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24556,12 +24866,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "1fbd06cc3e5bb17ac944344b0729e93531f83e58b75315a72b01390c1ea754a8", + "prepared_review_unit_hash": "997fefa9eb85a0783848f17675afa77db7604efba53b322de68237abc357fd61", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -24569,7 +24879,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -24578,18 +24888,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel loading, but they address different bugs: #45548 fixes EP + DeepSpeed ZeRO-3/accelerate-launch config handling, while #45662 fixes EP + FSDP2 expert weights being overwritten by rank-0 broadcast. They are related, but not duplicates.", + "summary": "Two distinct expert-parallelism fixes: one targets DeepSpeed ZeRO-3/accelerate loading and serialized distributed_config handling, the other targets FSDP2 rank-0 broadcast overwriting expert parameters. Related area, but different bugs and fixes.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the stronger representative for the cluster because it targets a concrete EP/FSDP2 corruption path with a clear fix across loading/sharding code, whereas #45548 addresses a separate accelerate/ZeRO-3 configuration/loading path.", + "canonical_pr_reason": "PR 45662 is the better representative of its own bug: it has the more concrete failure mode (experts overwritten by rank-0 broadcast) and the broader code-path fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best single representative of the cluster: it has the most specific failure mode, touches the relevant loading/sharding paths directly, and is not just a broad EP cleanup.", + "best_pr_reason": "PR 45662 is the strongest standalone PR in this cluster because it addresses a specific, reproducible expert-loading corruption path with coordinated changes across loading and parallelism code.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related EP-loading area, but the bugs differ: #45548 adds distributed_config serialization plus has_ep for accelerate/ZeRO-3 loading, while #45662 prevents expert parameters from being overwritten during FSDP2 shard/broadcast handling. Not the same code-path problem." + "reason": "Both are EP-related, but they fix different problems: 45548 is about accelerate/ZeRO-3 loading and config serialization, while 45662 prevents expert weights from being overwritten during FSDP2 rank-0 broadcast." } ] }, @@ -24603,7 +24913,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24619,7 +24929,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "ec5c56d1c9976df35ffb46a719058221284ae7a67af3707546a3adbf9c00775b", + "prepared_review_unit_hash": "7757c23db54c97af9b40f75b4a78ddbb0118bf3b3c93f0570174853c61e73df6", "component_budget": { "node_count": 2, "item_count": 2, @@ -24641,18 +24951,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info collision problem under issue #45561. PR #45645 appears to be the broader superset, adding both the worker-safe file handling and CI aggregation of multiple captured_info files, while #45639 covers only the testing_utils side.", - "confidence": 0.88, + "summary": "Both PRs fix the same captured_info/xdist collision problem in transformers testing utilities; 45645 is the more complete superset because it includes the core file-splitting fix plus CI log aggregation changes.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the core xdist-safe captured_info fix and also includes the CI workflow update needed to consume multiple worker files.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the main xdist-safe debug-log fix and also updates CI to collect multiple captured_info files, making it the broader end-to-end solution.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the best representative of the cluster since it addresses the same underlying bug and includes the broader end-to-end handling; #45639 is a narrower subset.", + "best_pr_reason": "PR 45645 is the best overall PR for the cluster since it addresses the underlying bug and the downstream artifact handling, whereas 45639 only covers the core library-side change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same captured_info xdist collision in testing_utils and are plausibly mergeable into one change; #45645 simply adds the CI-side log collection on top." + "reason": "Same underlying xdist-safe captured_info bug in testing_utils; 45645 extends the exact same fix with workflow support, so they are mergeable as one change." } ] }, @@ -24666,7 +24976,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24682,7 +24992,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "046a883ea9c56dcda9732b045cc2d10f1d94824aba912b65d6a12562ac4390de", + "prepared_review_unit_hash": "afe027662d53836aa1d6f25219dd9ba1297467d6041349d3b33adf406055b761", "component_budget": { "node_count": 2, "item_count": 2, @@ -24704,18 +25014,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in transformer modeling files, but they address different linting rules and different code paths: TRF003 changes forward return-dict/tuple behavior, while TRF018 changes weight-initialization patterns. The filename overlap is broad and not enough to treat them as duplicates.", - "confidence": 0.96, + "summary": "These are two unrelated linter-rule PRs that happen to touch overlapping transformer model files. They do not fix the same concrete bug or implement the same change, so they should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate target: these are distinct PRs for different linter rules (TRF003 vs TRF018) and different fixes.", + "canonical_pr_reason": "PR #46259 is the broader, more central modeling-rule change and is the better representative of this cluster, but it is not a duplicate of #45720.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45720 is the more concrete, self-contained code-path change (forward signature/return behavior) if one artifact must represent the cluster.", + "best_pr_reason": "PR #46259 is the strongest representative because it covers a larger linter-rule implementation across many modeling files; #45720 is a narrower, different rule change.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: 45720 implements TRF003 around return-tuple/return_dict handling in model forwards, while 46259 implements TRF018 around model weight initialization. Shared model filenames are incidental." + "reason": "Reject: the PRs target different lint rules and different code changes. #45720 implements part of TRF003 by adding `can_return_tuple`/forward-signature changes, while #46259 adds TRF018 modeling-rule updates around weight initialization. Shared filenames are incidental to broad model coverage, not evidence of the same fix." } ] }, @@ -24729,7 +25039,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24795,7 +25105,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24811,40 +25121,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "da6db31f43296c1190049f3f3115d9179b6f155735f9e15464db6e1425a01636", + "prepared_review_unit_hash": "afe9fb6324ade85d1ac0078584d2dcd3f042fd39d0eebaf1524a7a77f22873c0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is a mixed PR about CI/observability and model implementation details, while the other is a test migration adding kernel/model tests. They do not appear to fix the same concrete code-path problem or belong in one merged PR.", - "confidence": 0.96, + "summary": "These are both open, unrelated PRs with broad test/maintenance themes, but they do not fix the same underlying problem and should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45932 is the more representative PR in the cluster because it contains substantive model/config and CI workflow changes, whereas PR 46100 is primarily a test migration/addition PR.", "best_issue_reason": null, - "best_pr_reason": "No clear canonical PR: 45932 is a workflow/model-code change set, while 46100 is a test-only migration; they target different concerns and are not mergeable as one fix.", + "best_pr_reason": "PR 45932 is the best single representative of the cluster because it is the broader, more central code change; PR 46100 is narrower and mostly test infrastructure.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different scope and purpose: 45932 touches CI secrets and several model/config files, while 46100 adds/updates tests and a DDP config. They do not share the same underlying bug or code-path fix." + "reason": "Reject: the PRs address different changes. 45932 tweaks CI secrets and model/config internals across multiple files; 46100 adds kernel tests and a DDP test config for AltCLIP/ViT migration. They do not appear to fix the same code-path bug or be plausibly merged into one PR." } ] }, @@ -24858,7 +25168,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24874,12 +25184,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "d3aeb30af16d81b392a7c9743ea777cee5539445a7b04ab66128b047b7653b8c", + "prepared_review_unit_hash": "ae1de4a7a58d9f9d2de84fadb5134320d1c8e3f945b73f6451e69d0f7d1038fc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -24887,7 +25197,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -24896,18 +25206,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs overlap in distributed code, but they are not the same change: one is a focused EP/trainer integration PR, while the other is a broad branch-base PR spanning CI and many unrelated distributed files.", - "confidence": 0.94, + "summary": "These two pull requests overlap in distributed/MoE code, but they are not the same change: #46126 is a focused EP + Trainer integration patch, while #46269 is a much broader distributed branch/base refactor touching many unrelated areas. The shared filenames suggest branch lineage or subsystem overlap, not a mergeable duplicate PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, concrete change centered on EP + Trainer integration and the router/tensor-parallel code path; it is a better representative than the broad branch-base PR.", + "canonical_pr_reason": "#46269 is the broader umbrella change and best represents the cluster\u2019s distributed branch work; #46126 is a narrower follow-up focused on EP + Trainer integration.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best PR to anchor the cluster because it has a single clear feature scope and a targeted diff, whereas PR #46269 is a wide-ranging distributed branch base with mixed unrelated edits.", + "best_pr_reason": "#46269 is the best representative PR because it spans the larger distributed foundation and includes the overlapping files, whereas #46126 is a specific feature integration on top of that base.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they share distributed filenames, but the PRs are not the same underlying fix/change. #46126 is a focused EP/trainer integration, while #46269 is a broad branch-base PR touching CI and many other areas, so they should not be merged as duplicates." + "reason": "Shared distributed filenames are not enough to treat these as duplicates. #46126 is a targeted EP/Trainer integration change, while #46269 is a broad distributed branch base touching many additional components; they are not the same concrete code-path fix and would not plausibly be merged as one PR." } ] }, @@ -24921,7 +25231,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24975,220 +25285,232 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "9b92f6711a1da27918eb285e9ff4917b683f3deec04ebda59a1a5eafc9d6cbe7", + "prepared_review_unit_hash": "b6374718386e3a67f7e036e82b666afdf24c7de2052592de2b4d6bb1dad95da1", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26682, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26682, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly superficial CI/workflow similarity, not true duplicate changes. The PRs split into several unrelated workflow edits, and none of the soft edges should be merged. If one PR must be chosen as the representative anchor, 46554 is the most substantive standalone security-gate fix.", - "confidence": 0.95, + "summary": "These PRs are mostly unrelated workflow maintenance changes. The only apparent subgroup is several updates to pr-ci-security-gate.yml, but they address different security/permission behaviors and should not be treated as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate canonical for the whole cluster; 46554 is the most substantive, self-contained workflow change and the best representative anchor.", + "canonical_pr_reason": "PR 46554 is the strongest representative of the only related subgroup: it makes the most substantive functional change to pr-ci-security-gate.yml by adding real security checks, whereas the nearby PRs are narrower permission or wiring tweaks.", "best_issue_reason": null, - "best_pr_reason": "46554 is the clearest standalone PR to keep as the representative because it changes actual security-gate behavior, while the others are smaller or unrelated workflow tweaks.", + "best_pr_reason": "PR 46554 is the best overall representative because it is the most concrete and central change in the cluster, and the other PRs are either unrelated workflow edits or separate follow-up adjustments in the same file.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems: self-comment CI message handling vs security-gate hardening." + "reason": "Different workflows and different code paths: self-comment CI stdin handling vs pr-ci-security-gate security logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows; one updates comment CI plumbing, the other changes security-gate permissions/approval flow." + "reason": "Unrelated workflow changes; one updates self-comment CI command input, the other changes PR CI security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows; comment-CI message piping is unrelated to the security-gate note update." + "reason": "Different PR CI workflows and different intents; no shared underlying bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different changes: comment CI piping vs security-gate secrets tightening." + "reason": "Different workflows and different fixes; one is self-comment CI, the other is PR CI security-gate secrets handling." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow files and fixes; no shared concrete bug or change." + "reason": "Both are workflow maintenance, but they fix different scripts in different files and are not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH-runner hardening vs benchmark trigger changes are unrelated workflow edits." + "reason": "SSH runner hardening is unrelated to benchmark_v2 dispatch behavior." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and unrelated CI concerns." + "reason": "Different workflow files and unrelated changes: SSH runner secret handling vs anti-slop permission scoping." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files; SSH runner env cleanup is not the same change as reviewer assignment." + "reason": "SSH runner hardening is unrelated to assign-reviewers checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH-runner setup changes and pr-ci security-gate hardening solve different problems." + "reason": "Different workflows and different code paths; ssh-runner hardening is not the same as PR CI security-gate checks." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and code paths; no plausible single merged fix." + "reason": "Different workflow files and unrelated security adjustments." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner changes and PR CI security-gate reuse changes are distinct fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated security changes; no common bug/change." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop and benchmark_v2 are different workflows with unrelated behavior." + "reason": "Different workflow files and different behavior changes: anti-slop permissions vs benchmark_v2 trigger conditions." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different CI workflows; no shared underlying bug or change." + "reason": "Different workflow files and unrelated fixes; permissions in anti-slop is not the same as checkout ref in assign-reviewers." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop vs build-image workflow update: same subsystem, but different concrete changes." + "reason": "Different workflow files and different mechanics: anti-slop permission scoping vs shell-safe COMMIT_MESSAGE handling." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop workflow changes are unrelated to pr-ci security-gate behavior." + "reason": "Same broad CI area, but different workflows and unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment and benchmark triggering are separate workflow changes." + "reason": "Different workflow files and distinct behavior changes; not the same underlying bug." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Assign-reviewers checkout ref and build-ci-docker-images message handling are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Reviewer assignment logic is unrelated to the security-gate hardening change." + "reason": "Different workflows and different problems; no mergeable duplicate relationship." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger logic and build-image tag detection are different code paths." + "reason": "Benchmark dispatch trigger and build-ci image tag parsing are separate workflow changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark workflow dispatch support is unrelated to pr-ci security gating." + "reason": "Different workflow files and different concerns; benchmark triggering vs PR CI security gating." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-image tag detection and security-gate checks are different workflow problems." + "reason": "Both touch CI workflows, but one fixes shell parsing in build-ci-docker-images while the other changes PR CI security gating." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different files and different workflow behavior; not the same change." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but 46554 adds workflow-file checks while 46558 changes permissions and approval gating." + "reason": "Same file, but different underlying changes: 46554 adds security checks, while 46558 tightens permissions/approval gating. They could coexist in one file but are not duplicates." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but 46554 is functional hardening and 46563 is only an explanatory comment update." + "reason": "Same workflow file, but different code paths: actual security checks versus switching to a reusable workflow wrapper." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Both are security-related, but they fix different issues: diff-based gate checks vs secrets inheritance removal." + "reason": "Same file, but different change scope: security checks versus secrets handling on the reusable workflow call." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "46558 changes job permissions; 46563 only documents reusable-workflow safety." + "reason": "Both touch the same workflow file, but they change different behaviors and are not the same underlying fix." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permission scoping and secrets handling are distinct security changes." + "reason": "Permissions/approval gating and secrets inheritance are distinct security tweaks, not duplicates." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only clarification is not the same change as removing inherited secrets." + "reason": "Both are about pr-ci-security-gate.yml, but one switches to a reusable workflow and the other changes secrets passing; different changes." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files; build-image tagging is unrelated to security-gate commentary." + "reason": "Different workflow files and different concerns; shell-safe env parsing vs PR CI security gate wiring." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH-runner workflow hardening is unrelated to the security-gate note update." + "reason": "SSH runner hardening is unrelated to PR CI security-gate workflow reuse." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Different files and different fixes; build-ci message parsing is unrelated to PR CI secrets handling." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "SSH-runner hardening is unrelated to security-gate secrets changes." + "reason": "Different workflows and unrelated security hardening changes." } ] }, @@ -25202,7 +25524,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25265,7 +25587,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25281,7 +25603,7 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "885d2ec2e03d6d9fc7240b83f2af6ccee0472210476909d4b3e52ab1023c9434", + "prepared_review_unit_hash": "fed8477c05d8e74318f4cf9fb4cf02cff6cf89711041cca613f456abdeccc0af", "component_budget": { "node_count": 2, "item_count": 2, @@ -25303,18 +25625,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both harden path handling, but they target different code paths and different attacker-controlled inputs: sharded checkpoint `weight_map` resolution vs `transformers_weights` config filename resolution. They are security-related siblings, not duplicates.", - "confidence": 0.93, + "summary": "These PRs are thematically similar security hardening changes, but they fix different code paths: one validates shard filenames from a checkpoint index in `hub.py`, the other rejects path traversal in the `transformers_weights` config field in `modeling_utils.py`. They are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46890 is the better representative because it adds an explicit containment check at the filename resolution point in `modeling_utils.py`, making the fix self-contained and clearly scoped to one concrete path-traversal vector.", + "canonical_pr_reason": "No single canonical PR: the changes target different loaders, different trusted inputs, and different filenames, so they should remain separate.", "best_issue_reason": null, - "best_pr_reason": "PR 46890 is the strongest standalone candidate in this cluster: it addresses a specific, well-defined file-resolution bug with a direct guard and accompanying tests.", + "best_pr_reason": "Neither PR is a better duplicate representative of the other; both are standalone fixes for distinct path-traversal vectors.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Reject: both are path-traversal fixes, but they operate on different inputs and different loaders (`weight_map` shard files in `hub.py` vs `transformers_weights` in `modeling_utils.py`). They do not look like the same underlying bug and would not plausibly merge into one PR." + "reason": "Both are security-related path validation fixes, but they address different bugs in different call sites (`weight_map` shard loading vs `transformers_weights` config loading) and would not plausibly be merged into one PR." } ] }, @@ -25328,7 +25650,70 @@ { "label": "pull_request", "component_index": 31, - "component_count": 34, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47010" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47010" + ], + "prepared_review_unit_hash": "7581c757eb6aa6d843a95c9fcd396b4cf3242270ba7f156fe1cd6481937ead49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4792, + "estimated_input_tokens": 1198, + "estimated_eval_tokens": 2652 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4792, + "estimated_input_tokens": 1198, + "estimated_eval_tokens": 2652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs address an off-by-one in sliding_window_mask_function right-window handling; one is a Moonshine-only fix, the other also includes Gemma4. They are closely related but not the same PR change set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47010 is the broader, more complete change set: it fixes the same boundary bug in Moonshine streaming and also applies the same correction in Gemma4, making it the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 47010 is the strongest candidate overall because it captures the shared off-by-one fix across multiple affected implementations, while PR 46310 is a narrower Moonshine-only subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47010", + "accept": false, + "reason": "Both change the right-window boundary from < to <=, but 47010 also modifies Gemma4 and is not just the same concrete PR; it is a broader multi-file fix rather than a duplicate of 46310." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25344,12 +25729,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "fe6b48e3d0f30b1def0143f6e23d6c75142d8bf15070633c418ead61ae932d70", + "prepared_review_unit_hash": "c40598589d2d24317f5ad8a7fa8b557c358c50ab468c17d55b3dc25e73a5499b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5958, + "serialized_chars": 5959, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -25357,7 +25742,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5958, + "serialized_chars": 5959, "estimated_input_tokens": 1490, "estimated_eval_tokens": 3236 }, @@ -25366,18 +25751,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model and its docs/tests. They do not appear to fix the same bug or implement the same change.", - "confidence": 0.97, + "summary": "These two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model and its docs/code. They should not be clustered as duplicates or merged as one change.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:46417 is the better standalone representative of this cluster because it is a complete model addition with code, docs, and tests; the other PR is a draft infrastructure change in a different subsystem.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes and code paths: continuous batching multimodal infrastructure vs. adding a specific HunYuan VL model. They are not mergeable as one PR and do not fix the same issue." + "reason": "Different underlying changes and code paths: continuous batching infrastructure vs. a new multimodal model implementation. They do not appear to be the same bug or feature and would not plausibly be merged into one PR." } ] }, @@ -25390,8 +25775,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 34, + "component_index": 33, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25407,7 +25792,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "f1b0a0174325bba23befa1e4fefb7f1d97e5bd8527c2f4750e770703786230dd", + "prepared_review_unit_hash": "74cc8f237da39f0cdd451392138f6ee9135acde2a147b6a8268d30c94fa266d0", "component_budget": { "node_count": 2, "item_count": 2, @@ -25429,18 +25814,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one fixes CodeLlama decode stripping, the other fixes DeepSeek tokenizer-class loading. They should not be merged or treated as duplicates.", - "confidence": 0.98, + "summary": "These two PRs are both tokenizer-related but fix different bugs in different code paths: CodeLlama decode stripping versus DeepSeek-Coder/LLM tokenizer-class selection. They should not be treated as duplicates or merged into one change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46574 is the more self-contained concrete bug fix: it targets a specific decode-path regression in CodeLlama and includes focused test coverage.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46574 is the best representative of the cluster because it is a narrowly scoped, directly reproducible tokenizer bug fix rather than a broader registry/dispatch adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bugs and code paths: 46574 changes CodeLlama decoding behavior in tokenization_code_llama.py, while 46580 changes auto tokenizer selection for DeepSeek checkpoints in tokenization_auto.py. They are not the same underlying fix." + "reason": "Different underlying problems and code paths: one fixes CodeLlama decoder stripping real leading spaces, the other fixes model-to-tokenizer-class routing for DeepSeek checkpoints. They are not plausibly one merged PR." } ] }, @@ -25453,8 +25838,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 34, + "component_index": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25462,48 +25847,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46933-2", + "cluster_id": "cluster-46847-2", "nodes": [ - "pull_request:46933", - "pull_request:46942" + "pull_request:46847", + "pull_request:47009" ], "soft_pairs": [ - "pull_request:46933|pull_request:46942" + "pull_request:46847|pull_request:47009" ], - "prepared_review_unit_hash": "698b8279134a8812afd427b4b35d3af28bfd9016160d69d421d5b6bdfcceed93", + "prepared_review_unit_hash": "89957a77a61e12cee2aab25476b1649244f9ac97dfb0a7d68d130daedd278750", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4372, - "estimated_input_tokens": 1093, - "estimated_eval_tokens": 2442 + "serialized_chars": 4640, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4372, - "estimated_input_tokens": 1093, - "estimated_eval_tokens": 2442 + "serialized_chars": 4640, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same general quantization pitfall\u2014casting float activations to non-float weight dtypes\u2014but they fix different model-specific code paths (Gemma4 vs TimesFM 2.5), so they are related patterns rather than duplicates.", - "confidence": 0.94, + "summary": "Both pull requests are near-duplicates for the same Qwen3.5 tensor-parallel plan change: they touch the same files, add the same `linear_attn` TP entries, and target the same issue. Treat them as the same underlying PR work item.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46933 is the better representative because it includes an explicit issue link and patches a concrete model path with clear context for the quantized-casting fix.", + "canonical_pr_reason": "PR #46847 is the better canonical PR because it is the earlier of the two, has more discussion/review activity, and carries the same code changes and same explicit issue target as #47009.", "best_issue_reason": null, - "best_pr_reason": "PR #46933 is the strongest overall candidate for the cluster because it has the most contextual linkage and a direct, self-contained fix; PR #46942 is similar in theme but narrower and model-specific.", + "best_pr_reason": "PR #46847 is the strongest representative of the cluster: same diff scope, same filenames, same issue target, and slightly more established through inbound references and review activity.", "soft_edge_verdicts": [ { - "left": "pull_request:46933", - "right": "pull_request:46942", - "accept": false, - "reason": "Same high-level bug pattern, but they modify different model implementations and different forward paths. They are not the same concrete fix and would not plausibly be merged into one PR." + "left": "pull_request:46847", + "right": "pull_request:47009", + "accept": true, + "reason": "They are effectively the same patch: identical changed files, identical `linear_attn` TP-plan additions, and the same explicit issue target. They could plausibly be merged into one PR." } ] }, @@ -25516,8 +25901,8 @@ }, { "label": "pull_request", - "component_index": 34, - "component_count": 34, + "component_index": 35, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25533,7 +25918,7 @@ "soft_pairs": [ "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "9cadba91241eb51b1b8729b8b6d39b0a27b272fb1e3cc6aacd21a88882d7f037", + "prepared_review_unit_hash": "c4af77e0f2fff280e6710547029f50ed97edec8a01794711002ec8df152d33fc", "component_budget": { "node_count": 2, "item_count": 2, @@ -25555,18 +25940,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated: one fixes prompt lookup decoding exceeding max_length, while the other tightens validation for empty lists in bad_words_ids/sequence_bias.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated and should not be deduplicated: one fixes prompt lookup decoding overshooting max_length, the other adds validation for empty token lists in logits processor configuration.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests fix different generation code paths and would not plausibly be merged as one change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best representative for a duplicate cluster; PR 46993 addresses prompt lookup decoding length capping, while PR 46994 addresses input validation for empty token lists.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Different subsystems and bugs: candidate generation length handling vs validation of empty token lists. They are not the same underlying change and should not be merged." + "reason": "Different bug classes and code paths: PR 46993 changes generation candidate length capping in candidate_generator.py, while PR 46994 adds input validation in logits_process.py for empty bad_words_ids/sequence_bias lists. They would not plausibly be merged into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 0b7e9d1c5f192a31929efa6c22ca2b32a7248fc2..2d8534c0db6a230de43a847a8fd72d03b9c05a2e 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260701t180021z", + "analysis_id": "hybrid-model-20260702t000029z", "archived_artifacts": { - "hybrid": "snapshots/20260701T180021Z/analysis-runs/hybrid-model-20260701t180021z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260701T180021Z/analysis-runs/hybrid-model-20260701t180021z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260702T000029Z/analysis-runs/hybrid-model-20260702t000029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260702T000029Z/analysis-runs/hybrid-model-20260702t000029z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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+ "reason": "Resume-training/trust_remote_code problem is unrelated to YOLO multi-GPU device_map_auto failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape IndexError vs Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Same broad IndexError family, but BERT ZeRO-3 loading and mask-shape mismatch are different code paths." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 index error is unrelated to the remote-code resume-training issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "BERT ZeRO-3 zero-size tensor issue and mask-shape mismatch are not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape mismatch and Qwen3.5 video token/feature mismatch are different failures." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Tensor mask IndexError vs GPT-OSS MoE TP failure are unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training/trust_remote_code issue is unrelated to the Nemotron example bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3-vl video StopIteration and resume-training/trust_remote_code are different issues." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Jamba collective mismatch and BERT ZeRO-3 index error are different DeepSpeed failures." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 loading failure: both report index 0 out of bounds on size-0 tensors during BERT model init, differing only by pretrained vs non-pretrained wording." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross_entropy call and GPT-OSS TP failure are unrelated code paths." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization bug is unrelated to the LoRA merge/save/reload mismatch report." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to LoRA weight merge/save differences." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Voxtral processor failure and remote-code config_class AttributeError are different problems." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to the YOLO multi-GPU device-map issue." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "'weight' must be 2-D with DeepSpeed and Jamba collective mismatch are different failures." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpoint recompute mismatch is unrelated to the mask/tensor shape IndexError." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram_mps issue in MoE is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model family, but CPU-offload incompatibility and uninitialized-memory-after-to_empty are not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 index error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpoint/FSDP recompute mismatch is unrelated to the CustomTrainer compute_loss signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 index error and GPT-OSS TP failure are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup is unrelated to Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to GPT-OSS AMD GPU failure." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3Config sliding_window_pattern error and Mistral tokenizer regex crash are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is a device mismatch and the other is an expensive reverse-lookup bug." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch 2.4.1, but one is tied to transformers 5.8.0 and the reports are not the same concrete bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpoint mismatch and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime failure are different issues." + }, + { + "left": "issue:43828", + "right": "issue:44512", + "accept": false, + "reason": "Phi autocast dtype mismatch and docs about the removed run command are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi autocast dtype mismatch and GPT-OSS TP failure are different problems." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to the Mistral-3 dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Phi autocast dtype mismatch and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to the Nemotron example bug." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and Qwen3.5 TRL unpacking failure are different training/runtime issues." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram_mps not implemented are different backend/model bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross_entropy issue is unrelated to Qwen3.5 TRL embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Same generic zero-sized-tensor IndexError pattern, but Gemma3 conditional generation and BertModel ZeRO-3 loading are too different to treat as one bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but one is pipeline-task references and the other is the run-command docs; separate cleanup tasks." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi autocast dtype mismatch and MPS histogram_mps issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross_entropy call and Phi autocast dtype mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Jamba DeepSpeed collective mismatch is unrelated to the CustomTrainer compute_loss signature change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpoint mismatch and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross_entropy issue and tensor mask-shape IndexError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is grounded in the packet and stays conservative on the soft edges. The canonical issue choice is supported by the clearly duplicated ZeRO-3/BERT pair (issue:43596 and issue:43638), and the other pair verdicts avoid overclaiming similarity. No mergeability concerns apply because there are no PR pairs in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 2, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "c9f7fd3b78391e5fef86b5c3af3e6fded97204dbcf1ba3d878a713044590b07d", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40038, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with many false-positive similarity matches. I found two likely duplicate pockets: the v5 AutoTokenizer wrong-token-ID regression and a DeepSpeed ZeRO-3 load-time IndexError; everything else appears to be distinct model- or subsystem-specific failures.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the strongest representative of the tokenizer regression cluster: it describes the same v5 AutoTokenizer wrong-token-ID bug but across multiple model families, making it broader and more canonical than the narrower Granite-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best overall issue to anchor this cluster because it is the broadest, most general regression report with the clearest duplicate signal; it also has inbound references and covers the shared root symptom more completely than the narrower variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are broad compatibility regressions, but they describe different breakages and code paths; not the same underlying bug." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "One is a corrupted checkpoint report, the other is missing text-encoder weights in a model implementation; different failure modes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0/PyTorch support are unrelated problems." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 load/init IndexError pattern (`index 0 is out of bounds ... size 0`); different model classes, but the failure mode and code path look the same." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both mention model/runtime failures, but one is a missing config attribute in vLLM and the other is a CUDA assert with auto device mapping; different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different documentation mismatches and are not the same change." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "A float8 storage lookup error and a PyTorch USE_DISTRIBUTED=0 compatibility regression are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different domains and symptoms: AMD GPU support vs table-question-answering task crash." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG examples are separate issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy routing and Qwen3.5 video StopIteration are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are model-specific input/device mismatch reports, but they affect different models and different pipelines." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different code paths." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption vs NVIDIA ModelOpt compatibility are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG examples are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression are different root causes." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader report and 45812 is a narrower Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading are distinct model-specific failures." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility and PyTorch USE_DISTRIBUTED=0 support are different issues." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but one is a missing attribute in vLLM and the other is a Qwen3-MoE-specific sliding_window problem." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar IndexError wording, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-index load failure; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure and Ovis2 checkpoint corruption are different model issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig-field regression are separate compatibility problems." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but one is a chat crash and the other is a streaming chat/completions failure; not clearly the same underlying bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic model regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 load failure and torch/transformers version incompatibility do not share the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm torch-dynamo tracing failure and MPS histogram Int error are different backend-specific issues." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime error and table-question-answering crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Missing sliding_window_pattern in vLLM and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS Int histogram error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern attribute error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "MoE grouped_mm tracing failure and MPS histogram Int failure are different backend/runtime problems." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE/precision-related, but the concrete failures differ: grouped_mm tracing vs autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compilation TypeError are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight-tying bug and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Different IndexErrors with different symptoms: mask-shape mismatch vs ZeRO-3 empty-index load failure." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a PretrainedConfig pydantic regression are different changes." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.4.1/transformers 5.8.0 incompatibility and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The two accepted duplicate pockets are well supported by the titles/body signals, and the rest of the rejects do not overclaim shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 3, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44387|issue:45005", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44918|issue:45507" + ], + "prepared_review_unit_hash": "1f8d8a6b3faa7805b434732cec57f348b0f5a6e27acebc969e37182a4aaada65", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous with many false-positive similarities. Two issue pairs look like genuine duplicates: a remote-code cache/module resolution bug and an input-validation error-message bug. No PRs are present.", + "confidence": 0.61, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it mixes unrelated topics. If a representative anchor is needed, issue 45183 is the best fit: it captures the broader underlying input-validation/XOR bug, while 46463 looks like a narrower T5-family instance of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45183 is the strongest duplicate anchor among the set because it describes the root validation logic problem in the most general way and can plausibly subsume 46463.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different products and failures: PaddleOCR-VL loading in vLLM vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape issues, but the code paths differ: generic mask/tensor indexing vs Qwen3.5 embedding unpacking in TRL SFT." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE models, but one is a torch-dynamo grouped_mm tracing crash and the other is tensor-parallel support not working for GPT-OSS." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different failure modes: autocast dtype mismatch in Phi-tiny-MoE vs streaming chat/completions on Qwen3.5-0.8B." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "One is int4 quantization memory/OOM regression; the other is tied-weights handling on translation models." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Init-empty-weights argument handling and pydantic PretrainedConfig field breakage are separate compatibility bugs." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic model field regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor size mismatch and the other is a zero3/BertModel empty-index failure." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal bugs: image preprocessor/model dtype mismatch vs video feature/token count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code regressions and torch/transformers version incompatibility are different root causes." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one reports weak text embeddings while the other reports bad AutoModel/pipeline results; not enough to assert one bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both are video/multimodal-related, but one is a v5.3.0 regression across several Qwen VL variants and the other is a Qwen3.5-9B chat template mismatch." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated subsystems." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are different code paths in Qwen 3.5/3.6 models." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3 initialization with BertModel and resume training with trust_remote_code are distinct issues." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 fallback problems and remote-code model_class config_class errors are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "One is image preprocessor dtype handling; the other is SFT embedding unpacking for Qwen3.5." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking failure do not share the same code path." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are unrelated model-quality reports." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization breakage and flash-attn2 fallback gating are separate v5 regressions." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same trust_remote_code/custom-module resolution bug: cache/path reuse causes the wrong module to be loaded after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and translation-model tied-weights issues are different model families and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weights handling are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer algorithm note and a docs typo are not the same underlying issue." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights issues are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategies typo and removed run-command docs are both documentation-level but not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated implementation problems." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "These look like the same validation/error-message bug: the broad input_ids/inputs_embeds XOR logic issue, with 46463 as a T5-specific manifestation." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking in TRL and GraniteMoEHybrid invalid method calls are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. It correctly identifies the cluster as mostly heterogeneous, notes the absence of PRs, and only elevates two issue pairs that are plausibly duplicate-style matches based on the titles/body themes. The soft-edge rejections are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 4, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:46899|issue:46932", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:45987|issue:46858", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:41553|issue:43883", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:41553|issue:43881", + "issue:44991|issue:45399", + "issue:43782|issue:44960", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "3a31d40021edabdf90bbebc04f02a96172b8b4e323a3c3353793749cc41cc458", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous and not a single duplicate cluster. Clear duplicate subgroups are the non-persistent buffer regression issues, the Gemma4 quantized embedder bug, and likely the StaticCache `get_seq_length()` contract regression. Most other pairs are different models, different code paths, or different symptom classes.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43950 is the clearest representative of the strongest duplicate theme in this set: the transformers 5.x non-persistent-buffer regression. Its title is specific about the failure mode, and it aligns with the related buffer-loading reports in the soft edges.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the best anchor issue for the only clearly repeated underlying bug class here; it is broader and more root-cause-oriented than the later symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different failures and different models: DeepSeek tokenizer detokenization vs Qwen-3 NVFP4 loading." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different models and different round-trip behaviors; not the same concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: transformers v5 non-persistent buffers being corrupted/filled with junk during load." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Documentation example errors vs model quality/embedding degradation are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config field loss is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Custom-trainer loss-signature error and Gemma3 DeepSpeed load failure are different code paths." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "These describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 even references the same issue." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities with different exception surfaces." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE is not the same as the Qwen3.5 3D position_ids / SDPA fallback issue." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regression theme, but different affected models and different concrete symptoms; too broad to merge." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality complaint is unrelated to a general tokenization-change report." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Both point to the same StaticCache `get_seq_length()` contract/regression, just observed in different execution contexts." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but zero probabilities and worse text embeddings are not clearly the same underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both are the non-persistent-buffer/materialization regression class: corrupted or uninitialized buffers after loading/materialization." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence misinterpretation and CPU-offload incompatibility are different problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a quality discrepancy vs the original JAX implementation, not the same bug as worse text embeddings." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and Molmo missing `all_tied_weights_keys` are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing behavior and int4 OOM/reserved-memory growth are different issues." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared-kv-state rebuild bug is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model-loading failure are not duplicates." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug and Python 3.13 import error for flash_attn are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training runtime error and early-stopping metric resolution are different trainer issues." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing ineffectiveness and Qwen3 MoE memory usage are different training-memory problems." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading complaints with no shared code-path evidence." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config field loss is not the same concrete bug as the broader 'models using remote_code break' report." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Qwen3 MoE FineGrainedFP8 failure are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and glm-4v-9b load failure are different artifacts." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and GLM5 are different issues." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing model export/import symbol and bitsandbytes parameter incompatibility are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster assessment is grounded in the packet and the soft-edge calls are mostly conservative. The accepted duplicates are well supported by the titles and issue descriptions (#43950/#44534, #46899/#46932, #45987/#46858). The summary also avoids overclaiming a single unified cluster and correctly treats most other pairs as distinct enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 5, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43881|issue:43883", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "db1fd57f2b2ddd44ec72c6395b9eb792f7377dd4e30369dfd3fc00bc190f03d6", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36755, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of recent transformers regressions across model loading, tokenization, video/audio processing, and docs. Only a few soft pairs look like true duplicates; most are separate per-model failures or adjacent but distinct bugs.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella here: it captures the general \u2018recent transformers versions break models using remote_code\u2019 loading-regression theme that several other reports resemble, and it has enough discussion to serve as a cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single representative because it is the most general and central loading-regression report in this set; the others are narrower manifestations or separate model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: MPS histogram/int dtype issue vs Gemma4 PLE device-map forward mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both touch tokenizer/attention internals, but one is a Mistral regex crash and the other is flash-attn fallback gating; not the same code-path bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code loading regressions vs a specific Gemma4 device-mismatch forward bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Related area, but one is add-new-model-like handling of TOKENIZER_MAPPING_NAMES; the other is a broader remote_code loading regression." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are load failures, but they affect different model families and symptoms (GLM-4V vs Molmo tied-weights attribute)." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Distinct problems: autocast dtype mismatch in Phi-tiny-MoE vs Gemma4 device placement during forward." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different LoRA/tie-word-embeddings warnings vs a cross-version Qwen3 MOE compatibility issue; not the same concrete bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer/model regressions, but Kimi-K2.5 codec handling is a separate tokenizer-specific issue." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Same tokenizer API family, but opposite directions and different performance hot paths; not a single bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same docs cleanup: references to removed v5 pipeline tasks (summarization/translation/text2text-generation) still remain." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they hit different model families and different tokenizer mechanics." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Bitsandbytes `_is_hf_initialized` constructor issue vs a YOLO multi-GPU device-map problem; unrelated failures." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both concern model construction, but one is composite Qwen text_config unwrapping and the other is remote-code config_class handling." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different regressions: tied lm_head weights in Mistral3 vs silent corruption of non-persistent buffers on from_pretrained." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "Same training-loss pattern, but these are different model families; not enough to treat as one bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` keyword regression during model initialization/loading; 43872 is the bitsandbytes manifestation, 44291 the generic init_empty_weights case." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both mention remote-code models, but the failure modes differ: general loading breakage vs missing config_class on AutoModel.from_pretrained." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "The titles suggest a possible relation, but one is a generic Whisper failure and the other is a specific fbank helper issue; not enough evidence for duplicate status." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed bugs: weight conversion/loading under accelerate+deepspeed vs gradient averaging under GAS." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "One is LoRA gradient checkpointing ineffective; the other is a missing supports_gradient_checkpointing flag on a trust_remote_code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different trainer/runtime errors: unexpected compute_loss kwarg vs mask/index shape mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading issues, but the model families and failure causes differ." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different checkpoints and model classes; both fail to load, but not the same underlying bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures in Qwen variants, but the affected model paths and missing-weight symptoms are distinct enough to keep separate." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: RLHF NaNs from 3D position_ids/SDPA fallback vs flash-attention sink-less-model crash on s_aux=None." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "44560 looks like a specific manifestation of the broader v5.3.0 Qwen video-input regression described in 44479." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both are mask shape errors, but the actual failing models/code paths are not shown to be the same." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different subsystems: DeepSpeed training weight-dimension error vs image processor void segmentation map handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue 45020 is a reasonable broad anchor for the remote-code loading-regression subset, and the narrative correctly characterizes the rest as a mix of distinct model-specific or subsystem-specific bugs. The three accepted soft pairs are conservative and supported by the titles/body themes, while the rejected pairs avoid overclaiming duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 6, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:41553|issue:44488", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:44910|issue:46858", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:42491|issue:43720", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "0fea99f1ddb23d48ed92cd5416a16218005ad7fb37b91f2fcd6080137c09c055", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38059, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers bug reports, but there are four clear duplicate pairs: the custom-model initialization regression, the ZeRO-3/BertModel IndexError, the SigLIP2 bad-output reports, and the Gemma4 4-bit dtype-cast reports.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43646 is the best canonical issue: it is the broadest, least user-specific wording of the custom model initialization regression and matches the clearer duplicate pair with 43645.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the strongest representative issue in the set because it captures a general regression cleanly, whereas most other items are narrower or unrelated symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different failures on different model families (Qwen3.5 cache handling vs NemotronH checkpoint loading)." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading problems, but they affect unrelated models and different code paths." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading errors, but the models and failure modes differ; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated issues: GGUF gpt-oss support vs Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary/position logic, but they describe different regressions and different models." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF concerns; no shared concrete bug." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "ZeRO-3/Bert index error and torch 2.4.1 incompatibility are different problems." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio generation bugs with different triggers and symptoms." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is an FSDP2 shared_kv_states bug and the other is a device-map mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "A Bert/ZeRO-3 IndexError is not the same as a generic torch version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different issues: model support vs missing Float8 storage handling." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer loading corruption is unrelated to Kosmos2.5 long-input indexing." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a specific class is different from meta-device loading failures." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading issues are different regressions." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal model bugs with different error modes." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both are attention/cache related, but the root causes and failing paths are different." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0.0 custom-model initialization regression; 43645 is just the Jupyter-specific manifestation." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile+SDPA on Bamba is unrelated to Qwen3.5 flash-attention packed-sequence misinterpretation." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration on Qwen3-vl-embedding is unrelated to the MPS histogram error in MoE." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A script launch failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import issues and Qwen3Moe FP8 issues are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen video/training failures with no shared code-path bug." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is not the same as a torch 2.4.1 incompatibility." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-map mismatch is unrelated to a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: one report sees zero probabilities, the other nonsensical outputs through AutoModel/pipeline." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different shape/IndexError bugs in unrelated execution paths." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit quantization dtype-cast problem in multimodal/audio embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they are different model/config regressions." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 Bert initialization and add-new-model-like token mapping failures are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same deepspeed ZeRO-3/BertModel IndexError; the pretrained vs non-pretrained distinction does not change the underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The four accepted duplicate pairs are supported by closely aligned titles and the pair scores, and the rejected pairs generally avoid overclaiming by distinguishing different models or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 7, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "d73ad4761ffb442856624da3995bbd4b478166c8034b2d3141aa6c5a0e07547b", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only accepted soft duplicate pairs are the Transformers v5 non-persistent-buffer corruption reports and the resize_token_embeddings propagation bug across model-specific embedding/output layers. The rest share only broad model or subsystem themes, not the same concrete defect.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43644 is the clearest representative of the v5 non-persistent-buffer corruption reports and is very close in wording and symptom to 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best overall issue representative here because it names the v5 buffer corruption symptom directly and has the strongest linkage to a matching follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/offload behavior, but one is a device_map offload failure and the other is a Strix Halo mmap/OOM issue." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: tokenizer-mapping setup failure versus a mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but the symptoms differ: zero probabilities versus docs/example model-processor mismatch and quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer corruption bug; the titles describe the same symptom with slightly different wording." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 failures: auto device-mapping CUDA assert versus FineGrainedFP8Config load failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated issues: Qwen3 MoE FP8 config handling versus mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Both are Qwen3-related, but one is a LoRA compatibility problem and the other is a resize_token_embeddings regression." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model and failure mode; no clear shared concrete bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Same general loading theme, but they affect different models and do not show one shared defect." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading versus missing linear_attn entries in tensor-parallel planning are different problems." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is composite-checkpoint loading and the other is from_config leaving config.dtype stale." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: ZeRO-3 weight loading versus save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different model/example breakages with no evidence of the same method-call bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading regressions, but they appear to be different tokenizer issues for different models." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent-buffer corruption is unrelated to the Jupyter/custom-model initialization regression." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Both are loading issues, but one is accelerate+deepspeed conversion and the other is a unit-test model-loading failure." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Related SigLIP2 area, but the reported failures differ and do not clearly point to the same bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency and quantization/offload behavior are not the same defect." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different load failures: GLM-4.7-Flash unit-test loading versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Shared resize wording is not enough; these appear to be different bugs." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is increased reserved CUDA memory under int4 quantization." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step counting and SGD argument handling are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model-specific regressions; not enough evidence that they are the same issue." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and different save/load behavior; no shared concrete bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different serialization/load paths: extra_state handling versus unexpected _is_hf_initialized argument." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "They share a loss-shift pattern, but the model-specific implementations are different and not clearly one shared bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and model families." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4 processor crash are unrelated failures." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Likely the same resize_token_embeddings propagation bug: model-specific embedding/output layers are not updated consistently." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but the concrete crash causes are different." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is broadly aligned with the packet, and the two accepted soft pairs are plausible. However, the writeup overstates evidence in a few places: \"precise, reproducible\" is not supported by the packet, \"exact duplicate counterpart\" is stronger than the available title-level evidence, and \"same underlying API regression\" for the resize_token_embeddings pair should be phrased more cautiously as a likely/shared bug. Because precision is the goal, this should be tightened before accepting." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 8, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:45663|issue:45759", + "issue:42947|issue:45704", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43646|issue:43708", + "issue:44402|issue:44451" + ], + "prepared_review_unit_hash": "18e6c018e55714104174f9ae6b7fa90a3aa00a4adbacd45310ab1a4eeb9cad3b", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37061, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "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 clear duplicate subgroup is the `resize_token_embeddings` regression around output embeddings, where a broad generic report and two model-specific variants overlap.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the broadest representative of the only real duplicate subgroup here: `resize_token_embeddings` not updating output embeddings / related embedding modules.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best issue to anchor the embedding-resize subgroup because it is the most generic phrasing and can absorb the Gemma4/T5Gemma variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/model loading problems, but the specific failure modes and affected models differ; not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated topics: doc/example errors versus a GLM5 model issue." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen device-mapping crash vs AudioFlamingo batched inference leakage." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both involve model loading/runtime compatibility, but one is a Torch version incompatibility and the other is a `meta` loading regression." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: Gemma4 FSDP attention state handling vs multimodal Qwen config unwrapping." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Similar theme of weight tying, but these are different model classes and likely separate implementation bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling is unrelated to the Strix Halo mmap OOM workaround." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization memory, but one is offloading behavior and the other is increased reserved memory under int4; not the same concrete bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-structure issues, but they affect different output classes and symptom paths." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP attention state handling is unrelated to Qwen3_5Moe rotary embedding CPU offload." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Separate quantization failures on different models; not enough evidence of one shared bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path breakage and Whisper pipeline behavior are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure modes: token leakage in batched inference vs device mismatch in forward." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is mmap on Strix Halo; distinct causes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA while the other is eval-mode incompatibility." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`torch.device('meta')` loading regressions and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Single-layer sparse config bug is unrelated to Gemma4 FSDP attention state rebuilding." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Nemotron checkpoint loading and the official Nemotron example being broken are related in theme but not clearly the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report `resize_token_embeddings` failing to update output embeddings; 45276 is a Gemma4-specific manifestation of the broader bug in 45292." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model/config regressions: video input handling vs strict config loading for granite_speech." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load `extra_state` handling is unrelated to disabling mmap for OOM." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and `continue_final_message` are different tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma4 FSDP attention state rebuilding are separate code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model save permissions and wrong-module loading after save are both save/load related but distinct failures." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: unit-test loading of GLM-4.7-Flash vs Qwen3.5 checkpoint saving." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both are the same `resize_token_embeddings` family of bugs: 45292 covers output embeddings, and 45335 shows the decoder embedding not being updated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model Jupyter init breakage is unrelated to `extra_state` save/load handling." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization under Transformers 5 and trainer resume/max_steps calculation are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different model-loading/tokenizer problems; same broad area but not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The resize_token_embeddings subgroup is the only clearly supported duplicate cluster, and the accepted links (45276\u219445292, 45292\u219445335) are well justified by the titles and high similarity. The rest of the pair rejections do not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 9, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:43828|issue:43957", + "issue:46894|issue:46901", + "issue:44589|issue:44756", + "issue:46315|issue:46491", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:43299|issue:43931", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:44164|issue:46821", + "issue:45479|issue:46897", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "af35413b0b53d90f4c02e7d1d4989b03b9cc35bed98074983582bb267780aacd", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38131, + "estimated_input_tokens": 9533, + "estimated_eval_tokens": 19322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: several items are broad v5 loading/tokenizer regressions, but most pairs describe different code paths or model families. I did not find any soft-edge pair that is safe to merge as a duplicate.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43611 is the broadest, most general v5 loading-regression report in the set, so it is the least-specific representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single representative of the overall loading-regression theme, though the cluster is still too mixed to treat as one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch at runtime vs meta-device model loading failure." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Same symptom pattern, but different model-specific training-loss implementations; not the same code path." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Both tokenizer-related, but one is a slowdown in convert_tokens_to_ids and the other is a round-trip correctness regression." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility vs a multimodal autocast dtype mismatch are different problems." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is a correctness bug, not the same as a slow conversion path." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to a generic tokenization-change report." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures in different subsystems: PagedAttentionCache crash vs template-node compilation error." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern v5 model loading, but one is base_model_prefix handling and the other is notebook/custom-model initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility and YOLO multi-GPU device_map behavior are not the same underlying bug." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are distinct issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on newer torch and Gemma4 device mismatch are unrelated code paths." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility issue vs a forward-pass device mismatch in Gemma4 PLE." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different regressions: video-input handling for Qwen VL models vs a generic mask-shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failure modes in unrelated parts of the stack." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of one issue is not the same bug as the PagedAttentionCache crash." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they refer to different removed/deprecated APIs and different documentation sections." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Wrong/nonsensical model outputs are not the same as ModelOutput key-assignment behavior." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading failures are separate loading bugs." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure due to torch_compilable_check is unrelated to Perceiver interpolation handling." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization loading are different model-specific problems." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and text_config unwrapping are different model-loading mechanisms." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction issue and a tokenizer message-continuation bug are not the same underlying defect." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM predictions and EMBEDDIA tokenizer loading failures are different tokenizer/model bugs." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure and a Mistral regex patch crash are distinct issues." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Device-map forward mismatch vs unsafe dtype cast in multimodal embedders are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL family loading, but one is a broad v5 regression and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Different loss bugs in different model families; not a shared code path." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory usage and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state handling in save/from_pretrained is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and different loss implementations, despite both being double-shift reports." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing failure is unrelated to compiled flex_attention on newer torch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 10, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:43643|issue:44530", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:43582|issue:43632", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43883|issue:44488", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "172267466cf93b6772be53c62897409b7e57e84fdb8d4a08e0c768ea2e2aa5c9", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36111, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically loose: many items are tokenizer/model-loading regressions, but the soft pairs usually point to different concrete code paths, models, or failure modes. I would not merge any of the soft candidates as duplicates. If one issue must represent the cluster, 44462 is the closest broad tokenizer-loading regression, but it is still only a loose umbrella fit.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical duplicate exists; if forced to pick a representative, issue 44462 is the broadest tokenizer-loading regression and has inbound references, so it is the closest cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the best representative of the cluster\u2019s loose common theme: a user-facing tokenizer/loading regression affecting multiple downstream reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but one is model-specific tokenization loading for cjvt/sleng-bert and the other is a transformers>=5.1 regression on physical-intelligence/fast; different bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "cjvt/sleng-bert loading vs Mistral regex patch/backend_tokenizer crash are different tokenizer paths and failure causes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading failure and junk-filled non-persistent buffers are both v5 regressions, but they are distinct initialization/loading problems." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling and Mistral3 lm_head weight tying are separate bugs in different parts of the stack." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json and DeepSeek-Coder v1 incorrect output are related only broadly to tokenizers; they are not the same concrete defect." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3Model text encoder weights not loading are model-specific and have different root causes." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and a compilation/template-node TypeError are unrelated failures." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline breakage and CamemBERT masked-LM prediction errors are different model/code-path regressions." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device placement, but XLNet CPU arange and Qwen3_5Moe CPU-offload rotary embedding are separate bugs." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code missing fields in AutoConfig and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registration in TOKENIZER_MAPPING_NAMES and compiled flex_attention on torch>=2.9 do not share a concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are different symptoms and code paths." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are not the same issue." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Loading vesteinn/ScandiBERT and loading physical-intelligence/fast on newer transformers are different model-specific load failures." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and non-template-node compile error are distinct compiler/runtime failures." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter regression and Qwen2.5-VL iterable-dataset multi-image failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk and custom model initialization failures are both v5 regressions, but not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning failure and mistral_common continue_final_message behavior are different model/tokenizer issues." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in the torch extra is a packaging/dependency issue; tensorflow_text not in BACKENDS_MAPPING is a backend registration bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature issues, but one is an unsupported center arg in LasrFeatureExtractor and the other is a lower-level _torch_extract_fbank_features problem; not clearly the same defect." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and Jupyter custom model initialization breakage are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode ignoring skip_special_tokens and empty transcription failure after align_special_tokens are related only by subsystem, not a single concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "gguf_file breaking from_pretrained APIs and Qwen2.5-GGUF loading failure are both GGUF-related but not the same specific regression." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures on v5, but they involve different models and likely different root causes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Compilation of non-template nodes and GraniteMoEHybrid calling an invalid method are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map=auto offload/dequantization failure and Qwen2.5-GGUF loading failure are different loading paths." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in MolmoForCausalLM and loading cjvt/sleng-bert are unrelated model-specific issues." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "GraniteSpeech PEFT adapter local-checkpoint loading and mistral_common continue_final_message are different failures in different model families." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 11, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46315", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:42915|issue:44291", + "issue:44008|issue:46899", + "issue:44451|issue:45081", + "issue:43883|issue:44991", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43632|issue:46821", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:45216|issue:45357", + "issue:44991|issue:46315" + ], + "prepared_review_unit_hash": "90bb67bd0fe2238ddb939ed7947abd8263ff3d6af2ee4992e4601fbb61e6d466", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36925, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are topical false positives rather than true duplicates. I only accept two soft edges: the Qwen video-input regression pair (44479/45325) and the Qwen3.5 save_pretrained regression pair (45216/45357).", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the best umbrella issue in this set because it describes the broad Qwen multimodal video regression, and issue:45325 reads like a specific manifestation of that same bug. The rest of the items are largely unrelated, so no other issue is a better global anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative because it captures the broader regression affecting multiple Qwen multimodal variants, whereas 45325 is narrower and model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both involve audio/MIMI-related behavior, but one is a sampling-rate default bug and the other is a batching/padding-mask mismatch; different code paths." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same model family, but 43208 is a broad multi-bug training report while 47013 is a specific unpacking crash in train mode; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in v5 is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter/custom model init regression is not the same underlying issue as junk-filled non-persistent buffers." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading-noise issue and Mistral regex patch crash are different behaviors with different failure modes." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper loading failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and template-node compilation error are distinct bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different symptoms; one is hidden-state output handling, the other is video/rope indexing." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model discrepancies, but the causes differ: missing padding-mask support versus missing STE in DAC.from_latents." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied lm_head weights, but one is a model-specific untied-weight bug and the other is save/serialization inconsistency; not the same concrete fix." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to StaticCache sequence-length type contract." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for one model and Mistral regex-patching crash are different code paths." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen tracking are separate Trainer issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal preprocessing problems for different models; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model loading/configuration in v5, but the specific failures and root causes differ." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma 3n variable-name collision and Gemma4 4-bit dtype-cast regression are distinct bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys and tokenizer loading failure for est-roberta are different issues." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict and MobileLLM key error are not the same failure." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision and physical-intelligence/fast tokenizer load failure are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export + torch_compilable_check is unrelated to OmDet-Turbo image-size preprocessing." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized breakage and TimesFM window_size AttributeError are different regression classes." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache return-type bug are not the same underlying problem." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal load/process failures, but they affect different model stacks and different failure points." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to Float8 storage deserialization." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "45325 is a specific Qwen2.5-VL manifestation of the broader v5.3 video-input regression described in 44479; same code-path class." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer constructor conflict and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and strict config loading for granite_speech are separate issues." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression around incorrect checkpoint serialization/visual encoder keys; 45357 looks like a follow-up reproduction." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading breakage and slower convert_tokens_to_ids are different tokenizer issues with different symptoms and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are plausibly the same bug class from the titles/body context: the Qwen video/rope regression pair and the Qwen3.5 save_pretrained regression pair. The rest are reasonably rejected as different failure modes or model-specific regressions. No overclaiming stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 12, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:43425|issue:44403", + "issue:43716|issue:46899", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:42796|issue:46710", + "issue:44291|issue:44589", + "issue:44079|issue:45663", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:43482|issue:45538", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:43611|issue:43646", + "issue:43377|issue:45491" + ], + "prepared_review_unit_hash": "b1d43cf63d6caf26d33ca1e71bd066b5a70fe4f3151be00a37a52aca87404737", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer regressions, multimodal training/runtime bugs, packaging issues, and several distinct Transformers v5 compatibility problems. I don\u2019t see a true duplicate pair, so no soft edges should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster; the closest thing is 43611 because it is the broadest v5 loading regression, but the rest of the items are largely unrelated or only loosely v5-adjacent.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best representative only in the sense that it is a broad, generic loading regression; however, the overall set is too diverse for a strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different problems: Torch 2.10 incompatibility vs noisy transformer loading logs." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype issues, but they hit different models and different code paths." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Qwen2.5-VL training with multi-image batches is not the same bug as still-image rope position scaling." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different failures: PaddleOCR-VL load in vLLM vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug vs torch flex_attention compile failure." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing use is different from a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as tokenizer loading failure for a specific model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Both are v5-related, but one is _is_hf_initialized and the other is mmap/OOM behavior." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and multi-image iterable dataset failures are different bugs." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is not the same as the Float8 storage-object TypeError." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker bug vs model accuracy regression after upgrade." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument error is separate from Float8 storage lookup failure." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma4 shared_kv_states rebuilding." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading under v5 and Llama4Config missing pad_token_id are different model-load failures." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both mention v5, but they affect different internal mechanisms and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window and init_empty_weights signature errors are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS regression are distinct tokenizer issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure is unrelated to CLIPTokenizer max length behavior." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/extra dependency omission is different from a tensorboard-without-TensorFlow backend error." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to Mistral regex patching." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different regressions." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map dequantized load failure is unrelated to Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json and wrong Granite token IDs are not the same underlying bug." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but the concrete failures differ enough that they should not be merged." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching-related, but one is missing padding-mask support and the other is NaNs from sliding-window attention." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 13, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:41553|issue:43582", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:44829|issue:45479", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "f2879daca8a8c1a5f9e5b23160d06d009e80102ac35022037f97811394d7a621", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36273, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated closed issues. The only soft edge that looks like the same underlying bug is the SigLIP2 pair; the rest differ by model, code path, or failure mode too much for duplicate triage.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report for the SigLIP2 HF-vs-JAX discrepancy, while issue:43994 reads like a downstream symptom of that same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best representative issue because it describes the underlying implementation mismatch directly and is broader than the user-facing symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation bugs, but they concern different docs and different content errors." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "An AutoTokenizer/Voxtral error-message issue is unrelated to the Apple Silicon allocator TypeError." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package backend dependency coverage and PaddleOCR-VL loading are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Both involve v5 regressions, but one is buffer initialization and the other is ModelOutput key assignment." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training/loss, but they affect different model families and appear to have different causes." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA architecture issues are unrelated to Sam3Model text-encoder weight loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower/attention problems are not the same as Qwen3.5 save_pretrained key serialization bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen2.5-VL issues, but one is iterable-dataset training with multiple images and the other is video position-id computation." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to bfloat16 dtype mismatches in specific models." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation discrepancy leading to incorrect outputs across HF usage paths." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "These are both Qwen2.5-VL video/vision bugs, but they concern different indexing logic and failure modes." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "One is missing lm_head tying in AyaVision; the other is inconsistent serialization behavior in v5." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 configuration failure is unrelated to Qwen2.5-GGUF loading in v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different issue from strict config rejection of granite_speech." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch has no clear overlap with Qwen2.5-VL rope indexing." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id logic." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are different model/task bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to torch.export failures on torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaults and GraniteSpeech PEFT checkpoint loading are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific failures." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation is unrelated to Qwen3 auto device-mapping CUDA asserts." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with past_key_values are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs-example issues and Qwen2.5-VL multi-image finetuning failures do not describe the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes are unrelated to torch.export with torch_compilable_check." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying and Bamba torch.compile SDPA failures are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Gemma4 PLE forward device mismatch are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload device mismatch is unrelated to DAC.from_latents vs forward mismatch with missing STE." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and the soft-edge verdicts are conservative. The SigLIP2 pair (43493/43994) is the only clearly related duplicate-like match by title/body summary, while the other rejected pairs are plausibly different bugs, model families, or failure modes. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 14, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:46305|issue:46315", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:43881|issue:44488", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "df401687d91f02d4d7db23d548dc290a5fc7cb5c34c76e6729c3efa1a751fe96", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36064, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single-bug reports. The only loose theme is quantization/offloading, but the titles still point to different concrete failure modes, so I would not merge any of the suggested soft pairs.", + "confidence": 0.49, + "canonical_issue_reason": "Issue 43873 is the broadest and most centrally referenced report in the only near-related theme here (offloading + quantization), so it is the best umbrella representative if a canonical issue must be picked.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the widest scope, the most discussion/inbound references among the closest matches, and reads like the umbrella problem rather than a narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both involve batched inputs, but one is a MIMI encoder padding-mask bug and the other is a video processor output-shape issue; different components and failure modes." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different models and different bugs: MoE weight conversion/loading under accelerate+deepspeed vs a missing gradient-checkpointing capability flag." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a model-specific add_special_tokens/BOS-EOS bug while the other is a broader wrong-token-id regression across multiple tokenizers." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "One is an off-by-one in sliding-window masking; the other is a tokenizer performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying and bfloat16 dtype mismatches are distinct code paths and symptoms." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE forward pass is not the same bug as TimesFM's window_size AttributeError." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they concern different models and likely different loader problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A failure to run a script and a FineGrainedFP8Config model failure are different problems." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both mention batched/shape-related behavior, but one is about encoder padding masks and the other about Perceiver image resolution handling." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weight serialization and packed-weight unpacking are different bugs in different loading/saving paths." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk are separate regression reports, not the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "These are the closest pair, but one is a specific device_map/offload load failure and the other is a broader offloading-with-quantization complaint; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Config missing pad_token_idx and unwrapping text_config for composite multimodal configs are different configuration issues." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A segmentation fault while loading Llava Next is not the same as sinq quantization being broken across save/load." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading failures, but one is an auto-device-map cudaErrorAssert and the other is a segmentation fault in Llava Next loading." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwargs and a parallel script execution failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and an apex RMSNorm memory leak are different performance/memory issues with different root causes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "cudaErrorAssert under auto device mapping and flash-attention generation issues are different failure modes." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "The compute_loss signature change and FineGrainedFP8Config failure do not describe the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save_pretrained serialization, but one is tied-weight lm_head serialization and the other is incorrect visual-encoder key saving for Qwen3.5." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Different scope and symptoms: a perplexity regression on one model versus broad tokenization differences across versions." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch shape bugs are unrelated to tokenizer behavior changes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "These are both loading regressions, but one is a config strictness problem and the other is tokenizer loading for a specific model family." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both mention Sam3, but dummy Conv2d in the pixel decoder and missing text encoder weights are distinct problems in different parts of the model." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping cuda asserts and a 3d_parallel script failure are not the same underlying issue." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume failing on an empty epoch iterator and early stopping metric lookup are unrelated trainer bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/batching and dtype mismatches in inference are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both touch memory/offloading, but one is quantization offloading and the other is mmap on Strix Halo; different fixes and failure paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 15, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869" + ], + "soft_pairs": [ + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:44734|issue:46858", + "issue:46821|issue:46869", + "issue:44008|issue:45823", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44464|issue:46858", + "issue:45632|issue:45684", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43425|issue:46821" + ], + "prepared_review_unit_hash": "6dc154f8a69e3bd76b94d70624027051c015915c1fad3dfec3384fa15fc5e0a5", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35675, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated issue reports across different models and regression classes. The soft pairs mostly share broad subsystem keywords (cache, loading, multimodal, device map) but not the same concrete bug, so none are strong duplicate candidates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest, most central regression report in the set, describing a general Transformers 5.0 custom-model initialization breakage that is easier to use as an anchor than the narrower model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46665 is the most actionable and specific report among the set, with a concrete usage pattern (`from_pretrained` inside Python classes) that should be easier to reproduce and fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different bugs: one is a BEiT image processor label-reduction issue, the other is a missing `all_tied_weights_keys` attribute on Molmo CausalLM." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure points: GLM-4V model loading vs tokenizer loading for est-roberta." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is skipped beam-search cache reordering in several models; the other is a prefill/static-cache arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated: one is dtype propagation when loading BLIP2, the other is trainer `max_steps` miscalculation after resume with batch-size changes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths and failures: torch.compile+SDPA in Bamba versus packed-weight unpacking during Accelerate loading for BitNet." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version-related behavior changes, but one is a processor/tokenizer regression and the other is a broader tokenization-change report with different symptoms." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Completely different areas: MPS histogram support for Int tensors versus a TimesFM `window_size` attribute error." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Related only at a high level; one is a broad Transformers 5.0 custom-model initialization regression, the other is a specific `from_pretrained` usage inconsistency inside Python classes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and bugs: LayoutLMv2 tokenizer crashing on NER/padding versus OmDet-Turbo image size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are offload/device-related failures, but they affect different models and are likely different device-placement bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "No shared root cause: one is an import error for `GenerationMixin`, the other is failure running `3d_parallel.py`." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch model save/load semantics, but one is tied weights in Mistral3 and the other is incorrect visual-encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern vision input sizing, but they are different models and different expected resolutions." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe versus dequantized model loading with GPU+CPU offload." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal crashes, but the attribute errors and processor code paths are different." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache handling, but one is KV-cache continuation indexing in serve responses and the other is static-cache length arithmetic in prefill." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "No overlap beyond generic device/model failure language; TimesFM window_size error is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma variants and different bugs: a variable-name collision in forward versus a PLE device mismatch under `device_map=\"auto\"`." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are parallelism/device-map issues, but they affect different model stacks and failure modes (cuda assert vs tensor parallel not working)." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated: early stopping metric selection versus Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention compiled execution and generation/cache behavior, but the reported bugs are different enough to keep separate." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different save/load edge cases: cache-path collision for trust_remote_code versus read-only permission propagation during save_pretrained." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different model/config problems: Qwen3-MoE sliding-window behavior versus missing `pad_token_idx` in StableLmConfig." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "No shared underlying code path; one is CamemBERT masked-LM prediction drift, the other is Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different subsystems: FP8 model loading versus an import failure in `transformers.pipelines` caused by kernels metadata requirements." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Different trainer API mismatch versus model/device-map runtime assert." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but they are different tokenizer classes and different failure scenarios." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Both are version-related, but one is Torch compatibility in general while the other is a model-specific `window_size` attribute error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 16, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:30064|issue:34634", + "issue:44534|issue:46665", + "issue:43550|issue:43653", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:43526|issue:43881", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:44492|issue:44509", + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:34567|issue:35707", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:43531|issue:46821", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:45357|issue:46402", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "85a41635d870fb05fe805d1c3e697ba2eef22bce51996278f91034890a213746", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36368, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "I don\u2019t see any true duplicate pairs here; the items span many unrelated Transformers bugs across tokenizers, configs, multimodal processors, offloading, and generation. I\u2019d keep the broad offloading/quantization report as the most representative issue, but I reject all soft-edge merges.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43873 is the broadest and most central report in the set, covering a generic offloading/quantization regression with multiple inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best standalone issue to anchor the cluster because it is broad, active, and plausibly covers the widest nearby surface area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they describe different model/config fields and different failure modes; not the same bug." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric lookup and image-processor void segmentation maps are unrelated subsystems." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different model families and different errors: FP8 config failure vs Llava Next segfault." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen multimodal loading/generation issues, but the concrete failures and code paths differ." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is not the same as T5 tokenizer class-name conflict on load." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Offloading/quantization regression is different from a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM and tokenization changes are separate regressions." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated image vs audio processor bugs." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and from_pretrained inside Python classes are different initialization behaviors." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure and BigBird mask-token registration are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and config unwrapping for Qwen 3.5/3.6 are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert and GraniteSpeech PEFT checkpoint loading are not the same code path." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but one is a device mismatch on CPU offload and the other is unpacking packed BitNet weights; not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to undefined video-token counting variables." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as outdated pipeline documentation." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different API bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric-gathering label truncation and SAM3 text/box behavior are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter bug and progressive generation with inputs_embeds/past_key_values do not share a concrete failure path." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token registration are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different components and errors." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window and TimesFM window_size errors are superficially similar but not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video processing error and cache seq-length arithmetic on non-CUDA backends are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Qwen multimodal config unwrapping and CPU-offload rotary embedding behavior are separate issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Two different model/tokenizer loading failures; no shared concrete code-path is evident." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE behavior and float8 storage lookup errors are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Wrong visual encoder keys on save and missing text encoder weights on load are different save/load regressions." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 17, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44995", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:46655|issue:46693", + "issue:43381|issue:45704", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:44514|issue:44545", + "issue:43994|issue:44671", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43421|issue:43653", + "issue:43782|issue:45381", + "issue:30064|issue:36010", + "issue:45081|issue:45356", + "issue:43421|issue:44186", + "issue:44995|issue:46858", + "issue:45356|issue:45907" + ], + "prepared_review_unit_hash": "731cc84736856a5a11d77855f48770a6a433b66dd64d0d1447fc265b9634f269", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36882, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated Transformers issues across tokenizers, vision, quantization, and training. The only near-duplicate-looking pair is 44514/44545, which share the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44514 is the best canonical issue for the Qwen2_5_VLProcessor.apply_chat_template padding=False crash because it is the earlier report and matches issue:44545 almost verbatim.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the clearest representative issue in this cluster because it is the strongest near-duplicate match and the most precise description of that shared crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different problems: non-persistent buffer initialization vs inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both involve loading, but one is an AddedToken TypeError and the other is a model-load failure for ScandiBERT." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated subsystems: Perceiver image resizing vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: a repo-specific load regression vs PIL image processors requiring torchvision." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Related to classification configs, but one is num_labels propagation in Qwen3.5 and the other is a zero-loss bug across multiple sequence-classification models." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing behavior is distinct from the ZeRO-3 gradient explosion issue." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both touch vision examples/processors, but one is a SigLIP2 doc/quantization issue and the other is an OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning in LoRA fine-tuning is not the same as incorrect visual-encoder keys saved by Qwen3.5." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different bugs: CUDA assert during Qwen3 auto device mapping vs a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding bug vs FA2 long-context performance regression; different components and symptoms." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode gradient checkpointing behavior is unrelated to the T5 RMSNorm leak." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates are distinct from DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Unpacking input embeddings in TRL SFT is a different failure than trainer.evaluate() after trainer.train()." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Memory leak in T5/apex is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both hit HF_HUB_OFFLINE, but one is general cache loading and the other is a specific unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "AutoModelForCausalLM config unwrapping for Qwen multimodal configs is not the same as a missing gradient-checkpointing flag." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading for PEFT adapters is not the same as quantization offloading behaving incorrectly." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-verbatim titles and the same apply_chat_template batched-input crash with padding=False point to the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific correctness bugs: SigLIP2 nonsensical outputs vs CamemBERT masked-LM predictions in v5." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Incorrect cache use in Mamba2Mixer is unrelated to a T5 decoder-input validation error message." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/example problems do not match quantization offloading behavior." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizers, but one is runtime post-processor updates and the other is BigBirdTokenizer special-token registration/decoding." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only load failure is a different bug from Qwen2.5-VL video position ids." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void segmentation map handling is unrelated to a GenerationMixin import error." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve mistral regex/tokenizer loading, but one is an AttributeError crash and the other is a Kimi-K2.5 codec-handling regression." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor updates are different from LayoutLMv2 tokenizer crashes on NER and batched padding/truncation." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache on second forward is unrelated to static-cache seq_length tensor arithmetic." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi-K2.5 tokenizer regression is unrelated to list_repo_files failing to forward revision in CI." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall read is plausible, but it overstates the evidence in a few places. The packet does not show any explicit duplicate verification, so phrases like \"only verified duplicate target\" and \"more established report\" are stronger than the data supports. The 44514/44545 pair is a reasonable near-duplicate call based on the matching titles, but the rest of the summary should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 18, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45834", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:46829|issue:46832", + "issue:43653|issue:43720", + "issue:45987|issue:46829", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43550|issue:43927", + "issue:43550|issue:45072", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:43596|issue:44220", + "issue:43611|issue:46665", + "issue:44186|issue:44898", + "issue:44008|issue:46858", + "issue:43653|issue:43819", + "issue:41720|issue:44991", + "issue:45987|issue:46932", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:43550|issue:43819", + "issue:39692|issue:45834", + "issue:44821|issue:45084", + "issue:44448|issue:44671", + "issue:34634|issue:36010", + "issue:44186|issue:44442", + "issue:43540|issue:44008" + ], + "prepared_review_unit_hash": "a428c9dcba437a985e7945595562c1a56aca38503485f2ae936decc2303811c5", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37230, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers bug reports rather than true duplicates. The only near-match is the Mistral regex/tokenizer pair, but they fail in different concrete ways and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45081 is the most concrete, reproducible bug report in the set and a strong anchor for the Mistral tokenizer-regex loading path, with an explicit stack trace and clear trigger.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the clearest single canonical candidate here: it names the exact failing helper, has a precise repro, and is better documented than the other nearby tokenizer-loading reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different bugs: BitNet accelerate-loading unpacking vs DAC latent conversion/STE mismatch." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different models and code paths: VideoPrism output field wiring vs RT-DETR feature-level handling." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length contract issue is unrelated to VideoPrism output labeling." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and Kosmos2.5 long-OCR index error are different failures." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision is not the same as loading a specific tokenizer model." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig save/load custom token IDs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both are model/runtime issues, but SDPA compile failure and dtype mismatch are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but Qwen3OmniMoe processing and Qwen3.5 chat-template token/feature alignment are different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window MoE behavior and trust_remote_code config field loss are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel init failure is unrelated to fbank feature extraction." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model loading semantics, but base_model_prefix regression and from_pretrained-in-classes inconsistency are different issues." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable collision in forward() is unrelated to StaticCache seq-length tensor arithmetic." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to DAC from_latents/STE behavior." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and est-roberta tokenizer loading are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type bug is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but missing fields from trust_remote_code and strict granite_speech config validation are different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "fbank feature extraction and TOKENIZER_MAPPING_NAMES model-addition failure are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output differences are not the same failure." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer counting are different architecture/config bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both hit _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute error; different triggers and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA and DAC latent reconstruction are unrelated model bugs." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example issues and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction errors are different bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2Conformer AutoTokenizer load failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video processing and Gemma3n audio_mel_mask collision are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 19, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846" + ], + "soft_pairs": [ + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43644|issue:43749", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:28218|issue:29159", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "008c7532b4c83256d6f3bcb9e0d6f452e78b49e81d7c88cc58262c680d3d6b5d", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35591, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous regression reports rather than one tight duplicate cluster. The only strong duplicate-looking pair is the tokenizer spacing issue vs the broader slow/fast tokenizer inconsistency report; the rest are related only at a high level (tokenization, dtype, loading, video inputs, etc.) and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:29159 is the broader tokenizer-regression report and best matches the narrower added-token spacing symptom from issue:28218.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the best dedupe anchor here because it is broad enough to subsume the accepted tokenizer duplicate and is more representative than the narrower symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Both are input/edge-case errors, but one is Whisper empty transcription handling and the other is Kosmos2.5 long OCR indexing; different bug paths." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR messaging is unrelated to the single-label-classification zero-loss bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different loading regressions: non-persistent buffer initialization vs broken FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Completely different models and failures: Llava Next loading segfault vs MPS histogram/int type error." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention mismatches, but one is CPU offload device placement and the other is bfloat16 dtype mismatch in different model paths." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are separate code paths." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens behavior are different tokenizer/processor bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype loading and Video-LLaVA temporal-attention/weight-sharing issues do not describe the same defect." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are video/OCR-related regressions, but they affect different models and failure modes." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering on tuple labels and Mamba2Mixer use_cache correctness are unrelated bugs." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline translation error messaging and SigLIP2 nonsensical outputs are not the same underlying issue." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "The removed is_torch_fx_available symbol is a specific breakage; the other is a broader remote_code regression without enough evidence of the same root cause." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for one model and pipeline import failure due to kernels metadata are separate problems." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template feature/token mismatch is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor dtype mismatch and Gemma3n audio_mel_mask variable collision are distinct model bugs." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "A Qwen3-VL weight-shape load error is not the same as missing linear_attn entries in a TP plan." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch and trainer.evaluate() failing after train() are too generic to treat as the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video input, but Qwen3OmniMoe video processing and Qwen2.5-VL vision_position_ids are different regressions." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch is unrelated to the dtype mismatch issue." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Broken FSDP CPU RAM-efficient loading and init_empty_weights TypeError are separate model-loading failures." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "These describe the same tokenizer inconsistency: added tokens getting extra spacing fits the broader slow-vs-fast tokenizer behavior difference." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatches in other models." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message bug, the other is outdated docs; they are related to v5 pipeline removal but not the same defect." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and from_pretrained-in-class inconsistency are different initialization scenarios." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression and a general tokenization-version change are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "dtype propagation on Blip2 loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:28218 and issue:29159, is plausibly supported by the titles and the broader/narrower framing. The other pair verdicts appropriately avoid overclaiming cross-issue duplication and mostly explain why the symptoms or models differ." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 20, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:34634|issue:36331", + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:46697|issue:46728", + "issue:45003|issue:46285", + "issue:43782|issue:45325", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:45081|issue:45406", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:36010|issue:43645", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43819|issue:43927", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "0e090d9b94e78b0fdc117d8034608c6c7d3358fc88accf4b02ebb4e88f618c2b", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformer bugs/regressions rather than true duplicates. The proposed soft edges are largely broad-subsystem or same-family similarities, but not the same concrete code-path problem.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate emerges from this heterogeneous set; issue:45020 is the broadest umbrella regression and the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the widest user impact and the strongest umbrella framing among the items, so it is the least bad representative of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and failures: Bark voice preset handling vs Trainer compute_loss signature mismatch." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue vs Mistral tokenizer regex crash; no shared code-path." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both Gemma4-related, but one is a huge vision patch-embedder memory issue and the other is quantized embedder dtype casting; different bugs." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both involve image sizing/padding, but they affect different models and different logic paths." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to CLIP text-model structure inconsistency." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/VL bugs: weight_only loading vs rope-index scaling." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration vs MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch are different bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs CUDA AMP loss crash; unrelated code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common/Gemma, but one is an import dependency break and the other is continue_final_message behavior." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer are different failures." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific model loading KeyError is not the same as the broad remote_code breakage." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure vs PIL backend torchvision dependency issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they affect different entry points and have different root causes." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under deepspeed is unrelated to multimodal token counting undefined-name bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT reduce_labels and RTDetr output divergence are separate vision-model issues." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related and Qwen-family, but they describe different models and different warning mechanisms." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error and custom-model Jupyter init breakage are different regressions." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError from transformers.generation is unrelated to Trainer compute_loss argument changes." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-branch helpers and stale auto_mappings config references are different CI/runtime failures." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max-length default are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward-vs-from_latents mismatch and DiaConfig save/load token-ID loss are unrelated audio-model problems." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 empty-index error during training and train/evaluate lifecycle breakage are different trainer bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Torch backend install omission is unrelated to kernels version/revision import failure." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 21, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:45459|issue:45803", + "issue:34567|issue:40990", + "issue:46421|issue:46424", + "issue:44291|issue:45042", + "issue:43749|issue:44756", + "issue:43650|issue:43906", + "issue:29159|issue:34567", + "issue:42915|issue:44821", + "issue:43606|issue:45859", + "issue:43540|issue:46701", + "issue:43454|issue:43577", + "issue:28282|issue:29870", + "issue:43927|issue:44912", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "21df2914e55aef8f08d34cd602e20848c1513a32ff147a82c1578948833421c6", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35443, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad vocabulary (tokenizer, loading, OOM, video, cache, etc.) but not the same underlying bug or fix path. I would reject all soft-edge duplicates and treat this as a set of unrelated issues rather than one duplicate cluster. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items span many unrelated subsystems and the soft similarities are only topical, not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue for deduping: none of the issues clearly represents the same underlying bug as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Both involve processors/tokenization, but one is a PEFT/local-checkpoint loading problem and the other is Whisper batch_decode behavior; different code paths." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failures: GLM-4.7 test loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config/model loading, but one is missing fields from trust_remote_code AutoConfig and the other is incorrect text_config unwrapping in composite multimodal configs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation/example issues vs GPT-oss MXFP4 quantization fallback; unrelated bugs." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading vs OmDet-Turbo image size mismatch; not the same problem." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the OmDet processor/model resolution mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE conversion/loading with accelerate+deepspeed is unrelated to a GPT-oss CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both involve audio processors, but one is apply_chat_template sampling-rate handling and the other is Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the root causes and code paths differ: int4 quantization memory reservation vs Sam3Video inference memory usage." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen loading failures: missing MoE weight conversion with accelerate+deepspeed vs weight-shape mismatch for Qwen3-VL." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is undefined variables in multimodal token counting and the other is incorrect batched processor output shape." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The latter is a broader video-input regression across models, while the former is a specific undefined-variable bug in token counting; not the same fix." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are unrelated loading issues." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern exception handling, but they are different modules and different bugs; not mergeable into one fix." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting bug and GPT-oss perplexity issue do not describe the same underlying defect." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length handling for quantized cache only." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and PIL-image-processor torchvision dependency are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/loading, but one is FSDP CPU RAM-efficient loading and the other is mmap on Strix Halo causing OOM; different scenarios." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder/irrelevant issue title versus an isolated reproduction of a specific upstream issue; no duplicate relationship." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different code paths; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal/video generation issues, but they involve different models, APIs, and failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are separate model-initialization bugs." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing ImportError and Bart generate decoder_attention_mask unbound variable are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token IDs issue is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different failure mechanisms; too broad to treat as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 22, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:43525|issue:46291", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:33357|issue:34567", + "issue:43425|issue:46291", + "issue:43697|issue:45357", + "issue:44857|issue:46832", + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:45538|issue:46869", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:43577|issue:46512", + "issue:24643|issue:29159", + "issue:44849|issue:45701", + "issue:27957|issue:28282", + "issue:44987|issue:45907", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "6a1529f248422c8f80976ec0ac992358ee678a36a7d6381729e886e750fff09b", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35978, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues. The only soft-edge pair that looks like the same underlying bug is the Qwen2.5-VL video-input regression pair (44479/45381).", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the broader, more general report of the Qwen video-input regression across several models; it better represents the shared bug than the narrower follow-up symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best single issue to keep as the representative ticket for the accepted Qwen video regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Different subsystems and failure modes: Llama4 config/pad token vs kernels revision/version requirements." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: a model-specific tokenizer load failure vs an unrelated CLIPTokenizer max-length issue." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading failures, but they concern different causes and code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated: MacOS bus error during CLIP loading vs trainer state token-count tracking." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility and kernels revision/version errors are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different problems: RT-DETR output mismatch vs save_pretrained key regression." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both involve detection models, but the concrete bugs are different code paths and not the same fix." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weight tying, but they affect different models and different symptoms; not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Install/backend packaging issue vs missing model class import; unrelated." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIP tokenizer max-length bug is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "A missing PyTorch dependency error is unrelated to a LayoutLMv3 validation-message clarity issue." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 failure and CLIP tokenizer max-length are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is video-input parsing and the other is long-context FA2 performance; different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Likely tokenizer-loading related, but not enough evidence they are the same concrete bug or fix." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different model-loading failures with different triggers and code paths." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle bug vs TimesFM window_size attribute error; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different training/loading issues and different models; only broad ML-framework context overlaps." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading failure and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is a model-component loading issue and the other is a stale config dtype issue; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training runtime error vs tokenizer inconsistency; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different issues: Qwen3.5 hidden-states behavior vs version-dependent tokenization changes." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 behavior for XLM-Roberta is unrelated to missing PyTorch detection." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Specific tokenizer load failure vs list_repo_files not forwarding revision; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen issues, but one is auto device-map CUDA assertion and the other is video-input processing; different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both concern video inputs, but the model families and reported failures differ enough that they do not look like one concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression in transformers 5.3.0; 45381 is a narrower symptom of the broader 44479 report." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend install issue vs a specific model-loading failure; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related video-input theme, but different model families and not clearly the same concrete failure path." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and custom compute_loss signature changes are different trainer API issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The representative issue choice for 44479 over 45381 is justified by the titles, and the soft-edge verdicts consistently avoid overclaiming identity where only broad thematic overlap exists. The only accepted pair (44479/45381) is the one that clearly looks like the same Qwen2.5-VL video-input regression." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 23, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45405", + "issue:45488", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:43257|issue:43756", + "issue:44291|issue:44821", + "issue:43582|issue:46821", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43531|issue:44821", + "issue:45672|issue:45674", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:46463|issue:46899" + ], + "prepared_review_unit_hash": "367fa94095b036268d808abb6a818db77d2cca9d97e50850d638eb2dc40f4921", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated, model-specific bugs and regressions rather than one duplicate cluster. I found no soft-edge pair that looks like the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 has the strongest discussion/inbound signal and a broad, user-visible regression, but the set overall does not share one underlying root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 zero probabilities vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer regressions, but in different code paths and families: mDeBERTa special-token handling vs LlamaTokenizer overriding tokenizer.json pre-tokenizer behavior." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal issues: a failed Janus generation test vs loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated tokenizer bugs: AddedToken special-argument collision vs Mistral regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both involve Qwen/SmolLM model internals, but the bugs differ: MoE weight conversion under accelerate+deepspeed vs dropped RoPE layers in Smollm3." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different areas entirely: init_empty_weights handling vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Different runtime errors in different subsystems: Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary-related internals, but they are distinct model-specific defects: Smollm3 RoPE layer count vs Qwen3.5 kernel registration." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures with different causes: MobileLLM key error vs missing Float8 storage type." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE logic, but one is Smollm3 layer dropping while the other is Qwen2.5-VL still-image temporal scaling." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal regressions: dtype mismatch in Mistral-3 preprocessing vs DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BOS/EOS special-token addition and the other is CodeLlama leading-space round-trip behavior." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-mismatch reports, but they involve different models and different parts of the inference stack." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Completely different issues: dependency version bump vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug is unrelated to T5 decoder-input validation error messaging." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both affect 4-bit inference, but one is a uint8/torch.finfo bug in Gemma4 audio modules and the other is a BitsAndBytes skip-modules exclusion bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map auto placement issue is unrelated to the T5 decoder input validation error." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "The reproduction of issue 38071 is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Different errors and subsystems: DeepSpeed training weight shape RuntimeError vs Bart generate() unbound local decoder_attention_mask." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the broken Nemotron example report." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading problems: gguf_file compatibility vs loading cjvt/sleng-bert." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Different Qwen3OmniMoe video-input validation bug vs a FA2 long-context generation performance regression." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states rebuild bug is unrelated to Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different RTDetrV2 output-difference regression vs VideoPrism hidden_states field mix-up." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug is unrelated to the flash_attention s_aux=None AttributeError." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder input validation messaging is unrelated to Gemma4 4-bit multimodal dtype cast failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 24, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000" + ], + "soft_pairs": [ + "issue:45357|issue:45920", + "issue:28282|issue:32090", + "issue:44913|issue:46121", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:44466|issue:45005", + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:44493|issue:46050", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:43761|issue:46829", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:46832|issue:46932", + "issue:43525|issue:46701", + "issue:43531|issue:43742", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "c39b13555f605ca427165bb411c3fb8f6ea1ed4badbc2a7cbf542cdd2fe72873", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35140, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports spanning tokenizers, configs, generation outputs, training, and model-specific regressions. The soft pairs mostly share broad subsystem vocabulary but do not look like the same concrete bug or fix path.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45920 is the broadest umbrella-style report in the set: a v5 AutoTokenizer regression affecting multiple model families with a clear, repeated symptom and high likelihood of attracting related duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative candidate because it is broad, well-scoped, and impacts several models rather than a single narrow edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both concern v5 serialization/tokenization regressions, but one is a Qwen3.5 save_pretrained visual-key issue and the other is wrong token IDs across many models; different code paths and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Completely different failures: missing PyTorch import for AutoModel vs a Trainer GPU broadcast TypeError." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope/config handling, but one is a config field reverting on reload and the other is a TypeError in JSON-loaded list validation; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different layers and symptoms: BeitImageProcessorFast label reduction vs sequence-classification loss degeneracy across models." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and failure modes: RTDetrV2 output drift vs Qwen3.5 checkpoint save_pretrained key corruption." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but one is generic trust_remote_code AutoConfig loading and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict serialization." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related theme around tied weights, but the first is device-dependent lm_head serialization while the second is a broader translation-model tied-weights regression; not clearly the same concrete bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated problems: BitNet packed-weight loading vs Perceiver non-default resolution interpolation." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different issues entirely: Gemma 4 text-only mm_token_type_ids defaulting vs a T5 decoder-input error-message bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id unexpected keys and sinq quantized model reload/save corruption are separate serialization problems." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different workflows and root causes: DeepSpeed ZeRO-3 loading failure vs trainer.evaluate() after train()." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are AutoTokenizer.from_pretrained failures, but one is gguf_file support and the other is an offline-mode regression in _patch_mistral_regex." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both involve hidden_states outputs, but one is CLIPVisionModel returning None and the other is VideoPrism misplacing last_hidden_state in an output object." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems: MoE auxiliary-loss normalization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading issues, but they affect different tokenizer implementations and different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "One is unexpected zero probabilities in a SigLIP2 model; the other is a regression in processor.tokenizer access and image passing to tokenizer." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs: BigBird special-token registration vs MLuke task-time AttributeError." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different components and symptoms: DAC latent decoding mismatch vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model regressions, but one is SigLIP2 inference quality and the other is Perceiver resizing/interpolation failure." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different import/dependency problems: mistral_common ReasoningEffort import vs torch.distributed dependency issues on Windows/ROCm." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are RT-DETR loss crashes, but the reported failure modes differ: AMP/CUDA crash vs infeasible cost matrix." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "Different model families and fixes: RT-DETR backbone-feature-level mismatch vs Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated model/component failures: Llama4Config pad_token_id access vs DiffusionGemma image-text-to-text pipeline." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs MobileLLM-125M loading key error." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is Kimi-K2.5 codec and warning behavior; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 25, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:47013" + ], + "soft_pairs": [ + "issue:45542|issue:46178", + "issue:29159|issue:33357", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43688|issue:45704", + "issue:43452|issue:43577", + "issue:44843|issue:44991", + "issue:43761|issue:47013", + "issue:43688|issue:45701", + "issue:42898|issue:46491", + "issue:43756|issue:46402", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:44821|issue:46821", + "issue:33666|issue:36010", + "issue:43550|issue:44361", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:32090|issue:33666", + "issue:44977|issue:46693", + "issue:44734|issue:46612", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "be9ab29b26230f6d902528125ea0546a1d3b3946323a85091c1735135ab07af1", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36541, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers bug reports: tokenizer regressions, multimodal model-loading issues, distributed-training failures, generation/cache bugs, and a few config/serialization problems. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45701 is the broadest tokenizer-regression report in the set and the best representative for the tokenizer-related subset, though the overall cluster is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most representative issue overall: broad user-facing tokenizer behavior change, multiple inbound references, and it anchors the only semi-coherent theme in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard/TensorFlow backend setup vs a backend-mapping error for tensorflow_text; different failure paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs a MacOS bus error in CLIP model loading; unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but one is BigBird mask-token decode behavior and the other is mdeberta special-token insertion; different tokenizers and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage vs FSDP CPU RAM efficient loading; not the same code path." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary loss normalization vs a T5 RMSNorm memory leak; different subsystems." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading failure vs BLIP2 dtype propagation; different model-loading problems." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub call in tokenizer patch vs tokenizer load failure for est-roberta; different root causes." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVision hidden_states regression vs xLSTM train-mode unpacking crash; unrelated models and mechanics." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary loss normalization vs a broad tokenization-regression report; unrelated defects." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "v5 cleanup-space behavior change vs CodeLlama leading-space round-trip regression; both tokenizer-related but not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs Sam3 text-encoder weights not loading; unrelated model issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward vs Qwen3.5 recurrent-state reset when seq_len>1; different generation paths." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration vs DiaConfig save/load token-ID loss; tokenizer behavior vs config persistence." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different config/input bugs." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 mixed-length NaNs in embeddings vs NaNs in classification heads after checkout/init; both NaN reports but different layers and causes." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A question about shard size vs AutoProcessor kwargs not reaching cached_file; unrelated." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training vs GenerationMixin import error; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs MLukeTokenizer task AttributeError; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head.weight serialization inconsistency vs sinq quantized save/load breakage; different serialization bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization vs DeepseekV3MoE divergence from remote implementation; unrelated model behavior." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training; both distributed-related but not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention generation correctness bug vs FA2 long-context performance regression; correctness vs performance and different symptoms." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Serve KV-cache continuation indexing crash vs beam-search cache reorder being skipped for several models; both cache-related but distinct failures." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Qwen3.5 flash-attention generation bug; different regressions." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert vs chunked generation inconsistency; unrelated code paths." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field load bug vs Bamba compile/SDPA bug; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field load bug vs BitNet packed-weight loading bug; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation issue vs an MPS attention correctness issue; different models and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 26, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46710", + "issue:46846" + ], + "soft_pairs": [ + "issue:43782|issue:46693", + "issue:43611|issue:46846", + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43643|issue:44561", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:39692|issue:43493", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:44554|issue:46365", + "issue:43525|issue:43572", + "issue:44977|issue:46209", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44568|issue:46489", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:33357|issue:33666" + ], + "prepared_review_unit_hash": "1840da1831d362ebfab24cb28cef39cc99264627f7c8faeaafd3d3e61e8d3bb4", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36860, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are superficial similarity matches across unrelated Transformers regressions. Only one clear duplicate pair appears: the apply_chat_template crash with assistant tool-call messages and no content.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44514 is the broader, earlier report of the apply_chat_template crash; it captures the core bug that also appears in 45290, which is just a narrower repro variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue to anchor this duplicate pair because it states the underlying failure mode most generally and is the clearest target for consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Different bugs: Qwen3VL from_pretrained weight_only error vs FA2 long-context performance regression." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both concern model loading/TP plans, but one is base_model_prefix loading and the other is missing linear_attn TP entries; distinct code paths." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Unrelated training/eval dtype mismatch vs auxiliary-loss normalization bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different issues: Qwen2-VL multi-GPU training vs Trainer custom compute_loss signature breakage." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs multimodal processor.tokenizer regression; not the same defect." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug in BitNet vs DiaConfig token-id persistence issue." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code/v5 changes, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch vs custom token IDs lost on save/load; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy preset-loading failure in BEiT vs processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc-example problems vs SigLIP2 implementation discrepancy with JAX; different underlying issues." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": true, + "reason": "Same crash: apply_chat_template fails on assistant messages with tool calls and no content; tokenize=True is just a narrower reproducer." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure vs a version pin / release availability issue for peft." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 numerical discrepancy vs pipeline translation-task error message; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug vs MLukeTokenizer AttributeError; different subsystems." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue vs Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config token-id attribute problems, but they affect different models and fields (pad_token_id vs pad_token_idx) with different failure modes." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs FP8 B200 inference failure; not the same root cause." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation issue vs Whisper empty-transcription failure after special-token alignment." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "General gguf_file loading breakage vs a specific model load failure; too little evidence they share one code-path." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch with auto device_map vs quantized model save/load corruption; different bugs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space bug vs MacOS bus error in a CLIP model; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs vs return_tensors being ignored with text_kwargs; not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling bug vs Qwen3.5 flash-attention generation issue; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc-example errors in SigLIP2 vs processor.tokenizer/images regression in custom multimodal code; different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs gradient explosion with HfDeepSpeedConfig + ZeRO-3; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch vs gradient blow-up under ZeRO-3; different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions affecting different models; not one concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage vs lm_head.weight serialization inconsistency; different code paths." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 vs DeepSeek accuracy regression after upgrade; not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Bus error on CLIP model vs Qwen2-VL multi-GPU training request; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only accepted duplicate pair is indeed the apply_chat_template crash between 44514 and 45290, and the other soft-edge pairs are rejected conservatively with issue-specific reasons. No overstatement of evidence stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 27, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:44488|issue:44843", + "issue:44849|issue:46209", + "issue:44568|issue:45812", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:43824|issue:44589", + "issue:44849|issue:45357", + "issue:46821|issue:46832", + "issue:43257|issue:43299", + "issue:43504|issue:43606", + "issue:45245|issue:46710", + "issue:43334|issue:45759", + "issue:44493|issue:46285", + "issue:43334|issue:43572", + "issue:46399|issue:46846", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:45229|issue:45823", + "issue:45200|issue:45229" + ], + "prepared_review_unit_hash": "7ebbe6ddc886cd0ae6c288fb1a63b0d60f3d51997c7ceb32ce1bde34a7dd2b61", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated model-loading, tokenizer, config, and device/offload regressions. None of the soft-pair candidates look like true duplicates; they mostly share broad Transformer-version or Qwen/Gemma adjacency rather than the same concrete bug.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43824 is the clearest representative standalone bug: a high-discussion, user-visible loading/import regression with multiple references, and it fits the general dev-regression theme better than the more model-specific entries.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has the strongest signal for a canonical issue in this cluster: broad impact, clear failure mode, and stronger discussion/reference activity than most others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Different failures: model loading for cjvt/sleng-bert vs offline-mode break from unconditional model_info() lookup." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Same family name, but different bugs: hidden-states output issue vs FP8 inference failure on B200." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the unreleased PEFT version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both involve config/tokenizer behavior, but one is custom token IDs on save/load and the other is an AttributeError in MLukeTokenizer tasks." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 TP OOM is unrelated to the PEFT release-version issue." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing model class is a different problem from Float8 storage lookup failure." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but forward-output bug and save_pretrained key corruption are different code paths." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different models and different runtime errors: TimesFM window_size AttributeError vs RT-DETR feature-level TypeError." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MOE loading, but one is weight conversion with accelerate+deepspeed and the other is a Qwen3VL dev-version load regression." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading and bark-small CPU offload device mismatch are unrelated bugs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count overflow and accuracy regression after upgrade are different symptoms and likely different causes." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key position-id failures are not the same as the CLIPTextModel structural inconsistency." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after version updates, but they affect different models and different attributes." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 kernel registration error is unrelated to the TP-plan linear_attn OOM/shape issue." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different backend availability failures: Float8 storage lookup vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx loss is unrelated to the unexpected _is_hf_initialized argument in init_empty_weights." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "The CI test failure is not the same underlying bug as the real CPU offload device mismatch." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "dtype mismatches in bfloat16 inference are unrelated to RT-DETR backbone feature-level mismatch." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are different issues." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache behavior, but chunked-generation inconsistency is not the same bug as max_cache_length only applying to quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline failure are separate model-specific issues." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and save/load breakage after sinq quantization are different bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth is unrelated to the Phi-4 multimodal loading failure." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different failures with different causes." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 and multi-GPU related, but one is CUDA OOM and the other is a forward device-mismatch bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and multi-GPU CUDA OOM are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 28, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:44869|issue:46752", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:29942|issue:30333", + "issue:44977|issue:46701", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:44423|issue:44734", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43572|issue:46821", + "issue:43295|issue:44610", + "issue:45200|issue:45823", + "issue:43550|issue:43844" + ], + "prepared_review_unit_hash": "e73a609c007369e590e57d679ab0cc27652e80d2f16b303626b63d207b0365c0", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36143, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: the soft pairs span unrelated tokenizer, serving, attention, model-loading, and training issues. None of the candidate pairs looks like the same underlying bug/change, so there is no clear canonical issue for the whole set.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits: the candidates are scattered across unrelated bugs, so this cluster does not collapse to one duplicate topic.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong global representative because the set is not a coherent duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Different crash sites and behaviors: word timestamp decoding vs empty chat-template input handling." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention AttributeError on sink-less models is unrelated to quantization save/load breakage." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to a CUDA out-of-memory failure." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer broadcasting NoneType values." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Failing Flash Attention 2 tests and MLflow reporting on failed jobs are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are different code paths." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing behavior is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error is unrelated to the Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero-probabilities are unrelated model issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version-check bug are different problems." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A800 auto device-map cuda assert is unrelated to an accuracy regression after version upgrade." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and checkpoint key mismatch are distinct failures." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are different serve paths." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to JSON-list rope parameter validation." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the DeepSeek accuracy regression." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention utility import failure and meta-device model-loading breakage are separate issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to video processor batch-shape handling." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches are not the same as Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless-model crash and composite-config text_config unwrapping are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing ValueError is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to offloading behavior with quantization." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crash and return_tensors being ignored are separate tokenizer issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device mismatch is unrelated to return_tensors handling." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are different config bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing default mm_token_type_ids and PLE device mismatch affect different Gemma 4 paths." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and ZeRO-3 gradient inflation are unrelated training/runtime bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 29, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44737", + "issue:44849", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:29870|issue:29942", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:44466|issue:45127", + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:44737|issue:46894", + "issue:43278|issue:43856", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43653|issue:44112", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44442|issue:45198" + ], + "prepared_review_unit_hash": "586425a6babb803e6da27e511048ae77dd3ee353be1b75b1ce5294558fb4ea45", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35358, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair looks like a true duplicate: the Gemma4 4-bit multimodal embedder dtype-cast regression. The rest are unrelated failures that happen to share broad subsystems (tokenizers, chat templates, imports, model loading) but do not describe the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "Use issue 46899 as the canonical issue: it is the clearest original report of the Gemma4 4-bit quantization failure in multimodal embedders, while 46932 is the same bug framed as a fix/duplication reference.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46899 is the best representative because it describes the concrete failing behavior directly and matches 46932\u2019s same dtype-casting bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Different failures: Bart generate() decoder_attention_mask bug vs Flash Attention 2 test regressions." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated problems: batched video processor output shape vs Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend issues, but they target different modules and errors; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Different regressions: missing pad_token_idx in StableLmConfig vs loading a specific model family." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Path-with-slash import warning is unrelated to the SigLIP2 implementation discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Doc/example errors for SigLIP2 are not the same as return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Different issues: MPS attention correctness vs Kimi tokenizer regression." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Separate generation bugs affecting different behaviors and model families." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom processor/tokenizer regression is not the same as the SigLIP2 JAX-vs-HF discrepancy." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks and the other is a crash on tool-call messages; different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights/lm_head, but one is serialization inconsistency and the other is LoRA merge collapse." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: Qwen2.5-VL video position IDs vs FP8 inference on B200." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to post_init reinitializing resized embeddings." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU arange device bug in XLNet is unrelated to CohereASR training-loss shifting." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype mismatch in evaluation is unrelated to MoE training memory inefficiency." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing class is not the same as incorrect detokenization behavior." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to a GraniteSpeech CI test failure." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is a different regression from CLIP text-model structure changes." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failures are unrelated to stale config dtype after from_config." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape are different processor bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs and load paths; not clearly the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting is a different issue from quantized audio/vision embedder dtype casting." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Different Gemma4 regressions: missing mm_token_type_ids defaults vs quantized embedder dtype casting." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2Conformer is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 multimodal quantization bug: both describe unsafe dtype casting in audio/vision embedders causing broken processing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 30, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:44898|issue:45412", + "issue:44479|issue:46192", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:45759|issue:46285", + "issue:46512|issue:46821", + "issue:44857|issue:45593", + "issue:44206|issue:45584", + "issue:43606|issue:45083", + "issue:46424|issue:46858", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:28282|issue:33357", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:43611|issue:44466", + "issue:45520|issue:46170", + "issue:43335|issue:43504", + "issue:44855|issue:45083" + ], + "prepared_review_unit_hash": "8050397099be16ef9dbe67fb73176f3eb6e590ebd7e191ff668caa629d3a93a8", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35913, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs share only broad subsystem similarity (models, processors, cache, docs, import_utils) but not the same concrete bug. None of the candidate pairs should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a strong canonical for this cluster; the items span unrelated regressions and API/doc mismatches, and none of the soft pairs are the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is particularly representative of the whole set; the cluster is too mixed to justify a global best duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different bugs: Janus image generation test failure vs a stale paging warning for num_return_sequences." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different code paths: Perceiver resolution/interpolation failure vs RT-DETR memory release behavior." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated regressions: video-input handling in Qwen VL models vs return_tensors being ignored in text_kwargs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal inputs, but the concrete bugs differ: Gemma mm_token_type_ids defaults vs Qwen2.5-VL rope position scaling." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and GraniteSpeech stale device-override CI failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU-related, but one is a Qwen3 auto device-mapping assert and the other is FP8 inference failure on B200." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failures: SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both touch import_utils, but they concern different missing helpers and different affected models." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues around pipelines, but one is about removed pipeline() references and the other about return_all_scores behavior." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different failures in detection models: processor image-size mismatch vs float16 AMP crash in the loss." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC from_latents mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but one is gather_for_metrics dropping tuple labels and the other is BeitImageProcessorFast reduce_labels output." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model-structure regressions: Qwen multimodal text_config unwrap vs CLIP text model class structure change." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config.dtype after from_config(dtype=...) is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different object-detection bugs: AMP crash in LwDetrImageLoss vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated issues: LasrFeatureExtractor center-arg crash vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is about max_cache_length semantics and the other about get_seq_length returning a device tensor." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different models and symptoms: SIGLIP zero probabilities vs RT-DETR memory leak." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention torch compatibility, but one is a missing import in flash_attention_utils and the other is a broad Torch 2.10 incompatibility report." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError due to missing PyTorch and a MacOS bus error with a community CLIP model are different problems." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is not the same as the GraniteSpeech stale device override test." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is lm_head.weight serialization inconsistency." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different import/runtime issues: missing flash_attn key on Python 3.13 vs Windows ROCm torch.distributed dependency problems." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model bugs: SwitchTransformers sparse-layer creation vs Beit semantic-segmentation legacy-field loading failure." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "DebertaV2 Python 3.13 import parsing error is unrelated to qwen3_omni_moe feature-length helper behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 31, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43526", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:44448|issue:44743", + "issue:43278|issue:43825", + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:44514|issue:44521", + "issue:45290|issue:46326", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43720|issue:44112", + "issue:43819|issue:44493", + "issue:46431|issue:46566", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:28218|issue:32090", + "issue:39692|issue:44493", + "issue:26413|issue:31501", + "issue:45459|issue:46234", + "issue:45127|issue:45245", + "issue:44617|issue:46697", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:44857|issue:45072" + ], + "prepared_review_unit_hash": "9c723c71280ec24d5c777c97e1cf65a97617988ee5c37f5ec5fb5b075b6b5d15", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36542, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "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 with only one clear duplicate pair: the two identical Qwen3.5 MoE `from_pretrained` regression reports. The rest differ by model, component, or failure mode enough to keep separate.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45310 is the better canonical report: it is the earlier and more established report of the same `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` failure, with the duplicate later issue 45478 matching it closely.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest representative of the only true duplicate pair in this set; it has the same concrete failure, earlier timestamp, and enough context to serve as the primary tracker.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: Pegasus output drift vs Qwen recurrent-state reset; no shared concrete code-path." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Unrelated symptoms: embedding dtype change in eval vs a pipeline error message for unsupported translation tasks." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols in different modules." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model families and code paths: SwitchTransformers sparse-layer construction vs qwen3_omni_moe feature length helper." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one crashes on batched padding=False input while the other produces zero assistant masks; not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one is a tool-call/content crash and the other is a `mistral_common` final-message handling bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Config construction bug vs stale CI test failure; different artifacts and failure modes." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer initialization and missing auxiliary losses are unrelated model behaviors." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs Trainer `_gpu_broadcast_one` NoneType crash are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different offload/device issues in different modules; one is flash-attention auxiliary state, the other is Qwen rotary embedding CPU offload." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning vs a specific GLM-4.7-Flash loading failure in tests; not the same underlying bug." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression vs embedding reinitialization after resizing; distinct code paths." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight handling during accelerate loading vs a stale GraniteSpeech device-override test failure." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction mismatch and unexpected position-id keys are different model issues." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template error vs DiffusionGemma staying on meta device; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors vs BEiT fast processor label reduction bug; different scopes." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch vs CUDA float16 loss crash; not the same failure." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE `from_pretrained` regression on `transformers>=5.4.0`, with matching title and closely aligned report details." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and Deepseek tokenizer regression are separate model behaviors." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug vs Trainer broadcast NoneType crash are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example failures and position-id key warnings are different problems." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resumption failure and FineWeb training startup failure are not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking vs missing import utility symbol; different issues." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab vs category-count limit runtime error are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video vs Swin2SR over-padding; not a duplicate." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in a feature extractor vs Gemma4 PLE device mismatch; different code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "NoneType GPU broadcast error vs MacOS bus error loading a CLIP model; different failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but one crashes in loss computation under AMP while the other is a bfloat16 inference mismatch; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly duplicate pair is the identical Qwen3.5 MoE `from_pretrained` reports (45310/45478), and the remaining soft-edge rejections are appropriately conservative given the differing titles and failure modes. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 32, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44360", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44977", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858", + "issue:47000" + ], + "soft_pairs": [ + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44360|issue:44561", + "issue:45290|issue:45381", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:44855|issue:46399", + "issue:29870|issue:33290", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:44561|issue:44779", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:44568|issue:45491" + ], + "prepared_review_unit_hash": "90600116dffdf1e63ac0d2f7dd9c9f0f13fc0ab84aa4fa457e32815d2a9ea0a2", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36984, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a collection of mostly unrelated Transformers issues spanning tokenizers, generation, attention backends, training, and model loading. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates. The broadest representative issue is the v5 tokenizer regression affecting multiple models.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45920 is the most representative because it describes a broad v5 tokenizer regression with multiple affected models and broader ecosystem impact than the narrower single-model reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest overall representative: broad scope, multiple affected models, and clear regression framing make it the best summary of the cluster's dominant theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: local model path/import warning vs tensor-parallel OOM while loading a large Qwen model." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection/training bugs: missing auxiliary losses in D-FINE vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated areas: torch.compile/SDPA failure in Bamba vs a feature-length helper bug in qwen3_omni_moe." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs unexpected position-id keys across many models." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support issue for XLM-RoBERTa vs a model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures are not the same as tied-weights reinitialization during embedding resize." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Different runtime failures: BART generate() decoder mask bug vs Trainer broadcast of NoneType." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the multimodal token-count video-branch undefined variables." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation bug is unrelated to the v5 removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash vs Qwen2.5-VL video vision_position_ids bug are different code paths." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both tokenizer-related, but one is wrong token IDs across models while the other is return_tensors being ignored in a specific API shape." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failures: Pegasus v4/v5 output divergence vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBERT issue vs torch.jit GeneratorExp export failure are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 vs multi-GPU CUDA OOM for Gemma4 are not the same defect." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import/IndentationError from comment placement is unrelated to a missing-decorator registration crash in Qwen3.5." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Decoder attention mask assignment bug vs Adafactor/DeepSpeed OOM are different failure modes." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig custom token IDs lost on save/load is a different persistence bug than loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call crash is unrelated to incorrect padding in SmolVLM's video processor." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning failure is not the same as BeitImageProcessorFast reduce_labels returning one label." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype change is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash support import error is unrelated to missing TensorFlow in the torch-only pip extra." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are different bugs." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Spurious recompilation from cache lazy init is a different issue than get_seq_length() returning a device tensor and breaking arithmetic." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization offloading malfunction." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast of NoneType." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Missing is_torch_fx_available breaks trust_remote_code imports; DeepSeek tokenizer regression is a different tokenizer path." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility issue is unrelated to native DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5-related but concern different behaviors: Pegasus output divergence vs lm_head.weight serialization tied-weights inconsistency." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mDeBERTa BOS/EOS tokenization regression is unrelated to Gemma3 NaN embeddings from mixed-length batching." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 33, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:33357|issue:39692", + "issue:45588|issue:45823", + "issue:43381|issue:43701", + "issue:43278|issue:43575", + "issue:45198|issue:45803", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:42915|issue:42994", + "issue:45372|issue:45588", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43412|issue:45588", + "issue:45459|issue:45712", + "issue:43065|issue:43994", + "issue:45491|issue:46693", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43065|issue:45412", + "issue:45372|issue:45406", + "issue:43575|issue:43701", + "issue:45245|issue:45563", + "issue:42490|issue:43381", + "issue:29127|issue:35141" + ], + "prepared_review_unit_hash": "5c2ac897c41f9c30534974525fe6c10f0e598e8107e2989086261cf621606251", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37439, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not a duplicate cluster: they span unrelated bugs across tokenizers, vision, generation, training state, export, quantization, and infrastructure. All soft edges are best rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No obvious canonical duplicate: the set is a grab-bag of unrelated issues, so no single issue can safely represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the most active and concrete regression report, so it's the least-bad standalone anchor, but it still doesn't unify the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging vs TrainerState token counting are unrelated bugs in different subsystems." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 eos_token_id mismatch and Qwen3.5 flash-attention generation failure are different model-specific problems." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 doc/example issues are not the same underlying failure." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are distinct code-path bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation and resume_from_checkpoint key mismatch are unrelated training issues." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in evaluate and Qwen2 TP OOM are different problems." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except error handling are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both involve large-model inference, but Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are different failures." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and stale warning for num_return_sequences are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure do not share the same root cause." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base_model_prefix loading regression and rope-parameter JSON list TypeError are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART decoder_attention_mask bug and Llama 3.2 Vision loading break are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg crash and video input regression affect different preprocessing paths." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are different quantization bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import error and flash-attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-implementation parity issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer decode bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer problems." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure and flash-attention crash are different code paths." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf error masking in tokenizer conversion and leftover dummy PT classes are unrelated maintenance issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical outputs are unrelated vision-model bugs." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings and FA2 long-context performance regression are different correctness vs performance issues." + }, + { + "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:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Sam3PixelDecoder class cleanup and RT-DETR memory release are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure and Gemma4Processor missing _tokenizer in serve are different concrete bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2 TP OOM and resume_from_checkpoint key mismatch do not share a root cause." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale generate warning are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and eval-mode gradient checkpointing are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 clarity issue and post_init reinitializing resized embeddings are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 34, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44514", + "issue:44857", + "issue:45072", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:45440|issue:45593", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:45406|issue:46701", + "issue:43421|issue:45491", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:43824|issue:44279", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:44857|issue:45588", + "issue:43994|issue:46369", + "issue:43526|issue:44186", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:45588|issue:46821", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077" + ], + "prepared_review_unit_hash": "41fc2c701a6861dbd35d87471566a8dfe7af5b495051afd06b0e194d2d392ea3", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35341, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like the same underlying bug/change; the overlaps are mostly broad subsystem similarity (Flash Attention, Qwen, tokenizer, memory/OOM) rather than the same concrete failure mode.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the best standalone anchor here: it is open, detailed, and has the strongest discussion/inbound-reference signal, making it the most actionable representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest issue to keep as the global representative because it has the most community signal and the clearest actionable bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: DeepSeekV3MoE implementation divergence vs D-FINE auxiliary-loss behavior when denoising is off." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Both involve tokenizer/processor loading, but one is a mistral_common import breakage and the other hides protobuf-related tokenizer errors; not the same failure." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs SAM3-lite memory overflow." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Both touch Gemma-related paths, but one is a serve-time missing _tokenizer attribute and the other is an image-text-to-text pipeline output issue." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor syncing and Gemma3 NaN embeddings are unrelated code paths and failure modes." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type regression and ignoring tokenizer.json are different tokenizer-loading problems." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is a deletion/GC leak in RT-DETR and the other is an overflow in sam3-litetext." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is TP loading of a specific Qwen model and the other is an int4 quantization reserved-memory regression." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in bfloat16 inference are different issues." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and Whisper empty-transcription failure after token alignment are distinct bugs." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Beit label-reduction behavior and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "An ImportError for Qwen2_5_VLForConditionalGeneration is not the same as a generic dependency issue." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3MoE and weight-shape mismatch in Qwen3-VL are different model/config problems." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/DeepSpeed OOM are different bugs." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and a LayoutLMv3 error-message clarity issue do not match." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "float16 AMP crash in LwDetrImageLoss and s_aux=None AttributeError in flash_attention.py are different code paths." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 wrong outputs and SAM3-lite memory overflow are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer crash on NER/padding are different tokenizer/processor issues." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 90B Vision load breakage are unrelated failures." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL text config and a sliding_window issue in Qwen3-MoE are distinct." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "JSON-loaded list handling in rope validation and missing decorator registration for apply_rotary_pos_emb are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and TimesFM window_size AttributeError are different subsystems and errors." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "The titles are both generic FA2 reports, but there is no concrete evidence they describe the same bug or change." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading problems are different behaviors." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched apply_chat_template padding crash and wrong vision_position_ids in Qwen2.5-VL video input are different processor/model issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic Transformers 5.0 custom initialization breakage and patchtsmixer post_init policy are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 35, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:44062|issue:45907", + "issue:43873|issue:44871", + "issue:45325|issue:46697", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:44442|issue:45803", + "issue:43761|issue:44079", + "issue:43931|issue:45216", + "issue:46829|issue:46932", + "issue:43232|issue:43388" + ], + "prepared_review_unit_hash": "3c228f96f399f9793b2b1bd84fff5a5ffdb7aee84e25a79ae5d7e5c6dacb2dd2", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36162, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in generation, model/config loading, offloading, audio/vision processors, and docs. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If a canonical issue must be chosen, issue:43749 is the best anchor because it has the most discussion/inbound references and reflects a broad, high-impact loading regression. That said, the cluster overall does not form a single cohesive duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43749 is the broadest and most connected report in the set, making it the most suitable representative issue for the cluster, even though the surrounding items are mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and failure modes: CLIPVision hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "One is a flash-attention generation bug; the other is a category-count runtime limit. No shared code path." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in Qwen modular code vs Whisper batch_decode skipping params are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but one is chat template sampling-rate handling and the other is a feature-extractor arg crash." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver image-classification resizing/interpolation failure are distinct bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to Qwen recurrent-state caching." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3 implementation divergence are different code paths and symptoms." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug vs FastSpeech2 tokenizer loading failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow in extras install and a missing import_utils helper are separate packaging/import issues." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is not the same bug as Bart generate() using decoder_attention_mask before assignment." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen video-input regression are different model-specific issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift is unrelated to documentation still referencing removed pipeline() APIs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate configuration bugs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword conflict and list_repo_files revision forwarding touch completely different utilities." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are not the same defect." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR padding logic are unrelated image/video preprocessing issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload regression are different config-loading problems." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure and Qwen3-VL shape mismatch are distinct loading failures with different root causes." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "TorchScript parsing on Python 3.13 and DeepSpeed ZeRO3 deque underflow are unrelated runtime errors." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM failing to unwrap text_config for Qwen multimodal configs." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast and missing tensorflow_text backend mapping are separate backend/config issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config type error." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and FuyuBatchFeature's bare except swallowing errors are different code paths." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel and ModelOutput key assignment bug do not describe the same behavior." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained regression are separate model/version issues." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field mix-up and Gemma4 quantized embedder dtype casting are different problems." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwarg synchronization bug and gather_for_metrics tuple-label truncation are unrelated training/generation issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 36, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46506", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:43761|issue:44188", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:42907|issue:45698", + "issue:43550|issue:43701", + "issue:27957|issue:32090", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:46234|issue:46291", + "issue:44871|issue:45584", + "issue:44464|issue:46421", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:44242|issue:46894", + "issue:44610|issue:46369", + "issue:45803|issue:46170" + ], + "prepared_review_unit_hash": "68645e186463a694afcaf95b62201b63df3a76d6ff9f533dc1f36e72506e14fc", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35854, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broad and mostly heterogeneous: loading/config/import regressions, compile/runtime bugs, and a few multimodal model issues. I don\u2019t see any soft pair that clearly describes the same underlying bug or fix. Issue 45698 is the best anchor because it is the broadest custom-module loading regression and has the most discussion/inbound references among the set.", + "confidence": 0.19, + "canonical_issue_reason": "No clear duplicate stands out in this mixed cluster; issue 45698 is the most central/high-signal loading regression and the best representative anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 has the strongest combination of breadth and activity, and it sits closest to the recurring save/load/custom-module theme present in parts of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Both are regressions, but they hit different code paths: CLIPVision hidden states vs torch.compile attention branching." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are different failure modes with different triggers." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: a script execution failure vs tp load-time OOM on a specific model." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM under tensor-parallel loading is not the same bug as a key error while loading MobileLLM." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized model saving and the other is wrong custom module resolution after save_pretrained." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA behavior on Bamba is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention support for XLMRoberta and a Trainer broadcast TypeError are unrelated bugs." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch import errors are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different runtime issue from checkpoint key mismatches." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question and an onnx import error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5-related, but one is processor/tokenizer regression and the other is an incorrect pipeline error message." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer handling and eos_token_id config mismatch are different model-interface bugs." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Different import failures: missing utility symbol vs kernels dependency/version handling." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id configuration and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/cache behavior, but one is output inconsistency and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Different issues: PatchTSMixer post_init validation vs non-persistent buffers being filled with junk." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "These are separate model/config problems with different affected components and symptoms." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS token config mismatch is unrelated to quantized save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload regression are different config/loading issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading failures, but gguf handling and missing model_type in config have different root causes." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to the Trainer import problem with datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same general model family, but weight tying and FlashAttention failure are distinct concrete bugs." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collisions for trust_remote_code and max_cache_length being ignored are different cache-system bugs." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "MoE load-balancing loss omission and CohereASR training-loss double shift are unrelated training-loss issues." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor input-size mismatch and model memory overflow are not the same defect." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "A swallowed-exception bug and a Windows ROCm import dependency issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 37, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:44190", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46082", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46617", + "issue:46640", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:43650|issue:46202", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:43572|issue:46178", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43673|issue:44743", + "issue:43352|issue:46640", + "issue:43525|issue:43531", + "issue:41950|issue:43475", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44734|issue:45406", + "issue:45072|issue:46932", + "issue:45632|issue:46617", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:44855|issue:45588", + "issue:46082|issue:46697" + ], + "prepared_review_unit_hash": "9ca6689aa69e5e689c272e545337a7145fb20d11db62b8e13af145afbf2f7d73", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34395, + "estimated_input_tokens": 8599, + "estimated_eval_tokens": 17454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; the soft pairs show only superficial subsystem overlap, not the same underlying bug/change. No soft edge should be merged. If one issue must be chosen as a representative, #45698 is the strongest core-loading bug with the most discussion and inbound references, but it is not a true duplicate hub for the rest of the set.", + "confidence": 0.94, + "canonical_issue_reason": "#45698 has the strongest signal and broadest impact (core from_pretrained/save_pretrained loading path, highest discussion/inbound refs), so it is the best single representative if a canonical issue is required.", + "canonical_pr_reason": null, + "best_issue_reason": "#45698 is the most actionable and well-supported issue in the set; it is a concrete, high-impact bug with clear reproduction and broad user relevance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in a decoder and the other is CUDA OOM in video inference; different failures and code paths." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both mention video/Qwen models, but one is a processing ValueError and the other is a batched chat-template crash with padding=False; unrelated bugs." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No shared concrete bug: one is a placeholder/data issue, the other is a Gemma pipeline roundtrip tokenization problem." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Both touch backend/import utilities, but one is a TensorBoard-without-TF backend error and the other is a missing import_utils symbol; different defects." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "One is a BEiT legacy-field model preset load failure; the other is wrong custom module selection after save/load. Similar area, not same bug." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "These are unrelated configuration/backend issues: StableLm pad_token_idx after v5.0 vs a tensorflow_text backend mapping error." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Both involve generation on model families, but one is a Janus image test failure and the other is Qwen3.5 flash-attention behavior; not the same path." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image generation failure and Sam3LiteText auto_mapping CI breakage are different models and different root causes." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Both mention Gemma-family fine-tuning, but LoRA merge/collapse with extended vocab is unrelated to missing mm_token_type_ids defaults." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "One is gather_for_metrics truncating tuple labels; the other is auxiliary-loss normalization in MoE models. Different training bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both concern cache/state handling in generation, but one is missing cache in chunked prefill and the other is recurrent states resetting for seq_len>1; not the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is NemotronH unsupported-FA2 gating and the other is a generic FA2 issue with different context." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id missing and Qwen3-MoE sliding_window handling are unrelated configuration/model bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and SAM3 vision encoder missing attribute are separate issues in different pipelines." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is non-persistent buffers filled with junk in v5, the other is GPTNeoXConfig rotary_pct not persisting on reload; similar persistence theme only." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and model loading of microsoft/Phi-4-multimodal-instruct are different failures." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resize reinitialization and import warning from a trailing slash are entirely different code paths." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing and Gemma4Processor missing _tokenizer are unrelated runtime errors." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both involve dtype/quantization concerns, but one is CI inference mismatches and the other is Gemma4 embedder casting; not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both are trust_remote_code cache-loading issues, but one is leaf-directory cache collision and the other is a FileNotFoundError from cache loading; similar surface, different root cause." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decode crash and RT-DETR feature-level mismatch are completely unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-cardinality overflow and static-cache slice arithmetic on non-CUDA backends are different low-level failures." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing/torch.jit script issue is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different model/configuration bugs with no shared code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 38, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46655", + "issue:46752", + "issue:46897", + "issue:47013" + ], + "soft_pairs": [ + "issue:43827|issue:43994", + "issue:44617|issue:45584", + "issue:43673|issue:46421", + "issue:29870|issue:35141", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:44242|issue:46897", + "issue:25251|issue:27957", + "issue:45563|issue:45584", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:44617|issue:46369", + "issue:39692|issue:44190", + "issue:44464|issue:45563", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:43295|issue:45276", + "issue:44779|issue:46489", + "issue:44112|issue:45600", + "issue:45290|issue:46752" + ], + "prepared_review_unit_hash": "672de7239c903ebd8f0aec4d77159df44d664ae241fca48107252e69528b3ff1", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36223, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated bugs, regressions, docs issues, CI failures, and model-specific edge cases across many different code paths. None of the soft pairs looks like the same underlying bug or change, so there is no real duplicate cluster here.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue fits this cluster; the issues are mostly unrelated and span different models, processors, generation paths, and configuration behavior.", + "canonical_pr_reason": "No pull requests are present.", + "best_issue_reason": "No issue is a good representative duplicate target because the set is not a coherent duplicate group.", + "best_pr_reason": "No pull requests are present.", + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() after v5 removals is unrelated to SigLIP2 producing bad outputs via AutoModel/pipeline." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are different models and different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing GenerationMixin cache in v5.0.0 and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder_attention_mask initialization bug is unrelated to output embeddings being reinitialized after resize_token_embeddings." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch on load is not the same as the Qwen3-Next tied-weights warning involving dt_bias." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk filling in Transformers 5.0.0 is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss and Florence2 double-shift training loss are different bugs in different models/code paths." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting change and XLMRoberta Flash Attention 2 support are unrelated issues." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning about num_return_sequences is unrelated to Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A nonexistent import from image_utils has nothing to do with Qwen3.5 chat crashes." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and DebertaV2Model Python 3.13 import parsing are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "patchtsmixer post_init policy and granite_speech strict config loading are different configuration issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to the local dataset loading script bug." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids regression and Sam3-LiteText memory overflow are different model-specific problems." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and the 2^24 categories limit are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video-input regression and /v1/responses KV-cache continuation indexing are different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo's processor/model input-size mismatch." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "This repeats the earlier unrelated pair: SwitchTransformers config bug vs image-classification dataset loading." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sink-less model crash and xLSTM unpacking failure are unrelated implementation bugs." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but Sam3Video OOM and Sam3-LiteText overflow are different model paths and not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to the image-classification no-trainer local dataset loading issue." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is not the same as a stale warning in paged generate()." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to Qwen3.5 save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but Qwen2.5-VL vision_position_ids and SmolVLM padding calculation are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "processor.tokenizer regression and gemma4 resize_token_embeddings not updating embeddings are separate issues." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Deepseek tokenizer regression and the DeepSeek-Coder v1 gap in a prior fix are related at a high level but not clearly the same concrete bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech stale device-override CI failure is unrelated to removed Sam3LiteText configs in auto_mappings." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "apply_chat_template crashing on tool-call assistant messages is a different edge case from crashing on an empty list." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 39, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46697", + "issue:46858" + ], + "soft_pairs": [ + "issue:43540|issue:44734", + "issue:43526|issue:46697", + "issue:45276|issue:45584", + "issue:44521|issue:45381", + "issue:44737|issue:45803", + "issue:44462|issue:45907", + "issue:25251|issue:29870", + "issue:44938|issue:45542", + "issue:43673|issue:46858", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:45632|issue:46234", + "issue:44964|issue:45600", + "issue:42175|issue:44279", + "issue:27957|issue:35141", + "issue:44112|issue:44964", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:46082|issue:46121", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:43531|issue:45600", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43673|issue:46424" + ], + "prepared_review_unit_hash": "a32eb65351470af3dbe50ec3becbb22e84cd0cc3da2e5d889f4e3773f6e82b87", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35507, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issue reports rather than a tight duplicate cluster. The soft pairs share broad keywords/subsystems (generation, loaders, processors, cache, imports) but not the same underlying bug, so none should be merged.", + "confidence": 0.81, + "canonical_issue_reason": "There is no strong single canonical duplicate here; if one must be chosen, issue 44964 is the cleanest representative because it is a concrete, user-facing model-load regression with a specific target and good discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44964 is the best representative issue: it is narrowly scoped, reproducible, and clearly about a real runtime failure, whereas most other issues are either more peripheral, broader, or about different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different bugs and code paths: Qwen3OmniMoe video-input processing vs Transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image-processor bugs, but one is about label reduction and the other about padding logic; not the same defect." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model/behavior: Gemma4 embedding resize/tie-weight handling vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal chat/generation, but one is assistant mask computation and the other is video position ids; distinct bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU tensor allocation in XLNet positional encoding is unrelated to Fuyu's broad exception handling bug." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer file selection/precedence and repo listing revision forwarding are different failure modes." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting and Bart generate() UnboundLocalError are separate generation issues." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is not the same as the TensorFlow-backend packaging mismatch." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache internals, but one is missing cache in chunked_prefill and the other is device-tensor seq_length arithmetic in static cache." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models and different underlying loading failures." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related only at a very high level, not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig trust_remote_code field-loss and unrecognized-model/model_type handling are different config-loading problems." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import utility symbol." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different model-loading failures: Phi-4 multimodal load regression vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/extras mismatch is not the same as a generic dependency issue." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test failure in GraniteSpeech is not the same as a model-loading regression for Phi-4 multimodal." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different subsystems and bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing model-specific processor import and missing top-level AutoImageProcessor import are distinct import/export issues." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and rope-parameter JSON list handling are separate config-validation errors." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to token-embedding resizing and weight reinitialization." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 conditional generation and Qwen3.5 save_pretrained regression are different code paths and symptoms." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols in different modules." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor selection and a notebook syntax error are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "position_ids buffer access and CPU/CUDA result divergence in PPDocLayoutV3 are different problems." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Cache-missing in chunked_prefill and max_cache_length only applying to quantized cache are separate cache semantics bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 40, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:43582|issue:46932", + "issue:43650|issue:44220", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:45083|issue:46506", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:44683|issue:45446", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:43479|issue:45375", + "issue:44496|issue:45759", + "issue:43976|issue:44279", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44279|issue:46515", + "issue:44521|issue:46693", + "issue:45335|issue:45584", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:46082|issue:46399", + "issue:43295|issue:44779", + "issue:39692|issue:43901" + ], + "prepared_review_unit_hash": "2c98f2ab0f8014b1590d082e4e767a0f7b41ae114858b859d191bbe034c9e049", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36590, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated issues spanning docs, tokenizer/processor regressions, model-loading failures, config bugs, and performance/problems in different subsystems. I don\u2019t see a true duplicate group here, so there is no strong canonical item.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError vs Gemma4 quantized vision/audio dtype casting; different components and failures." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder 'ADD THE DATA' is not the same bug as _torch_extract_fbank_features(); no shared concrete code path." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Multimodal processor/tokenizer regression vs t5gemma resize_token_embeddings not updating decoder.embed_tokens; unrelated model paths." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version incompatibility in Transformers 5.1.0 vs loading a specific model package; different root causes." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length behavior in qwen3_omni_moe vs CPU/CUDA divergence in PPDocLayoutV3; different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction helper issue; no overlap beyond being runtime failures." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config vs PIL backend incorrectly requiring torchvision; different subsystems and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs TextClassificationPipeline docs mismatch; one is code behavior, the other docs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "torch>=2.9 flex_attention compilation failure vs incorrect version check for AuxRequest import; not the same code path." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline documentation mismatch vs model-loading/config error; unrelated issues." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models vs FlashAttention failure for Ministral-3; different operations and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "GenerationMixin cache/chunked_prefill issue vs ANSI codes emitted in loading_report; unrelated subsystems." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing/eval-mode issue vs D-FINE auxiliary-loss behavior; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug vs Qwen3_5MoeVisionConfig missing field/strict drop; different config classes and fields." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config vs AutoModelForCausalLM not unwrapping text_config for composite Qwen multimodal configs; different failure points." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support problem vs generic dependency issue; too broad and not the same underlying defect." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken special-argument TypeError; unrelated parser/runtime issues." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "janus image-generation test failure vs cache_config max_cache_length behavior; different features." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral-3 FlashAttention failure vs flash_attention.py crash on sink-less models with s_aux=None; different branches and inputs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2.5 VL export vs nonexistent image_utils import; both import errors but for different symbols and causes." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not enough evidence of one underlying bug." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "apply_chat_template assistant_masks bug vs FA2 long-context performance regression; different behavior, not duplicate." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug in t5gemma vs Whisper empty-transcription failure after align_special_tokens; different models and code paths." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline partial-batch handling vs sam3-litetext memory overflow; unrelated generation issues." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans kth-out-of-bounds vs apply_chat_template empty-list IndexError; different APIs and failure conditions." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression vs Qwen3.5 checkpoint save_pretrained regression; both Qwen-related but distinct code paths and symptoms." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs PEFT minimum-version bump; no shared bug." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation vs Qwen3.5 apply_rotary_pos_emb registration/decorator issue; unrelated model/config problems." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is processor.tokenizer/image handling and the other is Deepseek tokenization correctness; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc example errors vs TextClassificationPipeline docs mentioning return_all_scores; both docs-related, but different sections and issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 41, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:47000" + ], + "soft_pairs": [ + "issue:44075|issue:44368", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43381|issue:47000", + "issue:43299|issue:43854", + "issue:44242|issue:45200", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:43650|issue:46209", + "issue:43479|issue:43525", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:45081|issue:45907", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:45103|issue:45372" + ], + "prepared_review_unit_hash": "bda8232e9ec1f4a88a8b35358667a4c6fa1e59661af29d65d24825bf8d0f97cf", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35016, + "estimated_input_tokens": 8754, + "estimated_eval_tokens": 17764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues (model-specific bugs, tokenizer regressions, config/load problems, and CI failures). None of the soft pairs look like the same underlying defect, so there is no clear canonical duplicate within this set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Both mention optimizer-related warnings/behavior, but one is about SGD args being ignored and the other is about a tied-embeddings warning during Qwen3.5 LoRA fine-tuning; different code paths and symptoms." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a vague 'ADD THE DATA' report are unrelated; no shared concrete bug or fix path." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve dtype/state during model loading/saving, but they affect different models and different operations (Blip2 load dtype propagation vs Qwen3.5 save_pretrained checkpoint serialization)." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "One is a missing HybridCache import, the other is broad import errors after upgrade; the latter is a generic upgrade breakage, not the same specific failure." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to an unreleased minimum PEFT version bump." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is about invalid LlamaConfig head_dim validation; the other is stale model.config.dtype after from_config(dtype=...). Different model initialization issues." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor selection and remote_code breakage are unrelated subsystems with different failure modes." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is DeepSeek tokenization and the other is Granite AutoTokenizer IDs; different models and likely different tokenizer logic." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5/Qwen3VL loading or saving regressions, but one is a model-loading break in dev0 and the other is incorrect visual-encoder keys on save_pretrained; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both are tied-weight/embedding serialization or resize behavior, but one is inconsistent lm_head.weight serialization while the other is Gemma4 resize_token_embeddings not updating per-layer/output embeddings." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode misuse and RTDetrLoss infeasible cost matrix are unrelated training/runtime failures." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and causes (Qwen3VL MoE loading vs GLM-4.7-Flash unit-test loading)." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss missing when output_router_logits=False is an MoE/router-loss issue; mm_token_type_ids defaulting to zeros is a Gemma4 multimodal input handling issue." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration/decoding and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline image-processor lookup and Gemma4 PLE device mismatch are different problems in different parts of the stack." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue is not the same as FP8 inference failure on B200 hardware." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Llama4Config missing pad_token_id are distinct config-construction bugs." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer-loading bugs with different failure points." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights unexpected _is_hf_initialized argument are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is unrelated to RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-installed-without-TensorFlow backend detection are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and list_repo_files not forwarding revision are different code paths and not the same defect." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated model-specific runtime bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed/Adafactor OOM and deepspeed optimizer step being called twice are both Deepspeed-related but clearly different issues: memory blowup vs duplicate stepping." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and device_map=auto dequantized-model loading failure are separate quantization workflows with different breakages." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto docstring kwargs processing with future annotations and Gemma4 processor loading broken by ReasoningEffort import are unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 42, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45083", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:44336|issue:46851", + "issue:45859|issue:46851", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44623|issue:45397", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:43525|issue:43881", + "issue:44186|issue:47000", + "issue:43824|issue:43976", + "issue:44016|issue:45823", + "issue:42796|issue:43441", + "issue:45542|issue:45800", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:46291|issue:46399", + "issue:44336|issue:44373", + "issue:46655|issue:46726", + "issue:44246|issue:44496", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:46399|issue:46851", + "issue:45561|issue:45563" + ], + "prepared_review_unit_hash": "f3aa718496b5523f391996b3ac92ffbe3768591b719a1575c2f6a1abe510805e", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36930, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a noisy bundle of mostly unrelated Transformers regressions; none of the soft-edge pairs read as true duplicates. The strongest representative issue is the Qwen2.5-VL import failure, since it has the most discussion/inbound references and a very concrete failure mode.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43824 is the highest-signal report in the set: specific import failure, multiple inbound references, and substantial discussion make it the best stand-in for the cluster\u2019s overall regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is a strong canonical candidate because it is well-scoped, reproducible, and clearly about a user-facing breakage rather than a doc/test-only or vaguely described problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Unrelated symptoms: ANSI coloring in loading_report vs Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen3.5, but one is CPU offload rotary embedding compatibility and the other is variable-length position_ids; different bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save/load file omission is unrelated to a slowdown after upgrade while filtering data." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different code paths: MLA normalization precision issue vs torch.split return values in a MoE indexer." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are maintenance/CI problems, but one is auto_mappings stale configs and the other is leftover dummy classes; not the same defect." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend dependency packaging issue vs Python version compatibility failure; no shared underlying bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and failure modes: CamemBERT MLM predictions vs Deepseek tokenizer output regression." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save artifacts is not the same as gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked prefill and CLIPVisionModel hidden_states handling are different regressions." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are distinct failures in different subsystems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failed are separate model-specific issues." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes vs RTDetrLoss infeasible cost matrix are unrelated problems." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a model class is unrelated to a Python 3.9/3.10 compatibility report." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch do not share an underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE marker handling and FlashAttention failure are different code paths." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Packaging missing TensorFlow backend vs a torch/transformers incompatibility are different issues." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields, but one is a model config attribute bug and the other is trust_remote_code returning incomplete objects." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence and ANSI code emission are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import/type error vs Qwen3.5 chat crash are not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but the model families and failure mechanisms differ." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both touch kernels, but one is dependency-version import failure and the other is decorator/registration crash; not mergeable as one fix." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI terminal codes vs a wrong docstring are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug and missing vision backend error are different processor issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Intermittent import slowness is unrelated to unrecognized model/config loading failure." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers fails for a different reason than missing TensorFlow backend installation." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen variants and different failure contexts; not the same code-path defect." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration crash vs variable-length position_ids bug are distinct issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist race on captured_info.txt is unrelated to a stale warning about num_return_sequences." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 43, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:45072|issue:46829", + "issue:43540|issue:46752", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:46614|issue:46665", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:44451|issue:46752", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:45003|issue:45561", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44479|issue:46655" + ], + "prepared_review_unit_hash": "8a7094650052a0c067fb85836a603818adec9e06fcd064d1f1c923589080b9df", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35563, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad vocabulary (Qwen, video, import, offline, etc.) but not the same concrete bug or code path, so I reject all soft edges. If one issue must represent the cluster, the broadest and most actionable is the Qwen video regression report (#44479).", + "confidence": 0.73, + "canonical_issue_reason": "#44479 is the best representative because it describes a broad, version-specific regression spanning multiple Qwen VL/MoE variants, which is more central than the narrower single-model or one-off import/runtime reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#44479 is the most suitable issue to anchor the cluster since it covers several related affected models and a clear regression surface, making it the broadest plausible canonical issue among these heterogeneous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Different subsystems: auto_docstring annotation parsing vs Qwen3.5 kernel registration." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and failures: dtype mismatch vs wrong hidden_states output." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video input validation is unrelated to empty chat template handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MoE loading, but the symptoms and affected paths differ enough that they are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding window behavior in Qwen3-MoE is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown and Gemma eos_token_id mismatch are different problems." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sink handling is unrelated to variable-length position_ids in Qwen3.5." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer registration on position_ids does not match gemma-4 Zero3 from_pretrained issues." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses are similar in wording but occur in different models and training flows." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register semantics are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for a specific checkpoint is unrelated to empty apply_chat_template input." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different packages: qwen2_5_vl export vs huggingface_hub symbol." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different modules." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline is unrelated to modeling_utils internals." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion and DeepSpeed ZeRO3 deque errors are different failure modes." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup is unrelated to _torch_extract_fbank_features." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but Qwen3OmniMoe video input errors and SmolVLM padding calculation are distinct code paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe sys.modules access are not the same issue." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "modeling_utils sys.modules access is unrelated to pytest-xdist captured_info.txt races." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate defaulting and import slowdown are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen3.5 MoE vision config is unrelated to text_config unwrapping in composite multimodal configs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video, but one is a broad Qwen version regression and the other is a SmolVLM padding bug." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Same as above; different model families and different failure mechanisms." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Same as above; not the same underlying code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 44, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:42886", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45600", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:44162|issue:45200", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:43475|issue:46369", + "issue:43295|issue:45292", + "issue:44466|issue:45335", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44623|issue:46726", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:44060|issue:44077", + "issue:44479|issue:46170", + "issue:43526|issue:46894", + "issue:44368|issue:44977", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:43352|issue:45250", + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44877|issue:46170" + ], + "prepared_review_unit_hash": "bac2c2d39d2325c3e4a7831610f841a4daadbe64711d9416466e898360c57aaa", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36040, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous, and every soft pair appears to be at most a loose topical similarity rather than the same underlying bug or change. I would reject all soft edges and treat this cluster as not having a single clear duplicate canonical.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits well: these issues span unrelated bugs across many models, configs, tokenizers, and pipelines, so any representative would be arbitrary.", + "canonical_pr_reason": "No pull requests were provided in the input, so there is no canonical PR candidate.", + "best_issue_reason": "No issue is globally best for this cluster because the items do not share one concrete failure mode or code path.", + "best_pr_reason": "No pull requests were provided in the input, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: ESM2 is a model-specific breakage, while Gemma 4 mm_token_type_ids is a missing-default input handling issue." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5 rotary logic, but one is CPU-offload incompatibility and the other is a decorator/registration crash in apply_rotary_pos_emb; not the same fix." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Unrelated: token embedding resizing vs RT-DETR loss infeasibility." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Different subsystems and symptoms: buffer/position_ids error versus a performance regression during data processing." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and stale auto_mappings config references are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a missing attribute in video output and the other is a memory overflow in sam3-litetext; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embedding weights, but one is tied-weight serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they are different model configs and different failures: loading blocked versus a field silently dropped." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Completely different failures: missing Qwen2_5_VLImageProcessor import versus a DeepSpeed/BertModel index error." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss gating and RT-DETR AMP crashes are different bugs in different models." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "processor.save_pretrained missing files is not the same as AutoProcessor failing when a required vision backend is absent." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "These are different label-shifting bugs in different processors/models; similar pattern, not the same underlying defect." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a model on transformers>=5.1.0 and tokenizer protobuf error masking are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError has nothing to do with MLflow reporting after failed training jobs." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class handling and Qwen3.5 variable-length position_ids are different model-specific bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "One is a tied-weights warning in Qwen3-Next; the other is a patchtsmixer post_init policy issue." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression and Windows/ROCm torch.distributed import errors are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Both mention training-loss shift patterns, but they are different models and not the same concrete bug or patch." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning in Qwen3.5 is unrelated to flash-attention generation failure." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding and ESM2 breakage are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention support error is not the same as a generic Flash Attention 2.0 topic issue." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failures: SAM3 video output attribute missing versus Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a Windows/ROCm distributed import/type error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 45, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:46170|issue:46832", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43723|issue:46710", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:45987|issue:46082", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44995|issue:45588", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:43475|issue:46821", + "issue:28282|issue:30990" + ], + "prepared_review_unit_hash": "0e76cb679ec993040a2dbec1e8cf518d6aa8f8fcc0e6c4dfff98e8785ca3568e", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items share a general Transformers/v5 ecosystem but not the same underlying bug. Most soft pairs are only loosely related by model family, backend, or warning/error type, so they should remain separate issues.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45656 is the closest anchor because it is a concrete, active regression and appears in multiple weak similarity links, but the set is still too diverse for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45656 is the best single representative by being open, specific, and the most centrally connected in the candidate graph, though it does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Different problems: Windows/ROCm import dependency issue vs RT-DETR feature-level shape mismatch." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed optimizer-step duplication is unrelated to gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy conv layer issue and the other is a model-type/config warning." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading failure and accuracy regression after upgrade are different code-paths and symptoms." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warnings, but they concern unrelated APIs and stale warning behavior." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Second-forward cache crash is unrelated to Gemma 4 text-only mm_token_type_ids defaults." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL is not the same bug as a tie_word_embeddings warning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention kernel divergence is unrelated to Gemma pipeline roundtrip tokenization." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return type bug and LlamaConfig head_dim validation are different issues." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection and Gemma pipeline roundtrip failure do not share the same failure mode." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue and a Gemma pipeline text roundtrip bug are not the same problem." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward is unrelated to flash_attention s_aux=None crashes." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile, but one is divergent kernels and the other is spurious recompilation from lazy init." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram/int error is unrelated to missing chat template in processor.apply_chat_template." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotation handling and cache.get_seq_length device-tensor arithmetic are different bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer task AttributeError is unrelated to a data-filtering slowdown after upgrade." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 dummy conv and MaskGenerationPipeline partial-batch dropping results are different subsystems." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and missing vision-backend image-processor errors are different loading paths." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression in data filtering is unrelated to duplicate optimizer stepping under deepspeed." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and data-filtering slowdown are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2-specific breakage are too broad and not the same concrete bug." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission and deepspeed optimizer stepping are different concerns." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and empty-list apply_chat_template IndexError are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video output is not the same as AutoConfig trust_remote_code missing fields." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in config and a broader Qwen3.5 Moe from_pretrained error are related by model family only, not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions with different failure points." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 video output attribute error and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers loading stall are different installation/runtime problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 46, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43525", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46701", + "issue:46726", + "issue:46851", + "issue:46877", + "issue:47000" + ], + "soft_pairs": [ + "issue:44964|issue:45137", + "issue:43232|issue:43673", + "issue:44188|issue:46851", + "issue:45310|issue:45375", + "issue:41628|issue:44933", + "issue:39692|issue:46726", + "issue:46877|issue:47000", + "issue:46463|issue:46877", + "issue:44869|issue:45356", + "issue:43986|issue:46726", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:44373|issue:46851", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:45137|issue:47000", + "issue:36010|issue:41628", + "issue:44857|issue:46877", + "issue:45081|issue:45103", + "issue:46202|issue:46701", + "issue:44038|issue:45310", + "issue:45593|issue:46877", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:42673|issue:43704", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "8c9ae777775f79b5089872160d9eb3fd75df3be8bad5dcfd483595e325863ec2", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37000, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: many items share broad themes like import/export regressions, tokenizer/model loading issues, or generation bugs, but they are not the same underlying defect. The strongest relationship is the Qwen3ForCausalLM VRAM leak pair (42673/43704), which looks like a likely duplicate / same issue based on title and symptom, with 42673 carrying the fuller discussion.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 42673 is the best anchor because it matches 43704 on title and symptom and has the richer discussion trail, making it the strongest representative of that likely-duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42673 is the strongest global issue choice because it appears to be the primary report for the Qwen3ForCausalLM VRAM leak and includes the most complete discussion for that likely duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Both are crashes, but one is a model-load/import problem and the other is a DeepSpeed ZeRO3 deque underflow; different code paths." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but sync_gpus kwargs handling and chunked_prefill cache handling are different bugs." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a from_pretrained failure and the other is a missing config field being dropped; not clearly one bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/export complaints, but they involve different symbols and modules, so they do not look like the same defect." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "A doc example mismatch/quantization issue is unrelated to AutoProcessor backend-missing error handling." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "auto_docstring stdout diagnostics and RTDetrLoss cost-matrix failure are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 decoder-input validation messaging is unrelated to auto_docstring import-time diagnostics." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are distinct tokenizer bugs." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both mention missing vision dependencies, but one is a video-model AutoProcessor crash and the other is an image-processor backend lookup issue; too different to merge." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report is not the same as the Gemma-4 zero3 from_pretrained issue." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and processor.save_pretrained missing files are different subsystems." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring text for position_ids is not the same issue as the runtime variable-length position_ids bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output corruption are separate bugs." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "sentence-transformers import failure and Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma \u2581 roundtrip failure are different symptoms and likely different fixes." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are about different public symbols and different modules." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel incorrect output and a Qwen3.5 image-specific infinite loop are not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible cost matrix are unrelated failures." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import regressions, but GenerationMixin import failure and AutoImageProcessor import failure are separate API breaks." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "LwDetrLoss AMP crash and auto_docstring stdout diagnostics have no shared code path." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma-related pipelines, but the failing paths are different (token roundtrip vs image-text-to-text generation output)." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen MoE model-loading issues, but they target different model variants and failure modes." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring diagnostics." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and Qwen2_5_VL import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE and a Qwen3.5 from_pretrained error are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and symptom (Qwen3ForCausalLM VRAM leak with multiple dataloader threads); 42673 is the richer report and 43704 looks like the same underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and FP8 save_pretrained failures are different concrete problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is a bit too strong for the evidence in the packet. In particular, calling 42673/43704 an \"exact duplicate match\" is not grounded by any explicit duplicate link in the packet; the evidence only supports that they have the same title/symptom and that 42673 has a richer discussion trail. The negative soft-edge verdicts are generally conservative, but the top-line duplicate conclusion should be softened to something like \"likely duplicate / same issue\" rather than exact duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 47, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43232", + "issue:43295", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "issue:42898|issue:45812", + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:30333|issue:34689", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:42222|issue:45200" + ], + "prepared_review_unit_hash": "161cc6835dfd7f01820dc89228d0306ba2bffb6872312926645a2e4df042b82e", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36381, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous. The soft pairs mostly share broad themes like tokenization, multimodal loading, or docs/build issues, but not the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45812 is the strongest standalone anchor: it describes a broad, silent v4\u2192v5 tokenizer regression affecting all Granite models, which is more concrete and representative than the narrower or unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best overall issue candidate because it is a clearly scoped, user-facing regression with broad impact and a crisp reproduction class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync and a Janus image-generation test failure are unrelated bug paths." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A legacy preset-loading failure in BEiT segmentation does not match an xdist race on captured_info.txt." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow in a torch extra and a nonexistent image_utils import are different packaging/API problems." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A test-worker file race and stale auto_mappings entries are distinct CI failures." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "An unrecognized-model config error and a pytest-xdist capture race are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "A dependency-version pin issue and auto_docstring stdout logging are separate repo hygiene problems." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility and an invalid import from image_utils are not the same defect." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on training failure and a DeepSpeed Adafactor OOM are different training issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hangs and embedding resizing reinitialization are unrelated model-loading vs initialization bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers in v5, but one is about clean_up_tokenization_spaces and the other about add_special_tokens behavior for a specific tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "A missing TensorFlow backend dependency is not the same as leftover dummy PT classes leaking into dir(transformers)." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Default multimodal config initialization and a VideoPrism output-field mixup are different model bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omissions and Qwen3.5 MoE from_pretrained errors do not look like the same change." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Causal masks for Gemma4 and a batch-finalization bug in MaskGenerationPipeline are unrelated pipeline behaviors." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "A Qwen3 VRAM leak in dataloader threads and an FA2 long-context performance regression are both performance-related but not the same code-path bug." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one concerns cleanup-space behavior while the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults and Whisper timestamp decoding crashes are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "A general AutoTokenizer.from_pretrained v5 loading issue is not the same as missing BOS/EOS insertion for one tokenizer." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a documentation parameter-name mismatch are different documentation problems." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Broken examples for different docs pages are not the same underlying issue." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but the reported failures and likely code paths differ." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "A config-initialization bug is not the same as ModelOutput key assignment with None values." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "A sentence-transformers import NameError and a missing Qwen2.5-VL symbol are unrelated import failures." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "FlashAttention2 model support and MLflow reporting on job failure are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "A tokenizer cleanup regression and a processor.tokenizer/image-passing regression are different v5 breakages." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-processor method and a remote-code meta-init incompatibility are different multimodal loading issues." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-state reporting and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation indexing in serve and auto_docstring crashes under future annotations are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is codec handling plus a warning issue in Kimi-K2.5." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken vitpose model files and Gemma 4 mm_token_type_ids defaults are different multimodal defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 48, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46710", + "issue:46762", + "issue:46932" + ], + "soft_pairs": [ + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:45405|issue:45712", + "issue:22355|issue:28282", + "issue:43116|issue:44190", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:44373|issue:44485", + "issue:43723|issue:44977", + "issue:46614|issue:46932", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:44190|issue:46082", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:46209|issue:46431" + ], + "prepared_review_unit_hash": "c791b384f09827f09cbcc540885dab89313b2c74b495232f515ece12271e505a", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36653, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: it mixes unrelated import errors, tokenizer/config regressions, training-example bugs, FP8/cache issues, and model-specific numerical problems. None of the proposed soft edges look like true duplicates of the same underlying bug or change.", + "confidence": 0.74, + "canonical_issue_reason": "No true duplicate cluster is evident here; if one issue must serve as a representative label, #43723 is the broadest user-facing loading regression (`AutoTokenizer.from_pretrained` in v5), but it does not subsume the other unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#43723 is the clearest standalone, high-signal bug report with a public API failure and enough generality to act as a representative issue for the cluster, even though the cluster itself is not cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different bugs: buffer/position_ids read failure vs DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting after failed training vs CustomTrainer signature mismatch are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy classes are separate packaging/repo-maintenance issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing `transformers.onnx` and the other is missing PyTorch dependency handling." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script failures: empty multi-label outputs vs local dataset loading." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained bug and tokenizer_config class mismatch are different serialization paths." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling vs documentation parameter-name typo; not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct Qwen issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from `image_utils` vs dummy-class leakage in no-torch mode are different namespace problems." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface behavior change are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and tokenizer loading failure are distinct tokenizer bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization mismatch is unrelated to optimizer double stepping." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but they affect different objects and code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization and non-persistent-buffer junk are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error and AttentionInterface registration behavior are different problems." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences are unrelated." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Registered-function behavior change and model accuracy regression are not the same code-path bug." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import failures, but they concern different symbols and different packages." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids and GLM-5 RoPE implementation are different issue types." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation failure are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 dtype casting are different subsystems." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related, but type-checking breakage and explicit head_dim validation are distinct." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig validation are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in an indexer and remote-code meta-init incompatibility are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwarg syncing and cache length semantics are different mechanisms." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation-state update bug and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 49, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43644", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46909" + ], + "soft_pairs": [ + "issue:30990|issue:38175", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44373", + "issue:44263|issue:44360", + "issue:46369|issue:46909", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:45381|issue:46305", + "issue:44483|issue:45406", + "issue:22355|issue:27957", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:43408|issue:46369", + "issue:44188|issue:44373", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:45381|issue:46909" + ], + "prepared_review_unit_hash": "58c44852a68a95789693990536cb23b2172bfd373f7ffe6191dbbfc180fa6117", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36803, + "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 heterogeneous; the soft pairs share broad themes like imports, tokenizers, or save/load regressions, but none are clearly the same concrete bug or change. I would not merge any of the soft edges.", + "confidence": 0.79, + "canonical_issue_reason": "If one issue must anchor the set, 45278 is the broadest representative: it describes a generalized post-upgrade import regression rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best global representative because it is the most umbrella-like user-facing regression report in the group; the rest are narrower and mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different symptoms and domains: loading hang in Sentence Transformers vs zero probabilities in SigLIP2." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 vision-encoder attribute error vs MoonshineStreaming window off-by-one; unrelated bugs." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing issues, but one is a streaming window bug and the other is a padding-calculation bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "One is a buffer read/position_ids issue; the other is missing files on processor save. Different code paths." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer torch.split behavior vs a wrong docstring; the docstring issue is purely documentation." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Different concrete problems in the DSA indexer: split output handling vs missing ReLU." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext vs a broken docs example for DIA; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized model saving/loading, but they target different quantization flows and failure modes." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code/meta-init incompatibility vs incorrect visual encoder keys on save_pretrained; different regressions." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation vs Qwen3.5 from_pretrained error; unrelated issues." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue vs a SequenceFeatureExtractor.pad performance problem; not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug vs MoonshineStreaming mask off-by-one; unrelated models and paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request rejection vs Gemma4Processor attribute crash; different surfaces and causes." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Module import failure for transformers.onnx vs an XLMRoberta Flash Attention 2 issue; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 vs NaNs after checkout/init in classification heads; not the same failure." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision bug vs meta-initialization incompatibility for remote-code checkpoints." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0 vs a streaming mask off-by-one; different subsystems." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes; too broad to treat as duplicate." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Model-type warning on instantiation vs missing text-encoder weights load; different SAM3 issues." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import error for transformers.onnx vs tokenizer adding an extra space; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression vs Qwen3_5 infinite loop on an image; different bug classes." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset mapping in Qwen3 tokenizer vs add_special_tokens not adding BOS/EOS in mDeBERTa; different tokenizer behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache load failure vs wrong tokenizer decoder type in v5; different failure modes." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline cache bug vs quantized model saving failure; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing `is_offline_mode` import is not the same concrete bug as the broader 'many import errors after update' report." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta vs Sentence Transformers loading hang; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 type warning vs memory overflow in sam3-litetext; different symptoms and likely causes." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs a wrong docstring; not comparable bugs." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE-marker handling bug vs general tokenization changes across versions; not the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg update bug after sync_gpus vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs DIA documentation example breakage; no overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 50, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43122", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762", + "issue:46909" + ], + "soft_pairs": [ + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:43756|issue:44060", + "issue:39401|issue:44488", + "issue:44295|issue:44297", + "issue:42371|issue:44263", + "issue:41628|issue:45278", + "issue:43576|issue:43784", + "issue:42907|issue:43937", + "issue:46172|issue:46762", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:43122|issue:44521", + "issue:43408|issue:43475", + "issue:43122|issue:46326", + "issue:44360|issue:44485", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:22355|issue:29159", + "issue:45216|issue:45478", + "issue:44038|issue:44295", + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:43824|issue:44351" + ], + "prepared_review_unit_hash": "f423b1d143ffeb4d4515cd6f29dd161b06ff550674a148b63a98dde97adeff0f", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36536, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs and regressions (imports, tokenizers, model-specific failures, serialization, multimodal/chat-template issues). None of the soft pairs look like the same underlying defect, so all soft edges are rejected.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set: many import errors after upgrading Transformers. It best matches the cluster\u2019s import-regression subset, even though the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue for triage because it is broad, user-facing, and likely to attract related import-regression reports; however, it should not be treated as a duplicate hub for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "One is a Qwen3OmniMoe video-input ValueError; the other is a broken documentation example for DIA. Different area and failure mode." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different bugs with different symptoms and likely different code paths." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence-Transformers loading hangs and a MacOS bus error with a CLIP model are unrelated runtime failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and incorrect output under pipeline parallelism are unrelated issues." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure and inability to load Phi-4 multimodal instruct are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version incompatibility and wrong LLM output under pipeline parallelism do not share the same underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "These are both model-specific, but one is about dropped RoPE layers and the other about a tied-weights warning; not the same defect." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and failure to load cjvt/sleng-bert are unrelated tokenizer/model issues." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "A position_ids buffer read error and tokenizer_class mismatch on save_pretrained are different serialization bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a specific AutoImageProcessor import failure while the other is a broader multi-import regression after upgrade; not enough to call them the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command in v5 and a NameError when importing sentence-transformers are different failures." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "The DeepSeek-V4 tensor operation bug and Minimax MSA attention numerical mismatch are different model/code-path problems." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError with sentence-transformers and stale auto_mappings references to removed Sam3LiteText configs are separate breakages." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not passing kwargs to cached_file are different from_pretrained-related issues." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer and zero assistant masks for multimodal chat templates are not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and degenerate training with flash_attention_3 are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Missing kwargs in AutoProcessor.from_pretrained and tool-call chat-template crashes are different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Version-dependent tokenization changes and multimodal assistant-mask failures are not the same underlying issue." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 video/model-type warning and missing fpn_position_embeddings are distinct SAM3 bugs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "General tokenization changes across versions and continue_final_message behavior for mistral_common tokenizers are different defects." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer ReLU discussion and GLM-5 RoPE implementation issue are unrelated model-internal changes." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized-save failure and gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe issues and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and inconsistent slow/fast tokenizer behavior are different, unrelated problems." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained checkpoint corruption and Qwen3.5 from_pretrained failure are both around the same model family, but they describe different operations and distinct failures." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe regressions and a position_ids buffer error are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and stale espeak backend selection in Wav2Vec2PhonemeCTCTokenizer are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe and FP8 save_pretrained for MoE share only a broad MoE theme, not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "These are both import errors, but for different exported symbols/models; not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 51, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:44625|issue:46002", + "issue:44610|issue:46909", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:46726|issue:46981", + "issue:44075|issue:44936", + "issue:43618|issue:46829" + ], + "prepared_review_unit_hash": "ad9367acf7b433a520236f7dc23073dbb5a95c8f73bd2db8cd2946023a338a5f", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35725, + "estimated_input_tokens": 8932, + "estimated_eval_tokens": 18120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues span unrelated import errors, tokenizer regressions, multimodal/model-specific bugs, training/runtime problems, and documentation nitpicks. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue cleanly represents the cluster because the items are not duplicates of one another. If an umbrella representative is needed, issue:45278 is the broadest import-regression report, but it is not a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45278 is the best umbrella issue because it is broad, regression-oriented, and closest to grouping the import-related subset. Still, the cluster is too diverse for a strong canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: example script multi-label output vs Gemma 4 multimodal token defaults." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is version-wide tokenization drift and the other is a DeepSeek-specific tokenizer regression." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages/modules." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and multi-label classification output bug affect different code paths." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated import failure vs LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different platform/install problems: missing TensorFlow backend in a torch install vs Python 3.14 load failures." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both mention Qwen3.5-family models, but one is SigLIP2 implementation mismatch and the other is an image-triggered infinite loop." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter-name mismatch is unrelated to noisy stdout from auto_docstring import-time diagnostics." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance overhead." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization-spaces behavior change in v5 is unrelated to stale espeak language backend state." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Different import regressions involving different symbols and upgrade contexts; not the same failure." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is a different bug from GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as DeepSeek tokenizer output differences." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM is unrelated to dtype mismatch CI failures." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5/Qwen3.5-Moe, but the concrete failure modes differ: one is a general bug report, the other is a from_pretrained error." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue is unrelated to the AuxRequest import version check bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Saving incorrect visual encoder keys and from_pretrained load errors are different code paths and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a docstring parameter-name documentation mismatch." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example script output bug and SigLIP2 model discrepancy are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to NaNs in classification heads." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "OmDet-Turbo processor input-size mismatch is unrelated to a broken documentation example for DIA." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings warning and missing image-patch method are different issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-length helper behavior in qwen3_omni_moe is unrelated to PyTorch version gating for AuxRequest." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision-backend error messaging is unrelated to repeated HTTP 429 retry behavior in AutoProcessor.from_pretrained." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD optimizer args not used is unrelated to trainer.evaluate failing after trainer.train." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Missing CLIPOutput attentions assignment is not the same as VideoPrism hidden_states being populated incorrectly." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 52, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46981", + "issue:47000" + ], + "soft_pairs": [ + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:43992|issue:44704", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:42673|issue:42796", + "issue:44263|issue:46762", + "issue:45092|issue:46762", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:43937|issue:45563", + "issue:43824|issue:46981", + "issue:42222|issue:47000", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:42222|issue:46752", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44410|issue:45310", + "issue:43450|issue:43986", + "issue:45071|issue:46512" + ], + "prepared_review_unit_hash": "34f79a3b774b05273a20ad6fb19f92cd9debf0d967108857db5a1626965abf48", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of Transformers issues spanning tokenizers, processors, attention backends, loading/config, and training. None of the proposed soft pairs looks like the same concrete bug or change, so I would not collapse them together.", + "confidence": 0.94, + "canonical_issue_reason": "None of these is a safe canonical; the items span distinct bugs, so I would not merge the cluster around a single issue.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced, 33453 is the broadest umbrella for tokenizer-loading regressions, but it is still too generic to represent the rest of the cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Different failures: a multi-label example script bug vs a v5 translation-task error message issue." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and a DeepSeek accuracy regression are different concrete problems." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing model weight key on load vs AutoProcessor kwarg passthrough are unrelated code paths." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Phonemizer backend state bug and empty chat-template handling are not the same issue." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale cache crash vs Swin2SR image over-padding are distinct bugs." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Feature request to add GPT2 flash-attention support is not the same as a vague Flash Attention 2 bug report." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak under multithreaded loading and tokenizer BPE-marker handling are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is different from Minimax attention numerical differences." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for remote-code checkpoints is not the same as Minimax MSA numerical mismatch." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation still referencing pipeline() and a flex_attention version check bug are different issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are not the same underlying defect." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache missing are distinct training vs generation bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral flash-attention failure are unrelated model-specific issues." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are separate problems." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Missing Qwen2_5_VL import and repeated HTTP 429 retries in AutoProcessor are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Vitpose loading breakage and RTDetrLoss infeasible cost matrix are different code paths." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache and SequenceFeatureExtractor.pad performance waste are not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in threaded Qwen3 code and incorrect video padding in SmolVLM are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg during init_empty_weights and PretrainedConfig type-checking breakage are different failures." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pinning and a PyTorch version check bug in flex_attention are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage and empty-list chat template handling are not the same issue." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None on from_pretrained and flash_attention s_aux=None AttributeError are separate bugs." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention-scaling being ignored and Gemma4 bidirectional mask construction are different model/backend problems." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency and NaNs in classification heads are unrelated symptoms." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 offset_mapping is distinct from DeepSeek tokenizer regression." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig and Qwen3.5 flash-attention generation failure are different issues." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error do not look like one underlying bug." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking breakage and stale config.dtype after from_config are separate configuration bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 53, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43742", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:39401|issue:46209", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:43208|issue:46894", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:44483|issue:45464" + ], + "prepared_review_unit_hash": "a20f8e7f875d51a481a983dcfc8436beb61aee062aa3cbc9bf6faa3192855c7f", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35713, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No clear duplicate cluster emerges here: the issues span many unrelated regressions across tokenization, model loading, training, and utilities. I did not find any soft pair that looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45561 is the best anchor because it is open, recent, and has the strongest discussion/inbound signal around a concrete, reproducible testing-utils race.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45561 is the most suitable global representative: it has the clearest actionable bug report and the highest triage signal among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Same file area, but the reports describe different bugs: a vague testing_utils issue vs a specific xdist race on captured_info.txt." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Both involve remote-code/model loading, but one is a local cache-path collision and the other is repeated 429 retry behavior." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated failure modes: a generic testing_utils bug versus a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different problems: flash_attention_3 training degeneration vs Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is a mapping lookup returning None and the other is a Mistral regex patch crash." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "No shared underlying bug; one is a 3d_parallel.py runtime issue and the other is a testing_utils bug report." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading issues: a sam3_video/sam3_tracker type mismatch versus a KeyError on MobileLLM-125M." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer-behavior regression versus an unrelated noisy logging complaint." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash is unrelated to a SequenceFeatureExtractor.pad conversion inefficiency." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset-mapping bug and FP8/B200 inference failure are unrelated subsystems and symptoms." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a doc parameter-name mismatch." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and BACKENDS_MAPPING validation are different underlying loading/backend issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Different issues: save_pretrained shard-size question versus Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API-setting guidance is unrelated to MLA q_a_layernorm missing rms_norm_eps precision behavior." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure and unrecognized-model config loading are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical quality, but one is a missing config epsilon and the other is a broader attention-vs-reference discrepancy." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "An import from image_utils versus many import errors after upgrade; overlapping theme but not the same concrete bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "qwen3next missing projections and Qwen3.5 MoE from_pretrained error are distinct model-specific failures." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: SGD args ignored versus optimizer.step being called twice with deepspeed." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different failures entirely: missing configuration_utils export versus _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are separate model-training issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they describe different concrete symptoms and likely different fixes." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split indexing issue and a RoPE implementation discussion are not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API and unexpected position-id keys are unrelated regressions." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init policy and AutoProcessor 429 retry behavior are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a general request-acceptance problem and the other is a model-specific streaming inference failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 54, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46752", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:44263|issue:46172", + "issue:43441|issue:44829", + "issue:27957|issue:43352", + "issue:44360|issue:46172", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43874|issue:44263", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:44038|issue:44410", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46298|issue:46752" + ], + "prepared_review_unit_hash": "534631c8a7e85b16f4a9e1a2c112a869f8f5bf4b9994dbb604a0cd5c0251f885", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36826, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions (imports, model loading, quantization, attention, config, and training bugs). None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "There is no strong duplicate hub here; the issues are too heterogeneous. If forced to pick one anchor, 43097 is the broadest release-regression style report, but it does not represent the whole cluster well.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clean canonical representative for the entire cluster. 43097 is the closest to a broadly relevant v5 compatibility regression, but the rest are mostly separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "GenerationMixin cache/chunked_prefill regression vs a testing_utils bug; different code paths and symptoms." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL model loading shape mismatch vs Qwen3Next missing attention projections; related family, but not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure vs PretrainedConfig type-checking regression; unrelated failures." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking breakage in PretrainedConfig vs undefined tf backend error from TensorBoard-only installs." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; not the same issue." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-processor method vs MLA q_a_layernorm epsilon mismatch; different subsystems." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight-shape load error and the other is a different v5/MoE failure." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch bfloat16 compile warning vs Blip2 dtype not propagating; separate bugs." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GlmMoeDsaIndexer split return handling vs deepseek-v4 comb transpose logic; unrelated code paths." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention support error for a model vs degenerate training under flash_attention_3; different concrete problems." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Two different models lacking FlashAttention 2 support; same broad topic, but not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer activation issue vs deepseek-v4 tensor transpose bug; not duplicates." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API vs gguf_file pretraining loader breakage; distinct regressions." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor video-model crash without torchvision vs a testing_utils bug; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils vs testing_utils bug; different modules and failures." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache loading failure vs repeated 429 retries via HF_ENDPOINT; both network-ish, but different behaviors." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "LayerNorm epsilon precision mismatch vs GLM-5 RoPE implementation; separate model-specific issues." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite loop on one image vs sam3-litetext memory overflow; different models and failure modes." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling vs loading physical-intelligence/fast failure; not the same loader bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs testing_utils bug; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image patch-count method vs torch.split return handling; different GLM bugs." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal in v5 vs flash_attention.py crash on s_aux=None; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Missing cache in GenerationMixin vs MaskGenerationPipeline final-batch handling; unrelated pipeline vs generation bugs." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation vs deepseek-v4 tensor transpose bug; same general family, but not the same defect." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attn projections in qwen3next layer 0 vs dropped deepstack_visual_indexes field; different model/config bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor crash without torchvision vs missing ReasoningEffort import from mistral_common; unrelated dependency/import failures." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug vs qwen3next projection-missing bug; different models and symptoms." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed tie_embeddings API vs sinq quantization save/load corruption; distinct regressions." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two separate import errors for different symbols/packages; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied with model_init; different training-stack issues." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers vs Florence2 double-shift loss bug; unrelated models and fixes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor video-model dependency crash vs max_shard_size default discussion; unrelated." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging message vs apply_chat_template empty-list crash; not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 55, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:46172|issue:46710", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582" + ], + "prepared_review_unit_hash": "d23f1877d4ad2e0e6971daffe25f011177145bbb070fe7c0feb44e30d82e9831", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37018, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated Transformers issues rather than one duplicate cluster. None of the soft pairs describe the same underlying bug or change closely enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone anchor by discussion/inbound references, but it is not a duplicate of the other items and the cluster is not coherent enough to have a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor bugs, but one is padding calculation and the other is `num_frames` semantics; related subsystem, different defects." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "One is missing `set_seed()` in a test suite; the other is a noisy logging message. No shared underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Both concern tokenizer paths, but one is an `AddedToken` argument conflict and the other is `TOKENIZER_MAPPING_NAMES` returning `None`; different failure modes." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different code paths." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is about a removed config attribute in v5; the other is quantization/offloading behavior. Not the same bug." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "One is a specific dtype/transpose issue in DeepSeek-V4; the other is an accuracy regression after upgrading Transformers. Different problems." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A bfloat16 precision warning from compilation is unrelated to a TimesFM `window_size` attribute error." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping `None` handling is unrelated to the DiffusionGemma pipeline failure." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "`local_files_only=True` still triggering network access is unrelated to missing `embed_tokens.weight` during `from_pretrained`." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "`trainer.evaluate()` after training and failing to import `Trainer` with `datasets` installed are different issues." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to `cached_file` and docstring parsing with `from __future__ import annotations` do not share a code-path." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization and recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to an invalid backend name in `BACKENDS_MAPPING`." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Missing `torchvision` for `AutoProcessor` video models is unrelated to a notebook syntax error." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is not the same as saving `Pipeline` objects with `save_pretrained`." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A save/dequantization bug is unrelated to an infinite-loop generation issue on a specific image." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning about bfloat16 precision is unrelated to Bamba failing under `torch.compile` with SDPA." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "The pipeline translation error message and pipeline `save_pretrained` support are distinct issues." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes leaking into `dir(transformers)` is unrelated to noisy logging." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are both warnings, but they come from different configs and code paths (`bfloat16` compile warning vs `tie_word_embeddings`)." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs for small models are unrelated to Bamba's SDPA/`torch.compile` failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing embedding weight in `from_pretrained` is unrelated to the default 50GB shard size discussion." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention 2 unsupported for NemotronH is unrelated to the Python 3.9/3.10 compatibility report." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported FA2 for NemotronH and GPT2 attention scaling under SDPA are different model/backend bugs." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed `tie_embeddings_and_encoder_decoder` and a noisy logging message are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 being broken and a DeepSeek-V4 transpose/dtype bug are separate model-specific failures." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to the `Trainer` import problem." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "`patchtsmixer` `post_init` policy and `Trainer` import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 MoE save issues are not the same as the Qwen3.5 MoE `from_pretrained` regression." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` and Apple Silicon `caching_allocator_warmup` TypeError are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 56, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45479", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46877" + ], + "soft_pairs": [ + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43208|issue:43526", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:36010|issue:42757", + "issue:43299|issue:43867", + "issue:45276|issue:46077", + "issue:44625|issue:46365", + "issue:44483|issue:45290", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:43352|issue:43937", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:44625|issue:46077", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "4a75aa68110ea9ec433366328c9cbd73708e86a59f215dfdbe1581b39357a6cb", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36816, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed bag of unrelated Transformers issues. The soft links mostly reflect superficial similarities like import errors, config attributes, model loading, or save/pretrained regressions, but they do not look like the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items span different bugs and regressions across unrelated subsystems and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue cleanly subsumes the cluster; at most 36683 is a discussion-heavy config-attribute bug, but it still does not represent the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different problems: GPT-2 attention scaling backend behavior vs a sequence-classification loss degeneracy." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Both are packaging/import-related, but one is missing TensorFlow in the torch extra and the other is a Trainer import conflict with datasets." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages and unrelated code paths." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Training-state corruption under FSDP/PEFT is unrelated to GPT-2 attention scaling being ignored by SDPA/FlashAttention." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A local-path import warning is not the same bug as a PyTorch precision warning during bfloat16 compilation." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is an API endpoint request-validation failure; the other is a chat template crash on batched inputs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions regression and GPT-2 attention scaling are different model/backends and different failure modes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing a moved helper is unrelated to unwanted network/API requests when local_files_only=True." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated subsystems." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family theme, but one is a loading regression and the other is fp8 inference support; not the same change." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both involve CLIP regressions, but one is missing attentions and the other is hidden_states being None; different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save/load breakage is not the same as inability to save Pipeline objects." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are load-model regressions, but one is tied to base_model_prefix and the other to sorted state_dict behavior." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is embedding resizing and the other is attention mask construction." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "A Qwen3.5 config propagation bug is unrelated to a Trainer import conflict with datasets." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "One is a chat-completions API acceptance issue; the other is a tokenizer/chat-template crash on tool-call messages." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and saving Pipeline objects are different serialization paths and failures." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing attributes in different model families; not the same underlying config bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated issues." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python execution errors and auto_docstring import-time stdout are unrelated runtime/tooling problems." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Saving Pipeline objects and saving/loading a sinq-quantized model are distinct serialization failures." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma/Qwen config bugs with no shared code path." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "A missing Gemma3 config field is unrelated to patchtsmixer's post_init validation." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version/platform compatibility issues, but they target different Python versions and failure symptoms." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict sorting and Qwen3.5 checkpoint saving are different model-loading/saving regressions." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are config issues, but for different models and different attributes/validation logic." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "A CLIP attentions regression has nothing to do with Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing config attributes in different model families." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config propagation bugs, but they concern different models and fields." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() masking bug and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer/state issues under FSDP are unrelated to a typo in cache strategy docs/labels." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 57, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:44393|issue:47000", + "issue:44938|issue:45071", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556" + ], + "prepared_review_unit_hash": "44caf915fdb234aa36d831815b7d1bc287b6147487340a6a5b2e83ee6b415939", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36053, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose collection of unrelated Transformers issues. The only plausible duplicate edge is the import-time slowdown report versus the import-* removal/performance issue; the rest differ by model, code path, or failure mode.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 44246 is the clearest user-facing symptom report for the only plausible duplicate area here: intermittent slowness when importing transformers.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 is the best representative anchor for this cluster because it describes the broad import-time regression directly and can absorb the related fix-oriented performance issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different code paths: cache/layer update no_grad behavior versus broad import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated failures: SGD optimizer args not used versus importing Trainer breaking with datasets installed." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are loading errors, but they concern different models and likely different missing-key paths." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug versus Qwen3.5 variable-length position_ids failure; no shared underlying bug." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Both are vision-related, but one is Qwen3-VL bbox output hallucination and the other is RTDetr loss infeasibility." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are different issues." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate decoder_attention_mask error is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both mention import/runtime failures, but one is about compiled Python files and the other is a DebertaV2Model torch.jit parsing issue." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict sorting load error and Gemma pipeline roundtrip issue are different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to the FSDP2/PEFT optimizer-state bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both involve model loading, but one is state-dict ordering and the other is a missing config field on Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but one is missing set_seed coverage and the other is an xdist race on captured_info.txt." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "These describe the same underlying performance problem: import transformers is slow, with 41669 pointing at import-* in models as the likely cause." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor parallel training bug versus OOM when loading a specific large Qwen2 model under tp; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache/layer no_grad decoration and Python 3.9+ load incompatibility are distinct issues." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load-time state_dict sorting bug and save_pretrained visual-encoder key regression are different directions of the pipeline." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and missing-key symptoms; one is UMT5Encoder, the other Qwen3.5 MoE loading." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError for AutoModel is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related, but one is attentions assignment and the other is structural divergence in text models." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness is unrelated to loading Phi-4-multimodal-instruct on latest transformers." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test reports, but they involve different tests and failure mechanisms." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Seed-related test flakiness and auto_mappings references to removed configs are different CI failures." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still triggering API calls is unrelated to AddedToken receiving duplicate special kwargs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior change and SmolVLM num_frames inconsistency are unrelated regressions." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing and trust_remote_code cache FileNotFoundError are different server/loading bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft edge (41669 \u2194 44246) is supported by both titles being import-performance related, and the rejections avoid overclaiming shared bugs across different models/code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 58, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:44387|issue:44556", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:42757|issue:43576", + "issue:44315|issue:44360", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43576|issue:44938", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209" + ], + "prepared_review_unit_hash": "293539a426c627c7db47f088abd64132e470464f30ed1c0e380007066a1764bf", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38290, + "estimated_input_tokens": 9573, + "estimated_eval_tokens": 19402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports that only share broad keywords like loading, import, v5, or fp8. I do not see any soft pair that clearly describes the same underlying bug/change, so I reject all candidate duplicates. If one issue has to serve as the cluster anchor, #43576 is the clearest high-signal user-facing regression.", + "confidence": 0.91, + "canonical_issue_reason": "#43576 is the most broadly actionable, user-facing regression in the set and has the strongest signal for being a representative anchor; the rest are largely unrelated issues rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "#43576 is the best standalone issue to keep because it is concrete, reproducible, and broadly relevant, even though the surrounding items do not form a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention MoE/FP8/tensor parallelism, but one is about save_pretrained and the other about missing _tp_plan for loading/parallelism; different bugs." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "One is a missing Qwen export import error; the other is a cache FileNotFoundError for trust_remote_code. Different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated code paths." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing get_number_of_image_patches in GLM46V is unrelated to cache file lookup failures." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are different fixes in different components." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization OOM and checkpoint reload failures after upgrade are separate regression classes." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan for tensor parallelism and Qwen3.5 MoE from_pretrained errors are model-family-adjacent but not the same concrete bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a preprocessing slowdown after upgrade are different problems." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different export regressions." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are distinct config/model issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs and documentation confusion about forward arguments are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network access despite local_files_only and FP8 save_pretrained are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A real bug about local files only does not match the unrelated 'racoon' issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is about no_grad decoration and the other about sync_gpus/_update_model_kwargs_for_generation; different code-path failures." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics and missing vision backend handling in AutoProcessor are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation still referencing pipeline() and 'racoon' are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor parallel training bugs are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they concern different models and different failure modes." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate UnboundLocalError and forward-argument documentation confusion are not the same underlying bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are separate loader issues." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type checking breakage are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and type checking regressions are different subsystems and symptoms." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import and the env command regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application under model_init and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage and a Qwen model import error do not share the same bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion and an ImportError for layer_type_validation are not the same issue." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The placeholder racoon report and a Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and the racoon placeholder issue are not connected." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache import and cache FileNotFoundError are both load-related but clearly different failures." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and text-classification docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention 2 support for NemotronH and the racoon issue are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command in v5 and Python 3.14 load failure are different regressions." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are different phases of the workflow and different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor and PreTrainedModel import errors involve different missing exports." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel not applied with model_init and FP8 inference failure on B200 are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 59, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44360|issue:46664", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:44230|issue:46095", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "ba96c85a95fe82630f3d7146a39788b6afebc4e9a6025602155a7001cb47ceab", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39087, + "estimated_input_tokens": 9772, + "estimated_eval_tokens": 19800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive similarity set: the issues span unrelated regressions, model-specific bugs, import/load problems, and documentation/API changes. I found no soft pair that looks like a true duplicate or one mergeable underlying fix.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest concrete regression report here: it captures multiple import failures after upgrading from 4.57.0 to 5.5.0, which makes it the best umbrella issue among otherwise scattered v5 breakage reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative and triage-friendly issue in the set because it is concrete, version-scoped, and broad enough to stand in for several upgrade/import regressions without being overly vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a specific model/runtime bug; the other is a generic complaint about v5 breaking many models." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "One is a cache-missing regression during chunked prefill; the other is a typo in cache strategy docs/labels." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM video frame semantics are unrelated bugs in different code paths." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import behavior and a TensorFlow backend installation error are different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A missing processor save file bug is not the same as an unscoped generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import mechanics, but one is lazy loading not working and the other is unsafe sys.modules access; not the same defect." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-MoE issues: FP8/inference support versus missing tensor-parallel plan." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to video processor frame handling." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D box output errors are unrelated to PretrainedConfig type checking breakage." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but one is 2D bbox hallucination/error and the other is an infinite loop on a specific image; different root problems." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* slowdown is a lazy import/performance issue, not the same as missing cache in chunked prefill." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env CLI and checkpoint reload incompatibility are both v5 regressions but not the same code-path bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in one config is a specific API break, not the same as a generic 'v5 breaks too many models' complaint." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Different config attribute regression; too broad to treat as the same underlying issue." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both relate to loading old checkpoints after v5, but the affected models and failure causes differ." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as a generic version-breakage report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regressions, but one is specifically about import errors after upgrade while the other is a vague general complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings and cache strategy naming are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time slowdown from removing import * is not the same as failing to import a specific Qwen3_5 module." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/MoE is different from a weight-conversion script question." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning and Liger Kernel application during model_init are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading correctness are related broadly, but not the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI and scheduler kwargs loss are different subsystems and defects." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error in Nemotron is unrelated to Qwen3-VL bounding-box generation issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output bugs are not the same problem." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are separate API issues." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer access error for position_ids is unrelated to the generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer_class mismatch in save_pretrained is a distinct tokenizer serialization bug." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor padding slowdown are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * removal performance regression is not the same as HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility breakage is not the same as a generic 'many models break' complaint." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support and a missing Qwen3_5 module are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init enforcement and _get_tied_weight_keys list handling are different issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward arguments is not a tokenizer loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading problems are both import/tooling-adjacent but not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application during model_init and flash_attention_3 training degeneration are different defects." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding calculation are separate video-processor bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 60, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:45468|issue:46894", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:46018|issue:46172", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "1f67e308582488ad022eb5fbf9a6debb032ab0a49c93134b178682adc0a4eba1", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39629, + "estimated_input_tokens": 9908, + "estimated_eval_tokens": 20072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformers bugs, feature requests, and docs regressions. Several look semantically similar on the surface, but none are the same concrete underlying change, so I rejected all soft edges. The broad v5 regression report is the closest cluster anchor.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report and is the closest thing to a cluster anchor among these mostly unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best representative issue overall, but it is still too generic to serve as a precise duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different model/component bugs; no shared code path." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading vs scheduler kwargs; unrelated subsystems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "save_pretrained pipeline issue vs tied-weight key crash." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different models and failure modes; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env command breakage vs model import error." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp bug vs RoPE implementation bug." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor bug vs learning-rate scheduler bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup vs VRAM leak; different changes." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs model loading regression." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak vs RoPE implementation; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific implementation bugs." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both deepseek-v4, but distinct issues and code paths." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings change vs dataloader-thread memory leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Offline loading/network leak vs timestamp computation." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 regressions vs a specific model import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug vs missing files on save_pretrained." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Indexer split behavior vs audio positional encoding bug." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma-4 audio encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support vs weight conversion question." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug vs VRAM leak." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different missing import symbols and causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-attention support gap vs import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Related tokenizer-v5 symptoms, but not clearly the same concrete bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT-2 FA2 support request vs generic Flash Attention topic." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler bug vs unrelated placeholder issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache typo vs unrelated placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attention regression vs unrelated placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Unrelated placeholder issue vs broad v5 regression report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure vs unrelated placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights crash vs chat-template tool-call crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs import error; different root causes." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing config field vs tied-weights crash." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4 config attribute error vs tied-weights crash." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request vs missing save_pretrained files." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both Flash Attention 2.0, but different models and support gaps." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Generate-time decoder mask bug vs slow checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed jobs vs checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading performance issue vs tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint load slowdown vs documentation confusion." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs from_pretrained regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support vs FP8 inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Init-weights behavior vs attention-interface usage; unrelated code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 61, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-505", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "342b8a3cc0b71f45cd9dd0d12bbf6debcd6cff2ca65117eea7543f1b29e87298", + "component_budget": { + "node_count": 505, + "item_count": 505, + "soft_pair_count": 1854, + "serialized_chars": 962354, + "estimated_input_tokens": 240589, + "estimated_eval_tokens": 481434 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7778, + "estimated_input_tokens": 1945, + "estimated_eval_tokens": 4146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated closed issues across different models and subsystems. The soft-similarity matches are superficial; none describe the same underlying bug or fix.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43240 is the most substantive and broadly bug-shaped report in the set, with multiple inbound references and a concrete runtime behavior problem. Even so, it is not truly representative of the others beyond generic wording.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43240 is the best standalone issue to anchor the cluster because it describes an actionable code-path defect rather than a typo, config type hint, or model-specific question.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different models and different bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating. No shared code path or concrete duplicate evidence." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint mistake is unrelated to tokenizer regex warnings. Different subsystems and different fix types." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both mention loss-related behavior, but one is Mask2Former ignore_value usage and the other is kwargs propagation into loss calculation. Not the same bug." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs plumbing and RoFormer attention interface usage are unrelated code paths with no clear duplicate overlap." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss ignore_value handling is unrelated to a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model components and failures: segmentation loss handling vs RoFormer attention implementation details." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss behavior and a typo in a quantization-operation name are not the same underlying issue." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A ModernBERT config type hint bug and a quantization typo are distinct, isolated correctness issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function is a runtime behavior bug; incorrect type hints in config are a separate API annotation issue." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm normalization semantics and ModernBERT norm_eps typing are unrelated model-specific concerns." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERT config typing are different bugs in different modules." + } + ] + }, + "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": 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-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "b8e6a5d5263485ccabfe804a29233aa02e0ec57502b15fc78bdd8e8175696431", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates of one another; they only share weak lexical similarity. One is about tokenizer truncation direction, one asks for ReduceLROnPlateau-like scheduler behavior, and one asks for Wav2Vec2 word boundary timestamps.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 10519 is the most concrete and self-contained request, but the cluster is heterogeneous, so there is no strong canonical duplicate here.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the clearest standalone feature request; the other two discuss unrelated functionality in optimization scheduling and speech timestamping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas: truncation strategy for tokenization vs word-level time offsets in Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated problems: tokenizer truncation behavior vs learning-rate scheduling functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared bug or change path; one is about scheduler behavior, the other about speech model timestamp extraction." + } + ] + }, + "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": 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-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "10b60d719a3361ec5674af017e9d799dedb325f03342667b7cd6feebbacd8462", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three issues appear to describe different problems: Tapas tokenization mismatch, a bad auth/download error for private models, and a general inability to load bert-base-uncased. No duplicate pair is strong enough to merge.", + "confidence": 0.94, + "canonical_issue_reason": "issue #16618 is the broadest and most central model-loading report in this cluster, so it is the best representative even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most general and user-visible failure case among the three, making it the best single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different subsystem and symptom: Tapas tokenization behavior vs. model loading for bert-base-uncased. No evidence of the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about the error message when downloading a private model without login, while #16618 is about failing to load bert-base-uncased. The failure modes and contexts differ." + } + ] + }, + "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": 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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "92a071a806af500be2cde6e1c59cd7c2d96345e6f7001d1b15a7ff9277c7c365", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate enhancement requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a high-level theme but target different features and code paths, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #26350 is the better canonical issue only because it is older and has more discussion activity; it can serve as the representative issue for the cluster, but it is not a duplicate of #33260.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the strongest representative issue due to age and higher community activity, but it addresses a different request than #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are broad feature requests about supporting more architectures, but one is for Flash Attention 2 and the other for GGUF. They involve different underlying functionality and are not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "816c28f1a012c75d0e2783f516ae3d9b441c3362d26b13451b5d6ef9cdf15a16", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15983, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are separate i18n translation requests, so the high textual similarity is mostly from a shared issue template rather than true duplicates. The only clear duplicate pair is the two identical Thai-titled issues; the generic placeholder-title issues also look like duplicates of each other.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43834 is the clearest representative of the duplicated placeholder-template group: it is the earliest generic '[i18n-] Translating docs to ' issue and matches the same near-identical template text seen in the other generic entries.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43834 is the best cluster representative because its title is the cleanest generic template form and it appears to be the anchor for the repeated placeholder duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different concrete language request vs placeholder template; similar wording only." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different concrete language request vs placeholder template; not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request is distinct from the generic placeholder entry." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language; these are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target language; same subsystem but not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder entry." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different concrete translation request vs placeholder template." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate items." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different concrete translation request vs placeholder template." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic placeholder; not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different concrete translation request vs placeholder template." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder entry." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and different translation request content; not clearly the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and different translation request content; not clearly the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same generic placeholder translation issue and appear duplicate-by-template." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title/body pattern; looks like a duplicate copy." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder template issue vs a different Thai-titled issue; not clearly the same artifact." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder template issue vs a different Thai-titled issue; not clearly the same artifact." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different titles; similarity is too superficial to treat as a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder translation issue; the two entries look interchangeable." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different title/content pattern; not enough evidence of the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title/content pattern; not enough evidence of the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and likely different reports; do not dedupe." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs Thai-titled issue; not clearly the same underlying report." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs Thai-titled issue; not clearly the same underlying report." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and insufficient evidence of true duplication." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title and matching metadata strongly indicate a duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Thai-titled issues differ; similarity alone is not enough to merge." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Thai-titled issues differ; similarity alone is not enough to merge." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet: the identical Thai issues (46222/46226) are a clear duplicate pair, and the three placeholder-template issues (43834/44365/44370) share identical titles with near-identical bodies, supporting duplicate-by-template calls. The negative verdicts on the concrete language-request issues versus the template/Thai items are also appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 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-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "30ebf7f2cc603557c8427f053e36393afa01847dbe8071a93fce517c8c6a2c44", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28611, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28611, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items are mostly distinct model/support requests that share only broad wording like \"Add model\" or \"support\". I found no true duplicate pairs, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a real duplicate umbrella here; if a representative must be chosen, issue 36879 is the most generic and central model-add request, but only as a loose cluster stand-in.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36879 is the best single representative because it is broad, clearly about adding a model, and sits near the center of the soft-similarity set\u2014though this still does not make the group duplicate-worthy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Both are keypoint matching-related, but RoMa matcher and LoMa detector+matcher are different models/change requests, not the same concrete addition." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; same repo theme only, not the same bug or feature." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition and DEIMv2 support are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support; different model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR model are different additions with no shared concrete code path." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are distinct model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate vision models; same broad area, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision model request vs LFM2.5 Audio 1.5B audio model request; different modality and implementation." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model request and OpenAI weight-sparse transformer request are unrelated architectures." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision model and Qwen3-ASR support are different feature requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS support; unrelated model families and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition and Qwen3-ASR support are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and weight-sparse transformer are distinct language-model changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT request vs LFM2.5 Audio 1.5B; different model types and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model additions despite similar title phrasing." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-family models, not the same concrete feature." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture request vs weight-sparse transformer request; different implementation targets." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are separate tasks with different code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated; shared \"add support\" wording is not enough." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different model families and modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models and XiaoMi MiMo are different model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs generic BERT-like models with RoPE; related area, but not duplicate concrete work." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and XiaoMi MiMo are different requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model support requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo and DeepSeek-OCR2 are distinct model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are not the same issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but target different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and 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 are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support and LFM2.5 Audio 1.5B are both audio-related, but they are different models and separate features." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model additions." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support and Granite SWA+sink option are not the same code-path problem." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request and EUPE are different model architectures." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support and Voxtral TTS support are different audio-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both model proposals, but they are different models with different implementation targets." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "775839731d3002717140261b21504fd250f89da13e8450edb388bf378c14a5cf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: docs/framework listing vs. Vision RoPE code refactor; no shared bug or change path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "863c256ec8623f859d33128dcdad0c8f8680af9cd0b5661840458f2e246d359f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not look like duplicates: one is a generic request about block decoding, while the other is a model-specific request for DeepSeek v3.2 support. There are no shared files, targets, or concrete code-path indicators tying them together.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the more concrete and actionable request; #41084 is too terse and underspecified to serve as a representative canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "These are about different concerns: block decoding versus support for a specific model version. The titles and available metadata do not indicate 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": 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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "4a3928abe7d49c9268e11bb8a59b7a012b71cccb0f14746b03a2956c4563c0cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other requests integrating TiledMLP for lower memory use. They concern different model components and different kinds of changes.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 41306 is the more specific, actionable request: it targets a concrete `from_pretrained()` API flag for TiledFusedLogitsLoss/FLCE.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the best representative issue in this cluster because it has a clear, narrowly scoped implementation target rather than a broader architecture optimization proposal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests: one is about exposing a FLCE/TiledFusedLogitsLoss flag in `from_pretrained()`, the other is about adding TiledMLP for memory reduction. They do not describe the same 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": 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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "41ed49a78c2e97b0d72a8c7e84876678c7362ce1002cc384dee1039cd06cfe5f", + "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 both mention custom trainers, but they describe different Trainer code paths: one is about `remove_unused_column` and input-column pruning, the other is about FLOPS estimation. They are related at a high level but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue #43598 is the more concrete, self-contained Trainer customization problem and is the clearer representative of the shared theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #43598 is the better cluster representative because it focuses on a specific Trainer behavior likely to need a code change, whereas #43600 is a separate FLOPS-accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both concern custom trainers, but one is about unused-column handling and the other about FLOPS estimation; they are different underlying bugs and would not be merged as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "93b0bc528f0bb2f8a776bc3a763080f3b0de808ec274f9eb2a275804fa8f841f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to Qwen model support gaps, but they describe different missing integrations: Qwen3-Omni registration for generation APIs versus Qwen3.5 sequence-classification support. They are not duplicates of the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: 43684 is about AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while 44405 is about AutoModelForSequenceClassification support for a different Qwen3.5 config.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the broader representative of the cluster theme (missing Qwen auto-model registration), but it still does not cover the classification-specific request in 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different code paths: one asks for Qwen3-Omni generation registration, the other for Qwen3.5 sequence-classification support. They should be tracked separately." + } + ] + }, + "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": 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-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": "4e4f6a0f0d33311cf385fcbb012dddbd8cd7175bf486965f27d94dd5dd235061", + "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": "The cluster is too sparse to confidently link any pair as true duplicates. Three issues share the same minimal title \"huggingface \", but there is no body detail, code target, or other concrete evidence tying them to the same underlying problem; \"Fett\" appears unrelated.", + "confidence": 0.37, + "canonical_issue_reason": "Issue #43845 is the best available representative only because it is the earliest of the repeated \"huggingface \" reports and has the same minimal title as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43845 is the strongest cluster anchor: it matches the repeated title pattern and was created first among the similar issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles are different and the available text is too minimal to show the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Titles are different and there is no body/detail evidence of a shared underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Titles are different and the sparse metadata does not indicate the same problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match, but both issues are nearly empty; that is not enough to confirm they describe the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but no concrete description, target, or discussion to prove a true duplicate." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but the issues contain too little information to safely 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": 13, + "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-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": "b18f5028f503eb68989e7bf49171d32d73e6a13d3a7071e2c1c96563cd3c5163", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by placeholder/spam issues with no substantive content. The three \"\" items are textually similar, but there is no actual bug/change description to justify duplicate merging; the other two issues are clearly unrelated.", + "confidence": 0.91, + "canonical_issue_reason": "No strong canonical issue: the items have either placeholder spam titles or unrelated generic titles, with no descriptions, repro steps, or references to a concrete problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44572 is the most representative of the placeholder-spam subset, but it is still not a good canonical issue because none of the issues describe a real, actionable bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder \"\" issues, but there is no substantive bug/change content to confirm a true duplicate relationship." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder \"\" issues, but the lack of any actual issue description makes duplicate triage too weak to accept." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Different titles and no shared concrete problem; one is a spam placeholder and the other is a generic documentation suggestion." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated titles and no supporting details; a spam placeholder does not match \"Check out \\\"Google LLC\\\"\" as the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion versus a spam placeholder; no concrete shared bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion versus a spam placeholder; no concrete shared bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Textually identical placeholder spam titles, but there is still no actionable bug/change context to justify merging as a true duplicate." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated titles and no shared concrete problem; placeholder spam does not match the Google LLC topic." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated titles and no shared concrete problem; placeholder spam does not match the Google LLC topic." + } + ] + }, + "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": 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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "b2f7d7ae3919b87b5134f75df20b003d503a60596e985519f1750056d24838c9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues share an identical title and moderately similar bodies, which makes them plausible duplicate reports, but the packet does not prove they are the same underlying article/proposal or near-identical in content. The safest read is a tentative duplicate relationship, not a strong one. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "#45145 is the slightly better canonical anchor because it is earlier and has an inbound reference, so it is the more connected of the two. That said, the evidence only supports a cautious duplicate/related-issue inference, not a firm identity claim.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative for triage because it is earlier and has the only inbound reference, making it the more natural anchor if these are later-found duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Identical titles and soft body similarity are suggestive, but the packet does not establish that the reports describe the same underlying bug/change or that the bodies are effectively the same. This is not strong enough to merge as a duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that the titles are identical and the bodies are very similar in length, with only soft-similarity evidence. It does not establish that the bodies are \u2018near-identical\u2019 or that they are the same \u2018energy-optimization article/proposal.\u2019 The duplicate/anchor inference should be stated more conservatively, and the high confidence is not grounded in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "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-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "f9033b400de9a37c367d3d509d843ec692da36d4b336d3318b3fd1bd9aca76ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues reference different named individuals with different dates and no shared technical context, so they do not appear to describe the same underlying problem.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: the titles point to different people/dates and there is no overlapping bug or feature context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45762 is only marginally more generic, but neither issue is a good representative because they appear unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates; no evidence they refer to the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "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-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "b4e1335ef91d68726cd693dab6e65b2db05c15ebf57e5ff6189e87d9cee1e380", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear to be unrelated name/date entries, not duplicates of the same underlying bug or request. I would not merge them.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #45764 is as suitable a representative as #45765; neither contains any substantive report content, but #45764 is the earlier-created item.", + "canonical_pr_reason": null, + "best_issue_reason": "#45764 is the better global issue representative only because it is earlier and equally content-free; there is no meaningful technical signal to prefer either one.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles identify different people and different dates; there is no indication they refer to the same bug, request, or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "83e7a758bf78f65b31469a545c7b4f87d20b4f35fe91fb7e87b80e3f795f4be9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests a new Qwen3.5 token-classification/value-model head, while the other asks for FP8 training support. They touch different code paths and goals.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue for the cluster: the two issues describe separate feature requests with different implementation areas.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45810 is the more concrete, narrowly scoped request; #46295 is orthogonal and not a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different features: model-head/token-classification support versus FP8 training support. They do not appear to describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "faea4ab0435b03bc6ab62b6b2ddccd9d1f48777eba970e822b919c0af75fd455", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5722, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to contain two strong duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset request (45869). The duplicate pairs are highly similar by title and body length, but the evidence shown is still indirect, so they should be treated as strong duplicate candidates rather than asserted as proven exact duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "45870 is the cleanest canonical issue choice because it is the earliest member of one of the strongest near-duplicate pairs (with 45871) and is a reasonable representative for that repeated request.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall issue representative because it anchors a strong duplicate pair and is the earliest item among the near-identical issues; the cluster is mixed, so no single issue cleanly represents all five items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: a financial dataset bundle versus a DataForge time-series example; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: a dataset offer versus an example/tutorial issue; not a duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and same body length with very high soft similarity; strong duplicate candidate for the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related finance/DataForge theme, but the concrete requests differ: example/tutorial versus time-series plus scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related theme, but this is a different concrete request than the example/tutorial issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Similar domain wording, but the concrete requests do not match." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Similar domain wording, but the concrete requests do not match." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and same body length with very high soft similarity; strong duplicate candidate for the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level conclusion is broadly plausible, but the response overstates the evidence by calling 45870\u219445871 and 45872\u219445873 \"exact duplicate\" pairs. In the packet we only have identical titles/body lengths plus soft similarity; no body text is shown and deterministic_accept is false for all pairs. A more conservative wording would be \"very likely duplicate\" or \"strong duplicate candidate.\" The canonical choice of 45870 as earliest in its pair is grounded, but the exact-duplicate assertion is not sufficiently supported." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "f8fdf1eba8cadf6cc6c8460e46b38912c106c8e70b015bd03a3abfd86a7011d7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one reports shape corruption/runtime errors during `early_initialization`, the other a `KeyError` in Qwen3.5. They are related, but not clearly the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes a more general/static-cache failure mode and names the likely offending path (`early_initialization`) rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best issue to anchor the cluster because it is broader and more likely to represent the root cause, whereas 46441 is a narrower downstream crash report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related subsystem and cache mode, but the reported errors differ (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) and the reports do not clearly point to the same concrete bug or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "e2dcbfb319d00cb8072601846e0d2d2023201b03ea793dc3c997e78609e5bb58", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are effectively identical duplicates describing the same Wav2Vec2CTCTokenizer v5 word-delimiter special-token regression. The open issue is the better canonical target.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the open duplicate with the same title/problem statement, so it is the best place to retain active tracking.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the strongest issue to keep because it is still open and appears to be the same underlying bug as #46551.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same described tokenizer bug; these are clearly duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, identical body length, and a soft-similarity signal of 1.0, so treating them as duplicate reports of the same bug is reasonable. Choosing the open issue (#46552) as the canonical tracker is conservative and appropriate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "a165ce8b069c11d9661be7956f1cc81ce1264a082305265857b8f11e638727ee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are only loosely related by being training-time failures in object detection models, but they describe different symptoms and likely different root causes: a tensor shape mismatch vs. an out-of-memory failure after several epochs.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #46657 is the cleaner canonical issue because it states a concrete failure mode (\u201cSize of tensors mismatch\u201d) that is more directly actionable and bug-shaped than the broader OOM report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the best representative for this cluster since it captures a specific training-time defect; #46692 appears to be a separate resource/memory problem rather than the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Do not merge: the reported failures are different (tensor size mismatch vs. OOM after some epochs), suggesting different code paths and likely different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "9a637433eb0f46e7593fb55570cc4d80cdc8f613f99019a65e9d89522957733c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different loading/dispatch failures: one is a ZeRO-3 `zero.Init` partitioning/OOM problem in a composite multimodal submodule, the other is a 4-bit `device_map='auto'` / `max_memory` CPU offload misdispatch causing a `ValueError`. They do not look like the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46822 is the more specific, technically grounded report and better captures the concrete ZeRO-3 composite-submodule OOM failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the better representative because it names a clear code path (`ZeRO-3 zero.Init`) and a distinct failure mode (partitioning omission leading to OOM).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different mechanisms and symptoms: ZeRO-3 partitioning/OOM vs 4-bit auto device-mapping with CPU dispatch error. Shared theme is model loading, but 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": 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-46906-6", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:46998", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:46998", + "issue:46985|issue:46998" + ], + "prepared_review_unit_hash": "783ff3839f163949d7f43e94822a1760b6d6713158496308efd4e5dd43fe3c9b", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are daily date-stamped triage issues using the same template for serge integration failures, but they appear to be separate tracker instances rather than duplicate reports of one bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue:46906 is the earliest item and has the strongest reference/discussion signal, so it is the best representative if one issue must anchor the series.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46906 is the most central/day-zero triage issue in the set, with the highest inbound references and discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template and subsystem, but the titles are date-specific daily tracker issues; this looks like a new daily report rather than the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "High textual similarity is driven by the shared triage format, but the date-stamped issue indicates a separate day\u2019s integration failure triage." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These are recurring daily triage issues, not the same concrete bug or change; the date progression suggests distinct tracking entries." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same repeated template, but this is a later daily triage issue rather than a duplicate of the earlier one." + }, + { + "left": "issue:46906", + "right": "issue:46998", + "accept": false, + "reason": "The issue series is date-based and recurring; similarity alone is not enough to treat these as duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Both are daily serge triage trackers, but they correspond to different dates and likely different failure snapshots." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Near-identical wording reflects the same issue template, not the same underlying bug report." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Different day, different tracker instance; no evidence they are duplicates of one concrete problem." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "These are sequential triage reports, so merging would collapse distinct daily tracking entries." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "The shared title format is misleading here; the date indicates separate daily triage issues." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Not the same underlying bug, just the same recurring integration-failure triage pattern." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "The issues are temporally distinct daily reports, so they should not be deduplicated." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same tracker series, but separate dates and likely separate investigation cycles." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "Recurring triage issue titles are not enough to establish duplicate status." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "These are adjacent daily triage issues, but still distinct issue instances rather than one bug report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "c8b93f23c2f49028ac529bdc3482cc70c6a877742600035ee66683b0bd480033", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are highly similar and share the exact title, so they are a strong duplicate/near-duplicate candidate. However, since the bodies are not shown, I can only treat them as likely related rather than definitively the same request. The open issue is the better canonical tracker for now.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #46984 is open and newer, so it is the better place to track the request, but the duplicate call should remain tentative because the bodies are not visible.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is the strongest single issue candidate because it is open, newer, and has the same title as #46983.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": false, + "reason": "The titles are identical and similarity is high, but the body content is unavailable, so there is not enough evidence to confirm they are the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet only supports a cautious duplicate/near-duplicate judgment: both issues share the same title and have high similarity, but the bodies are not shown, so claiming they are the same underlying request overstates the evidence. The canonical/open-issue choice is plausible, but the soft-edge verdict and summary should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 35, + "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-40546-39", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46891", + "pull_request:46895", + "pull_request:46902", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46920", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46933", + "pull_request:46941", + "pull_request:46942", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46977", + "pull_request:46986", + "pull_request:46995", + "pull_request:47006" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46958", + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46927|pull_request:46950", + "pull_request:46950|pull_request:47006", + "pull_request:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46927|pull_request:47006", + "pull_request:46951|pull_request:47006", + "pull_request:46971|pull_request:47006", + "pull_request:46941|pull_request:46970", + "pull_request:46908|pull_request:47006", + "pull_request:46908|pull_request:46928", + "pull_request:46902|pull_request:46965", + "pull_request:46907|pull_request:46926", + "pull_request:46970|pull_request:46971", + "pull_request:46927|pull_request:46986", + "pull_request:46926|pull_request:46928", + "pull_request:46951|pull_request:46986", + "pull_request:46933|pull_request:46942", + "pull_request:46926|pull_request:46941", + "pull_request:46928|pull_request:46941", + "pull_request:46907|pull_request:46928", + "pull_request:46928|pull_request:47006", + "pull_request:46941|pull_request:46986", + "pull_request:46941|pull_request:47006", + "pull_request:46954|pull_request:46961", + "pull_request:46954|pull_request:46977", + "pull_request:46907|pull_request:46908", + "pull_request:46908|pull_request:46951", + "pull_request:46907|pull_request:46941", + "pull_request:46926|pull_request:46927", + "pull_request:43451|pull_request:46954", + "pull_request:46954|pull_request:46968", + "pull_request:46954|pull_request:46958", + "pull_request:46958|pull_request:46961", + "pull_request:46958|pull_request:46977", + "pull_request:46961|pull_request:46974", + "pull_request:46958|pull_request:46974", + "pull_request:46974|pull_request:46977", + "pull_request:43451|pull_request:46920", + "pull_request:46920|pull_request:46968", + "pull_request:43451|pull_request:46958", + "pull_request:46971|pull_request:46974", + "pull_request:46968|pull_request:46974", + "pull_request:46920|pull_request:46961", + "pull_request:46961|pull_request:46968", + "pull_request:46920|pull_request:46977", + "pull_request:46968|pull_request:46977", + "pull_request:46958|pull_request:46968", + "pull_request:43451|pull_request:46707", + "pull_request:46266|pull_request:46707", + "pull_request:46196|pull_request:46995", + "pull_request:46707|pull_request:46961", + "pull_request:46891|pull_request:46961", + "pull_request:43451|pull_request:46891", + "pull_request:46707|pull_request:46977", + "pull_request:46891|pull_request:46977", + "pull_request:46707|pull_request:46968", + "pull_request:46891|pull_request:46968", + "pull_request:43451|pull_request:46836", + "pull_request:40546|pull_request:43451", + "pull_request:46912|pull_request:46977", + "pull_request:46196|pull_request:46965", + "pull_request:46836|pull_request:46961", + "pull_request:46836|pull_request:46977", + "pull_request:46836|pull_request:46965", + "pull_request:46196|pull_request:46977", + "pull_request:43451|pull_request:46965", + "pull_request:43451|pull_request:46658", + "pull_request:46836|pull_request:46995" + ], + "prepared_review_unit_hash": "c1f736b6799ab1ddb388da7d04dbcd80c322641e0407e67fd06b9d578c3d9aa9", + "component_budget": { + "node_count": 39, + "item_count": 39, + "soft_pair_count": 115, + "serialized_chars": 132026, + "estimated_input_tokens": 33007, + "estimated_eval_tokens": 66270 + }, + "budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 72, + "serialized_chars": 100675, + "estimated_input_tokens": 25169, + "estimated_eval_tokens": 50594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated one-off PRs. The only strong duplicate pair is the CohereASR training-loss double-shift fix between #46895 and #46958. #46903 also touches CohereASR, but it bundles an additional PPFormulaNet fix, so it is too broad to treat as the same mergeable PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46895 is the best canonical PR: it is narrowly scoped, explicitly issue-linked, and directly addresses the CohereASR double-shift loss bug. #46958 is a near-equivalent alternative implementation, while #46903 is broader because it adds a separate PPFormulaNet fix.", + "best_issue_reason": null, + "best_pr_reason": "#46895 is the best global representative because it cleanly isolates one concrete bug in one code path and has the clearest problem statement. The rest of the set is mostly unrelated model additions, infra changes, or test-only fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same underlying CohereASR training-loss double-shift bug in the same forward/loss path; the diffs are alternative ways to apply the same fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Although both touch CohereASR loss handling, #46903 also bundles an extra PPFormulaNet fix, so it is not clearly the same single-PR bugfix and would not be merged as one duplicate change." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Different problems: Mamba2 OOM/runtime behavior versus PEFT integration loading behavior." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "Different model families and failure modes: GLM46V input handling versus Mamba2 OOM/generation behavior." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47006", + "accept": false, + "reason": "Mamba2 OOM/test fix and Gemma3 generation-cache logic are unrelated code paths." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "GLM46V input casting/forward handling and PEFT loading are unrelated." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT loading logic and a Mamba2 test-only dtype change are not the same bug." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/audio cache handling and Mamba2 test dtype changes are different issues." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47006", + "accept": false, + "reason": "Different model families and fixes; no shared concrete bug." + }, + { + "left": "pull_request:46951", + "right": "pull_request:47006", + "accept": false, + "reason": "PEFT integration loading and Gemma3 generation-config behavior are unrelated." + }, + { + "left": "pull_request:46971", + "right": "pull_request:47006", + "accept": false, + "reason": "A Mamba2 test dtype adjustment is not the same as Gemma3 cache-generation logic." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "Different models and symptoms: DAC tensor mismatch versus MusicGen melody generation mismatch." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47006", + "accept": false, + "reason": "DeepSeekV3.2 test offload handling is unrelated to Gemma3 generation cache logic." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "DeepSeekV3.2 load/offload test fix and BLIP-2 tokenizer registration are different changes." + }, + { + "left": "pull_request:46902", + "right": "pull_request:46965", + "accept": false, + "reason": "Offloading/save-converted-weights bugfix and DeepSeek V4 use_cache support are different code paths." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup and MiniMax-M3-VL load test fix are unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46971", + "accept": false, + "reason": "MusicGen generation logic and Mamba2 test dtype changes are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "GLM46V input handling and GLM-OCR output mismatch are separate fixes." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46986", + "accept": false, + "reason": "PEFT loading and GLM-OCR model behavior are unrelated." + }, + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Both are dtype-casting fixes, but for different models and concrete code paths." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "MiniMax-M3-VL test load_error fix and DAC output mismatch are unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "BLIP-2 tokenizer auto-mapping and DAC model output mismatch are not the same bug." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "EdgeTam kwarg handling and BLIP-2 tokenizer registration are unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47006", + "accept": false, + "reason": "BLIP-2 tokenizer auto-mapping fix is unrelated to Gemma3 generation behavior." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "DAC model mismatch and GLM-OCR mismatch are different models and failure modes." + }, + { + "left": "pull_request:46941", + "right": "pull_request:47006", + "accept": false, + "reason": "DAC output mismatch and Gemma3 cache handling are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "GLM-ASR pytest compatibility and Serge branch workflow normalization are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46977", + "accept": false, + "reason": "GLM-ASR pytest compatibility and Mllama arg-name handling are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46954", + "accept": false, + "reason": "Molmo2 model addition and GLM-ASR pytest compatibility fix are different kinds of changes." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46968", + "accept": false, + "reason": "GLM-ASR pytest compatibility and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "GLM-ASR pytest compatibility is unrelated to CohereASR training-loss correction." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46977", + "accept": false, + "reason": "Workflow normalization and Mllama arg-name handling are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Workflow normalization and MusicGen generate typo fix are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46977", + "accept": false, + "reason": "CohereASR loss fix and Mllama arg-name deprecation are different code paths." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46968", + "accept": false, + "reason": "Serge branch workflow wiring and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR training-loss fix and MusicGen generation typo fix are unrelated." + }, + { + "left": "pull_request:46974", + "right": "pull_request:46977", + "accept": false, + "reason": "MusicGen generation typo and Mllama arg-name deprecation are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46920", + "accept": false, + "reason": "Molmo2 model addition and Voxtral realtime API adaptation are different features." + }, + { + "left": "pull_request:46920", + "right": "pull_request:46968", + "accept": false, + "reason": "Voxtral realtime API support and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46958", + "accept": false, + "reason": "Molmo2 model addition and CohereASR loss bugfix are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46961", + "accept": false, + "reason": "Native FSDP2 integration and Serge branch normalization are unrelated infrastructure changes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46965", + "accept": false, + "reason": "wav2vec2 SDPA dispatch support and DeepSeek V4 cache support are different model/runtime changes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46961", + "accept": false, + "reason": "Unlimited OCR model addition and workflow normalization are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46977", + "accept": false, + "reason": "Unlimited OCR model addition and Mllama arg-name cleanup are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46965", + "accept": false, + "reason": "Unlimited OCR model addition and DeepSeek V4 cache support are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46977", + "accept": false, + "reason": "wav2vec2 SDPA dispatch support and Mllama arg-name cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46965", + "accept": false, + "reason": "Molmo2 model addition and DeepSeek V4 cache support are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 model addition and Step-3.7-Flash implementation are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46995", + "accept": false, + "reason": "Unlimited OCR model addition and MLU availability check are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The CohereASR cluster is plausible, but one soft-edge accept is too broad: 46903 bundles an additional PPFormulaNet fix, so it is not clearly mergeable with 46958 as a single PR for the same bugfix. That makes the duplicate verdict less conservative than the packet supports. The rest of the summary is mostly grounded, but this overstates the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 35, + "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-40546-39", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46891", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46933", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46957", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46977", + "pull_request:46986", + "pull_request:47006", + "pull_request:47008" + ], + "soft_pairs": [ + "pull_request:46658|pull_request:46961", + "pull_request:46658|pull_request:46977", + "pull_request:46658|pull_request:46965", + "pull_request:44517|pull_request:46836", + "pull_request:43451|pull_request:46912", + "pull_request:44517|pull_request:46957", + "pull_request:43451|pull_request:46196", + "pull_request:43451|pull_request:46957", + "pull_request:46196|pull_request:46961", + "pull_request:46957|pull_request:46961", + "pull_request:46912|pull_request:46961", + "pull_request:44517|pull_request:46891", + "pull_request:46707|pull_request:47008", + "pull_request:46957|pull_request:46977", + "pull_request:46912|pull_request:47008", + "pull_request:46196|pull_request:46957", + "pull_request:46957|pull_request:47008", + "pull_request:46836|pull_request:47008", + "pull_request:46933|pull_request:47008", + "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:46950", + "pull_request:46949|pull_request:46951", + "pull_request:46927|pull_request:46949", + "pull_request:46907|pull_request:46927", + "pull_request:46927|pull_request:46971", + "pull_request:46908|pull_request:46926", + "pull_request:46986|pull_request:47006", + "pull_request:46907|pull_request:46949", + "pull_request:46970|pull_request:47006", + "pull_request:46970|pull_request:46986", + "pull_request:46907|pull_request:47006", + "pull_request:46907|pull_request:46970", + "pull_request:46907|pull_request:46986", + "pull_request:46961|pull_request:46977", + "pull_request:43451|pull_request:46968", + "pull_request:43451|pull_request:46961", + "pull_request:43451|pull_request:46977", + "pull_request:46957|pull_request:46965", + "pull_request:46658|pull_request:46836", + "pull_request:46891|pull_request:46957", + "pull_request:46836|pull_request:46957", + "pull_request:46912|pull_request:46957", + "pull_request:46836|pull_request:46912" + ], + "prepared_review_unit_hash": "58cf6aa06c3e37b3c175bce93d7a02cd70469b8e4edb35355224ec58d509ab65", + "component_budget": { + "node_count": 39, + "item_count": 39, + "soft_pair_count": 115, + "serialized_chars": 132026, + "estimated_input_tokens": 33007, + "estimated_eval_tokens": 66270 + }, + "budget": { + "node_count": 26, + "item_count": 26, + "soft_pair_count": 43, + "serialized_chars": 71679, + "estimated_input_tokens": 17920, + "estimated_eval_tokens": 36096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: model-addition PRs, docs/CI tweaks, and several unrelated model bug fixes. The only clear duplicate-style pair is the Gemma4 dtype-casting fix (46933 vs 47008); the rest should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the whole cluster; if anchoring the only true duplicate subcluster, 46933 is the better representative because it has the explicit issue target and 47008 is the near-identical follow-up.", + "best_issue_reason": null, + "best_pr_reason": "46933 is the best PR to keep as the representative for the one genuine duplicate pair in this cluster. The other PRs are unrelated enough that they should not be merged into the same canonical change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46658", + "right": "pull_request:46961", + "accept": false, + "reason": "Unrelated: Step-3.7-Flash model scaffolding vs a workflow to normalize Serge branches." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46977", + "accept": false, + "reason": "Unrelated model additions/fixups: Step-3.7-Flash vs Mllama arg-name cleanup." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46965", + "accept": false, + "reason": "Different features: Step-3.7-Flash implementation vs a DeepSeek V4 cache behavior fix." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46836", + "accept": false, + "reason": "Both add models, but for different models (Qwen3-TTS vs Unlimited OCR), so not duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 model addition is unrelated to RoPE test coverage changes." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46957", + "accept": false, + "reason": "Qwen3-TTS model addition is unrelated to finegrained FP8 generation/kernel changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 addition and wav2vec2 SDPA dispatch support are different changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Molmo2 model addition is unrelated to finegrained FP8 kernel work." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46961", + "accept": false, + "reason": "wav2vec2 SDPA dispatch support has nothing to do with Serge workflow normalization." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46961", + "accept": false, + "reason": "Finegrained FP8 kernel changes are unrelated to branch-normalization workflow plumbing." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46961", + "accept": false, + "reason": "RoPE test improvements are unrelated to the Serge normalization workflow." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46891", + "accept": false, + "reason": "Qwen3-TTS model addition is unrelated to PEFT CI workflow testing." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47008", + "accept": false, + "reason": "Native FSDP2 migration and Gemma4 dtype-casting fixes are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46977", + "accept": false, + "reason": "Finegrained FP8 kernel work and Mllama arg-name cleanup are separate changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47008", + "accept": false, + "reason": "RoPE test changes are unrelated to Gemma4 quantized-embedder dtype casting." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46957", + "accept": false, + "reason": "wav2vec2 SDPA dispatch support is unrelated to finegrained FP8 decoding changes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47008", + "accept": false, + "reason": "Different problem space: finegrained FP8 kernel selection vs Gemma4 dtype casting." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47008", + "accept": false, + "reason": "Unlimited OCR model addition is unrelated to Gemma4 dtype-casting fixes." + }, + { + "left": "pull_request:46933", + "right": "pull_request:47008", + "accept": true, + "reason": "Same concrete Gemma4 bug: both patch quantized vision/audio embedders to avoid invalid dtype casting, and 47008 is a near-identical follow-up to 46933." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "Related model area, but not the same fix: one changes Mamba2 runtime behavior, the other only adjusts test loading dtype arguments." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Whisper/audioflamingo cache bug fixes vs Mamba2 OOM behavior are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Whisper/audioflamingo test fixes are unrelated to PEFT integration test loading." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Both touch DeepSeek V4, but one is FP8 generation optimization and the other is use_cache=False support; different code paths." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7-Flash and Unlimited OCR are separate model integrations." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46957", + "accept": false, + "reason": "PEFT CI workflow edits are unrelated to finegrained FP8 model/runtime changes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", + "accept": false, + "reason": "Unlimited OCR model addition is unrelated to finegrained FP8 kernel changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46957", + "accept": false, + "reason": "RoPE test coverage changes are unrelated to finegrained FP8 runtime work." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46977", + "accept": false, + "reason": "Workflow normalization and Mllama arg-name cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46968", + "accept": false, + "reason": "Molmo2 model addition is unrelated to docs autolink fixes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46961", + "accept": false, + "reason": "Molmo2 model addition is unrelated to Serge branch normalization." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46977", + "accept": false, + "reason": "Molmo2 model addition is unrelated to Mllama arg-name cleanup." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "FP8 kernel/generation tuning and DeepSeek V4 cache semantics are different fixes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", + "accept": false, + "reason": "Unlimited OCR model addition is unrelated to finegrained FP8 kernel work." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47008", + "accept": false, + "reason": "RoPE test changes and Gemma4 dtype casting are different problems." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "EdgeTam import_or_config fix and GLM46V other fix are separate model-specific bugs." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "GLM46V output mismatch fixes are unrelated to Whisper/audioflamingo test issues." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46949", + "accept": false, + "reason": "EdgeTam import/config test failures and Whisper/audioflamingo failures are different bugs." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46970", + "accept": false, + "reason": "EdgeTam import/config failures are unrelated to MusicGen Melody output mismatch fixes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "EdgeTam import/config failures are unrelated to GLM OCR output mismatch fixes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47006", + "accept": false, + "reason": "EdgeTam test failures and Gemma3 output mismatch fixes are separate model bugs." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46971", + "accept": false, + "reason": "EdgeTam import/config failures are unrelated to Mamba2 OOM-related test adjustments." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46970", + "accept": false, + "reason": "Finegrained FP8 kernel changes are unrelated to MusicGen Melody generation mismatch fixes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46986", + "accept": false, + "reason": "Finegrained FP8 kernel changes are unrelated to GLM OCR output mismatch fixes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47006", + "accept": false, + "reason": "EdgeTam failures and Gemma3 output mismatch fixes are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "EdgeTam import/config failures and GLM OCR output mismatch fixes are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46970", + "accept": false, + "reason": "EdgeTam import/config failures and MusicGen Melody output mismatch fixes are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46977", + "accept": false, + "reason": "Serge workflow normalization and Mllama arg-name cleanup are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47006", + "accept": false, + "reason": "Finegrained FP8 kernel changes are unrelated to Gemma3 cache-implementation behavior." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "GLM OCR output mismatch fixes and Gemma3 cache-implementation behavior changes are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46949", + "accept": false, + "reason": "EdgeTam import/config failures and Whisper/audioflamingo failures are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46970", + "accept": false, + "reason": "GLM46V fixes and MusicGen Melody fixes are separate model bugs." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46957", + "accept": false, + "reason": "RoPE tests and finegrained FP8 runtime changes are not the same bug/change." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47006", + "accept": false, + "reason": "EdgeTam and Gemma3 fixes target different model behaviors." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46970", + "accept": false, + "reason": "Finegrained FP8 kernel changes are unrelated to MusicGen Melody generation fixes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46986", + "accept": false, + "reason": "Finegrained FP8 kernel changes are unrelated to GLM OCR output mismatch fixes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46971", + "accept": false, + "reason": "EdgeTam failures and Mamba2 OOM test adjustments are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "EdgeTam failures and GLM OCR failures are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47008", + "accept": false, + "reason": "Unlimited OCR addition is unrelated to Gemma4 dtype-casting fixes." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "Same model family, but one is a runtime/kernel fix and the other is a test-only loading change; not the same concrete bug." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46950", + "accept": false, + "reason": "EdgeTam import/config failures are unrelated to Mamba2 OOM behavior." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/audioflamingo failures are unrelated to Mamba2 test OOM fixes." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT integration fixes are unrelated to Mamba2 OOM-related test changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 35, + "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": "2900e246b1dbbe28f319685d33495fb2578b8c8c8d604ae8a1dc8b4a065fb6c2", + "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 are two unrelated feature PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:41224 is the more focused and self-contained feature PR, with a clear model-specific code path and matching docs/tests for DINOv3 image classification.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:41224 is the strongest standalone PR in the set because it targets a concrete, narrowly scoped capability addition and appears easier to review and merge cleanly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: these PRs address different model families and different problems. TimesFM covariate forecasting is unrelated to DINOv3 image classification, and they would not plausibly be merged into one PR or fix the same code-path issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request: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:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "0a662ef195869392924a67712893b4fe0487b72a64ba490077f6d83f7dab907e", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34782, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34782, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs; the only true duplicate pair is the two loss_utils patches that both forward supported kwargs into fixed_cross_entropy. Everything else targets different models, subsystems, or documentation/tests and should remain separate.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is a strong canonical representative for the duplicate loss_utils fix because it addresses the same fixed_cross_entropy kwargs-forwarding bug as 43254 in the same code path. That said, both PRs explicitly target issue 43240, so the cluster does not support a claim that 43251 is uniquely tied to the shared bug report.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall representative of the cluster\u2019s only real duplicate set: it directly fixes fixed_cross_entropy in loss_utils.py and cleanly forwards the supported cross_entropy kwargs. PR 43254 is a very close sibling, but the pair is still the clearest actionable duplicate relationship in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method additions and a new MobileLLM model are unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Missing tokenizer methods and executorch export tests do not share the same underlying bug or change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and MobileLLM model creation are separate concerns." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs forwarding and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "A cross_entropy wrapper fix and Mistral4 test/model changes are not the same code-path problem." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export tests and Mistral4 fixes target different issues." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch exportability tests are unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation and config-resolution ordering fix are different changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-collection refactoring are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition and the model-creation skill are not the same underlying bug or feature." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and a new-model skill are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactoring and Mistral4 fixes do not address the same problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and a CLIP-like layernorm rename are different model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and serve chat parsing updates are unrelated subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 changes and adding a TDT loss kernel are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model work and config resolution ordering fix are separate bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and the model-creation skill are not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same fixed_cross_entropy wrapper in loss_utils.py to forward supported cross_entropy kwargs; they are plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the canonical PR rationale overstates the evidence: PR 43254 also has an explicit issue target (43240), so 43251 is not the only change in the cluster tied to a shared bug report. The rest of the summary is mostly grounded, and the 43251\u219443254 mergeability verdict looks conservative, but the unique-target claim is not supported by the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 35, + "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": "1da5dcb044e8c50e52f57a2a8f830505839d3d81eaad7e40ade5819c9fd1cac2", + "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 in workflow files, but they target different dependency bumps and different motivations. They overlap in filenames because they touch shared workflows, not because they fix the same concrete issue.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because it has a clearer, narrower purpose: upgrading workflow actions specifically for Node 24 compatibility. That makes the underlying change more concrete than the broader 'latest versions' update in 42976.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best single PR to keep as canonical for this cluster since its intent is explicit and technical, while 42976 is a separate maintenance sweep over different actions. If one PR must anchor the cluster, 42975 is more precise.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are both workflow dependency updates, but they change different actions for different reasons (Node 24 compatibility vs latest-version bumps). They do not appear to fix the same concrete bug or change the same code path, and they would not naturally merge into one PR beyond generic maintenance." + } + ] + }, + "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": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "06bb08ff9a287e41612541b64cd72817093cd13a6f037373ebfd8d730c3d1e58", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests add different models/features (ViT NEPA, Molmo, CTSM, Step3p7 Flash). They share broad integration patterns and some auto/doc files, but they do not look like the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical duplicate PR: each PR introduces a distinct model family and code path, so none is a true stand-in for the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the strongest representative only in the sense that it is the most mature model-addition PR with broad integration and review activity, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are incidental to model registration, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model integrations with different architectures and code paths; overlap is only in framework plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model families; similarity is limited to common Transformer repo scaffolding, not a single mergeable change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM (time-series) and Step3p7 Flash (multimodal) are different models and implementation areas; they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "02fa5c03b91078d67ad8e371d16d721ba72a184d59a8f434a9aee483c268a947", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19594, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19594, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that touch different models/subsystems and appear to be separate fixes. The only clear duplicate pair is the two YOLOS device-mismatch PRs, which both target the same issue and same code path in `modeling_yolos.py`.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best canonical PR because it addresses the YOLOS device-mismatch path more completely in `modeling_yolos.py` and is tied to the same tracking issue as the other YOLOS PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest representative of the actual fix: it patches the runtime device placement in the YOLOS forward path and also adds the no-split module guard for `device_map=\"auto\"`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different problems: Whisper tokenization/tests versus CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Unrelated code paths: Whisper decoding fix versus FP8 dequant/loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Different bug domains: Whisper tokenization versus generation watermarking/config validation." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/tests and YOLOS device-mapping are unrelated fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test-only edits for different model families and no shared underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test changes are unrelated to FP8 dequantization/loading." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems and no shared concrete failure mode." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "No overlap beyond being test/model repo changes; underlying bugs differ." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/loading fix and Phimoe CI/test fix are unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different functionality and different failure paths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequant logic and YOLOS device placement are not the same bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation changes versus CI/runtime test harness changes are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and different concrete fixes." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe CI/test infrastructure changes do not match a YOLOS runtime bug." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs fix the same YOLOS `device_map=\"auto\"` device-mismatch issue in `src/transformers/models/yolos/modeling_yolos.py`, and could plausibly be merged into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster-level judgment is grounded: the non-YOLOS PRs appear to be unrelated fixes across different subsystems, and the only plausible mergeable duplicate pair is the two YOLOS PRs. One small precision note: PR 46886 does not itself patch the forward-path device mismatch, so saying both YOLOS PRs fix the same code path is a bit strong; it is safer to describe them as the same tracked YOLOS device-mismatch issue in the same file." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "0dce6171f925a9ee718ec691816761ba4a152c1b9d452a1901faf5cb7535c889", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are unrelated '[don't merge]' PRs touching different workflow/setup/test-harness paths; they do not look like duplicates of the same underlying fix or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 edits setup/versioning and a ViT test, while 46747 only changes the PR security-gate workflow trigger. No shared concrete bug or mergeable code-path fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is a repo-bot/setup/version-format experiment; 43532 rewrites several CI/comment workflows plus testing helpers. They are not the same underlying problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but 43532 is about comment/notification CI and test harness behavior, while 46747 changes the security-gate workflow trigger. Too different to be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 35, + "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": "6f520d14f01a74e6abf08868b4c0794cb79ce2fff0157b688246fc6ad9b7b4f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They overlap in pipeline/docs scaffolding but target different tasks, model integrations, and test suites, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 and 43613 implement different pipelines for different segmentation tasks, so they are not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "If a single representative PR is needed, 43613 is the broader and more integrated change, touching more model backends and tests. But it should still remain separate from 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: despite shared pipeline/documentation plumbing, the PRs implement different concrete features (Promptable Concept Segmentation vs Promptable Visual Segmentation) with different filenames, model hooks, and test coverage. They are not the same bug/change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 35, + "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": "26d896756b36f165d4ed521f96f6ba052a5f8a25cefc60b4d49b649e2885b350", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both modify `Trainer` for custom trainer extensibility, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors input-column filtering based on model signatures. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the better anchor: it makes a concrete behavioral change in `training_step` with a clearly scoped bug/feature fix around gradient accumulation loss scaling.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the strongest standalone PR in the cluster because it targets a specific training correctness issue rather than a refactor of trainer internals.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch `trainer.py` and mention custom trainers, but #43651 fixes loss normalization during gradient accumulation while #43663 refactors signature-column inspection. Different underlying behavior, not one mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "e9aa2658a6859b904820d3810201648c9ecc38a38846fa655fad1c743beae328", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same file and both mention a TypeAdapter-related NameError, but they fix different typing/runtime issues: one adds future annotations and broader annotation cleanup, the other targets the missing-pydantic TypeAdapter reference. They are related, but not a clear duplicate pair.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the more direct fix for the explicit pydantic-related TypeAdapter NameError, with a narrowly scoped change that matches the reported failure mode.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both are in transformers/cli/serve.py and both touch type annotations, but #43656 is a broader future-annotations/typing cleanup while #43842 specifically fixes the TypeAdapter reference when pydantic is absent. They overlap in area, not in the same concrete bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "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:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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"pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "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:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "3f2bbcad7b198e1d4fc5e773dbc832b157c568700862b02c5dc1470a8fc3d177", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75096, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a family of output-tracing refactors, but the artifacts split cleanly by model family. Only a few pairs are true duplicates or near-duplicates within the same concrete code path (notably GPT-Neo and GPT-J variants); most cross-model pairs are just parallel refactors sharing the same umbrella issue.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the clearest canonical representative: it is explicit about the shared issue target, covers the central GPT-J/CodeGen output-tracing refactor, and looks like the broadest coherent implementation among the closely related GPT-J variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the best single PR to keep as the cluster anchor because it is the most explicit and broadly representative of the repeated GPT-J/CodeGen tracing change, while still being a concrete, mergeable code-path refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and different code paths (CVT/FNet vs GPT-J); same umbrella topic is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet output tracing is unrelated to DeBERTa's tracing refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor family on the same code path; plausibly one merged PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR refactor vs EfficientNet refactor; different model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet are different concrete model refactors." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output tracing and MGP-STR output tracing are different model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same pattern, different implementation." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; not duplicates." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; 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not duplicates." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 output tracing vs GPT-J/CodeGen output tracing are different concrete code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are not the same underlying change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBERT are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are distinct code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different models." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are not the same underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are separate refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are unrelated model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family; the later PR looks like a narrower variant of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing on the same underlying model code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet refactor vs RegNet/ResNet/RT-DETR refactor; not duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are separate model code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is generally grounded in the packet: the cluster is indeed dominated by output-tracing refactors, and the conservative cross-model rejections are supported by the filenames/diffs. The accepted same-family pairs (GPT-Neo and GPT-J/CodeGen variants) look plausibly mergeable into a single bugfix PR, so I don\u2019t see an evidence overstatement that requires rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "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:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "384826c814c47b3ca0d37e837e10f3fc30607be08b81d8885eb8d0d75a46578d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all thematically similar refactors to standardized output tracing/capture, but they target different model implementations and code paths. They are related, not duplicates, so the soft edges should not be merged.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the most representative single item: it has an explicit issue target, a concrete SpeechT5 code-path refactor, and clear output-capture changes. It best anchors the cluster without overstating cross-model duplication.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone candidate for triage because it is the most substantiated by an issue link and has a focused, model-specific implementation change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but they touch different models (FocalNet vs ImageGPT) and different internals. Same theme, not the same underlying bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model-specific refactors. They share a decorator/capture pattern, but not a concrete shared code-path defect." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are distinct implementations with different output-tracing hookups. Similar infrastructure direction, but not mergeable as one fix for one bug." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model refactors in different files and model classes. The overlap is only the standardized output-capture approach." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations. They both migrate to output capture, but that is a broad refactor theme, not the same underlying issue." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different code paths and likely different output signatures. Shared pattern alone is too weak to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "9f218fb860e58bc721a7f14900105e00292c8e0eee4a8474865c2833f4f9aab6", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of per-model output-tracing refactors across different Transformers models. They share a common pattern, but the PRs usually touch distinct code paths, so they should not be deduped together.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present. As a representative PR, 44025 is the broadest of the set and clearly shows the core output-tracing refactor pattern across closely related depth models.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the best single exemplar for the cluster: it is a concrete output-tracing refactor, spans multiple related files, and is representative of the overall theme without being tied to a narrower one-file cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model implementations and different forward paths; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing cleanups, but they target unrelated model code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Parallel API cleanup in a different model family; not a duplicate bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; overlap is only the generic refactor pattern." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Same helper adoption theme, but unrelated model code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Both refactor outputs, but in different models with separate forward implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Similar output-tracing cleanup, not the same underlying model bug or code path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and different forward/tracing logic; only the refactor style matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Related wrapper cleanup, but vision-text and vision-encoder-decoder are separate code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrapper; not the same concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Both are refactors to support tuple/output tracing, but they affect unrelated model implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Same broad cleanup pattern, but distinct model code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; only the naming/theme is shared." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Output-tracing refactor in separate model stacks; not mergeable as one concrete fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Parallel refactors in different models, not one shared bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; similar helper usage is not enough." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Same general refactor theme, but distinct model implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Not the same code path; just another output-tracing cleanup." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model code, no shared concrete defect or change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba and SuperPoint are unrelated; similarity is only superficial." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and different forward logic; not a duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Unrelated model stacks; shared refactor vocabulary only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different concrete implementations and code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Similar API cleanup, but not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures; overlap is only generic output-tracing refactor work." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are wrapper refactors, but they target different encoder-decoder families." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Similar refactor pattern, but distinct models and code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth models versus SuperPoint are unrelated concrete changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations; same helper usage does not make them duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and forward paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different wrapper/model code paths; not the same bug or change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision and speech encoder-decoder wrappers are separate implementations, not one shared code-path fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Unrelated model stacks; only the refactor motif matches." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and distinct forward implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model code paths; similarity is limited to the refactor pattern." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and concrete implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Not the same underlying code-path change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and files; only a generic tracing refactor is shared." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are unrelated code paths." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families; shared helper adoption is not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "df69f6a7c8a7d4bd2beab2c7ba80b9be931907c7b4bbc0ba2b54297fe5ca639f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-implementation PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some transformer registry/docs scaffolding, but they target different models and codepaths, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying changes for different models (PenguinVL vs Voxtral TTS); shared files are generic registration/docs updates, not the same concrete fix or 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": 16, + "component_count": 35, + "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-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "4cd5299058da650dc45266c2f99b067c61fda6a28caa535058849da780344b9c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: #44965 is a workflow edit to change PRs to draft, while #46845 tweaks CI branching and includes an unrelated code change in modeling_utils.py.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: #44965 and #46845 are different changes touching different code paths and should not be clustered as one duplicate change.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick one representative, #46845 is the more substantial multi-file PR, but it is still not a good canonical match for #44965.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different underlying changes: #44965 modifies a docs workflow to convert PRs to draft, while #46845 changes CI routing and adds an unrelated modeling_utils.py edit. They would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "1bd10efb07751dc2b78a85f2497ad47bc9b3407fcd2c6ea826e6f1c1a1b154d9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Related fusion work, but not duplicates: PR 44979 introduces a generic Module Fusion API, while PR 45363 wires a specific n-to-1 kernel-fusion path through KernelConfig and integrations. They target different layers and wouldn\u2019t be merged as one PR.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the better canonical representative because it defines the underlying module-fusion API; PR 45363 is a narrower, dependent application of that idea.", + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the strongest standalone representative of the cluster since it introduces the core abstraction rather than one concrete fusion integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different change scope and code path: 44979 adds the reusable module-fusion API, while 45363 implements kernel-config-based n-to-1 fusion plumbing and example usage. Related, but not the same underlying fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 35, + "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": "18da8fdd1808986f2384e65fac09efae50b5f462d83c3502270cd34a04522ceb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it adds tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical representative: it contains the same code fix as 45086 and adds test coverage for the bug.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the strongest PR for the cluster because it addresses the same concrete failure mode and includes validation, making it the most merge-ready candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and file; the second PR is essentially the first plus tests, so they are mergeable as 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": 35, + "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": "a41fe8e63ac7ee4c332ad1a5d41047e62726ca03e9e4a67a03e97ee5ec6eddb7", + "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 NemotronH work, but they target different scopes: one is a refactor/inheritance and conversion-mapping update, while the other splits the architecture into new dense/sparse model families plus docs and auto-mapping changes. They should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader and more representative change for the NemotronH model-family restructuring, covering the new dense/sparse variants, docs, auto mappings, and related model files.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best overall representative because it captures the larger architectural split and new public model surface, whereas #45115 is a narrower refactor focused on inheritance and conversion mapping.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Not the same underlying change. #45115 is a targeted refactor around NemotronH inheritance and conversion mapping; #45569 introduces separate NemotronH dense/sparse model packages, docs, and auto-mapping updates. They overlap in the same subsystem but would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "10e40d33e2f59ca2773f71422205f29a824d5706a6b3c2d7d82985509f960409", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6090, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6090, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closely related PRs for heterogeneous model support, but one is a broader end-to-end implementation and the other is a narrower config-only slice. They overlap heavily in docs/configuration code, yet they are not the same concrete change set.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the better canonical representative because it covers the full heterogeneous-model feature stack: per-layer config plus modeling, cache/masking updates, integrations, and tests. PR 45333 is a narrower config-only subset.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the strongest overall match for the cluster\u2019s theme and the most complete implementation of the underlying feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not duplicates: 45333 is focused on per-layer configuration only, while 45332 also changes modeling, cache, masking, and integration code. They share files and topic, but they are different scope and could reasonably be separate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 35, + "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": "a9de0c9f8f3666b43d5468e7ec8f2ca9835fbc6f2a1736eea32b8897d0a9eb9f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are type-checking/typing-focused PRs in the transformers codebase, but they address different changes: one is a broad sweep over many `src/transformers/*py` files and mypy/pyproject config, while the other adds typing protocols and related adjustments around `modeling_utils` and friends. The overlap in filenames reflects shared typing infrastructure, not the same underlying bug or fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear duplicate PR here: the scopes differ materially, with one being a broad repo-wide typing cleanup and the other introducing specific typing aliases/protocols for internal interfaces.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative of the cluster because it is more focused on a concrete typing-interface change, whereas 45415 is a wider mechanical typing pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related files are not enough to make these the same change; the PRs target different typing problems and would not plausibly be merged as one 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": 22, + "component_count": 35, + "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": "997fefa9eb85a0783848f17675afa77db7604efba53b322de68237abc357fd61", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two distinct expert-parallelism fixes: one targets DeepSpeed ZeRO-3/accelerate loading and serialized distributed_config handling, the other targets FSDP2 rank-0 broadcast overwriting expert parameters. Related area, but different bugs and fixes.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative of its own bug: it has the more concrete failure mode (experts overwritten by rank-0 broadcast) and the broader code-path fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone PR in this cluster because it addresses a specific, reproducible expert-loading corruption path with coordinated changes across loading and parallelism code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are EP-related, but they fix different problems: 45548 is about accelerate/ZeRO-3 loading and config serialization, while 45662 prevents expert weights from being overwritten during FSDP2 rank-0 broadcast." + } + ] + }, + "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": 35, + "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": "7757c23db54c97af9b40f75b4a78ddbb0118bf3b3c93f0570174853c61e73df6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same captured_info/xdist collision problem in transformers testing utilities; 45645 is the more complete superset because it includes the core file-splitting fix plus CI log aggregation changes.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the main xdist-safe debug-log fix and also updates CI to collect multiple captured_info files, making it the broader end-to-end solution.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best overall PR for the cluster since it addresses the underlying bug and the downstream artifact handling, whereas 45639 only covers the core library-side change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist-safe captured_info bug in testing_utils; 45645 extends the exact same fix with workflow support, so they are mergeable as 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": 24, + "component_count": 35, + "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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "afe027662d53836aa1d6f25219dd9ba1297467d6041349d3b33adf406055b761", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated linter-rule PRs that happen to touch overlapping transformer model files. They do not fix the same concrete bug or implement the same change, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46259 is the broader, more central modeling-rule change and is the better representative of this cluster, but it is not a duplicate of #45720.", + "best_issue_reason": null, + "best_pr_reason": "PR #46259 is the strongest representative because it covers a larger linter-rule implementation across many modeling files; #45720 is a narrower, different rule change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: the PRs target different lint rules and different code changes. #45720 implements part of TRF003 by adding `can_return_tuple`/forward-signature changes, while #46259 adds TRF018 modeling-rule updates around weight initialization. Shared filenames are incidental to broad model coverage, not evidence of the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "afe9fb6324ade85d1ac0078584d2dcd3f042fd39d0eebaf1524a7a77f22873c0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both open, unrelated PRs with broad test/maintenance themes, but they do not fix the same underlying problem and should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the more representative PR in the cluster because it contains substantive model/config and CI workflow changes, whereas PR 46100 is primarily a test migration/addition PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best single representative of the cluster because it is the broader, more central code change; PR 46100 is narrower and mostly test infrastructure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the PRs address different changes. 45932 tweaks CI secrets and model/config internals across multiple files; 46100 adds kernel tests and a DDP test config for AltCLIP/ViT migration. They do not appear to fix the same code-path bug or be plausibly merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "ae1de4a7a58d9f9d2de84fadb5134320d1c8e3f945b73f6451e69d0f7d1038fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests overlap in distributed/MoE code, but they are not the same change: #46126 is a focused EP + Trainer integration patch, while #46269 is a much broader distributed branch/base refactor touching many unrelated areas. The shared filenames suggest branch lineage or subsystem overlap, not a mergeable duplicate PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46269 is the broader umbrella change and best represents the cluster\u2019s distributed branch work; #46126 is a narrower follow-up focused on EP + Trainer integration.", + "best_issue_reason": null, + "best_pr_reason": "#46269 is the best representative PR because it spans the larger distributed foundation and includes the overlapping files, whereas #46126 is a specific feature integration on top of that base.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough to treat these as duplicates. #46126 is a targeted EP/Trainer integration change, while #46269 is a broad distributed branch base touching many additional components; they are not the same concrete code-path fix and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "b6374718386e3a67f7e036e82b666afdf24c7de2052592de2b4d6bb1dad95da1", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated workflow maintenance changes. The only apparent subgroup is several updates to pr-ci-security-gate.yml, but they address different security/permission behaviors and should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the strongest representative of the only related subgroup: it makes the most substantive functional change to pr-ci-security-gate.yml by adding real security checks, whereas the nearby PRs are narrower permission or wiring tweaks.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best overall representative because it is the most concrete and central change in the cluster, and the other PRs are either unrelated workflow edits or separate follow-up adjustments in the same file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different code paths: self-comment CI stdin handling vs pr-ci-security-gate security logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; one updates self-comment CI command input, the other changes PR CI security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different PR CI workflows and different intents; no shared underlying bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different fixes; one is self-comment CI, the other is PR CI security-gate secrets handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow maintenance, but they fix different scripts in different files and are not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark_v2 dispatch behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and unrelated changes: SSH runner secret handling vs anti-slop permission scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner hardening is unrelated to assign-reviewers checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different code paths; ssh-runner hardening is not the same as PR CI security-gate checks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated security adjustments." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner changes and PR CI security-gate reuse changes are distinct fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated security changes; no common bug/change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different behavior changes: anti-slop permissions vs benchmark_v2 trigger conditions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated fixes; permissions in anti-slop is not the same as checkout ref in assign-reviewers." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different mechanics: anti-slop permission scoping vs shell-safe COMMIT_MESSAGE handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Same broad CI area, but different workflows and unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and distinct behavior changes; not the same underlying bug." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Assign-reviewers checkout ref and build-ci-docker-images message handling are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems; no mergeable duplicate relationship." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch trigger and build-ci image tag parsing are separate workflow changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different concerns; benchmark triggering vs PR CI security gating." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch CI workflows, but one fixes shell parsing in build-ci-docker-images while the other changes PR CI security gating." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different files and different workflow behavior; not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different underlying changes: 46554 adds security checks, while 46558 tightens permissions/approval gating. They could coexist in one file but are not duplicates." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but different code paths: actual security checks versus switching to a reusable workflow wrapper." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different change scope: security checks versus secrets handling on the reusable workflow call." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the same workflow file, but they change different behaviors and are not the same underlying fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval gating and secrets inheritance are distinct security tweaks, not duplicates." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Both are about pr-ci-security-gate.yml, but one switches to a reusable workflow and the other changes secrets passing; different changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different concerns; shell-safe env parsing vs PR CI security gate wiring." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening is unrelated to PR CI security-gate workflow reuse." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different files and different fixes; build-ci message parsing is unrelated to PR CI secrets handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated security hardening changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "fed8477c05d8e74318f4cf9fb4cf02cff6cf89711041cca613f456abdeccc0af", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar security hardening changes, but they fix different code paths: one validates shard filenames from a checkpoint index in `hub.py`, the other rejects path traversal in the `transformers_weights` config field in `modeling_utils.py`. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the changes target different loaders, different trusted inputs, and different filenames, so they should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better duplicate representative of the other; both are standalone fixes for distinct path-traversal vectors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are security-related path validation fixes, but they address different bugs in different call sites (`weight_map` shard loading vs `transformers_weights` config loading) and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47010" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47010" + ], + "prepared_review_unit_hash": "7581c757eb6aa6d843a95c9fcd396b4cf3242270ba7f156fe1cd6481937ead49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4792, + "estimated_input_tokens": 1198, + "estimated_eval_tokens": 2652 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4792, + "estimated_input_tokens": 1198, + "estimated_eval_tokens": 2652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs address an off-by-one in sliding_window_mask_function right-window handling; one is a Moonshine-only fix, the other also includes Gemma4. They are closely related but not the same PR change set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47010 is the broader, more complete change set: it fixes the same boundary bug in Moonshine streaming and also applies the same correction in Gemma4, making it the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 47010 is the strongest candidate overall because it captures the shared off-by-one fix across multiple affected implementations, while PR 46310 is a narrower Moonshine-only subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47010", + "accept": false, + "reason": "Both change the right-window boundary from < to <=, but 47010 also modifies Gemma4 and is not just the same concrete PR; it is a broader multi-file fix rather than a duplicate of 46310." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 35, + "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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "c40598589d2d24317f5ad8a7fa8b557c358c50ab468c17d55b3dc25e73a5499b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model and its docs/code. They should not be clustered as duplicates or merged as one change.", + "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:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes and code paths: continuous batching infrastructure vs. a new multimodal model implementation. They do not appear to be the same bug or feature and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "74cc8f237da39f0cdd451392138f6ee9135acde2a147b6a8268d30c94fa266d0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both tokenizer-related but fix different bugs in different code paths: CodeLlama decode stripping versus DeepSeek-Coder/LLM tokenizer-class selection. They should not be treated as duplicates or merged into one change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46574 is the more self-contained concrete bug fix: it targets a specific decode-path regression in CodeLlama and includes focused test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 46574 is the best representative of the cluster because it is a narrowly scoped, directly reproducible tokenizer bug fix rather than a broader registry/dispatch adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and code paths: one fixes CodeLlama decoder stripping real leading spaces, the other fixes model-to-tokenizer-class routing for DeepSeek checkpoints. They are not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 35, + "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-46847-2", + "nodes": [ + "pull_request:46847", + "pull_request:47009" + ], + "soft_pairs": [ + "pull_request:46847|pull_request:47009" + ], + "prepared_review_unit_hash": "89957a77a61e12cee2aab25476b1649244f9ac97dfb0a7d68d130daedd278750", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4640, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4640, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are near-duplicates for the same Qwen3.5 tensor-parallel plan change: they touch the same files, add the same `linear_attn` TP entries, and target the same issue. Treat them as the same underlying PR work item.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46847 is the better canonical PR because it is the earlier of the two, has more discussion/review activity, and carries the same code changes and same explicit issue target as #47009.", + "best_issue_reason": null, + "best_pr_reason": "PR #46847 is the strongest representative of the cluster: same diff scope, same filenames, same issue target, and slightly more established through inbound references and review activity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46847", + "right": "pull_request:47009", + "accept": true, + "reason": "They are effectively the same patch: identical changed files, identical `linear_attn` TP-plan additions, and the same explicit issue target. They could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 35, + "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-46993-2", + "nodes": [ + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "c4af77e0f2fff280e6710547029f50ed97edec8a01794711002ec8df152d33fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4310, + "estimated_input_tokens": 1078, + "estimated_eval_tokens": 2412 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4310, + "estimated_input_tokens": 1078, + "estimated_eval_tokens": 2412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated and should not be deduplicated: one fixes prompt lookup decoding overshooting max_length, the other adds validation for empty token lists in logits processor configuration.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Different bug classes and code paths: PR 46993 changes generation candidate length capping in candidate_generator.py, while PR 46994 adds input validation in logits_process.py for empty bad_words_ids/sequence_bias lists. They would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260702T000029Z/analysis-runs/hybrid-model-20260702t000029z/manifest.json b/snapshots/20260702T000029Z/analysis-runs/hybrid-model-20260702t000029z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..91c75eff8d612571c890fb9f9a319120d564750e --- /dev/null +++ b/snapshots/20260702T000029Z/analysis-runs/hybrid-model-20260702t000029z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260702t000029z", + "artifacts": { + "hybrid": "snapshots/20260702T000029Z/analysis-runs/hybrid-model-20260702t000029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260702T000029Z/analysis-runs/hybrid-model-20260702t000029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-02T00:13:12Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260702T000029Z", + "variant": "hybrid" +} diff --git a/snapshots/20260702T000029Z/manifest.json b/snapshots/20260702T000029Z/manifest.json index d7a659fd0ce00b875d0486aec841925fca829add..3b85a6153d424c2eca55c8d44bdcaf1f6fbd21ad 100644 --- a/snapshots/20260702T000029Z/manifest.json +++ b/snapshots/20260702T000029Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 602 }, "extracted_at": "2026-07-02T00:00:29Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260702t000029z", + "runs": { + "hybrid-model-20260702t000029z": { + "analysis_id": "hybrid-model-20260702t000029z", + "artifacts": { + "hybrid": "snapshots/20260702T000029Z/analysis-runs/hybrid-model-20260702t000029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260702T000029Z/analysis-runs/hybrid-model-20260702t000029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260702T000029Z/analysis-runs/hybrid-model-20260702t000029z/manifest.json", + "model": null, + "published_at": "2026-07-02T00:13:12Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260702T000029Z", "watermark": {