diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index ed47e37af2294e04a875851f7aaa729d712dd251..098033fca3a8553f85600759e98ebe97db5d4897 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": "20260630T180022Z", - "generated_at": "2026-06-30T18:13:29Z", + "snapshot_id": "20260701T000029Z", + "generated_at": "2026-07-01T00:11:01Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1049,294 +1049,6 @@ } ] }, - { - "cluster_id": "cluster-43451-4", - "summary": "Cluster of 4 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43451, - "issue_numbers": [], - "pr_numbers": [ - 43451, - 46658, - 46707, - 46836 - ], - "evidence_types": [ - "soft_similarity" - ], - 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"file_overlap": 0.152, - "area_overlap": 0.0, - "patch_similarity": 0.33, - "shared_filenames": [ - "docs/source/en/_toctree.yml", - "src/transformers/conversion_mapping.py", - "src/transformers/models/__init__.py", - "src/transformers/models/auto/auto_mappings.py", - "src/transformers/models/auto/modeling_auto.py" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/_toctree.yml", - "left_ranges": [ - [ - 1361, - 1368 - ] - ], - "right_ranges": [ - [ - 885, - 892 - ] - ] - }, - { - "filename": "src/transformers/conversion_mapping.py", - "left_ranges": [ - [ - 627, - 659 - ] - ], - "right_ranges": [ - [ - 1380, - 1446 - ] - ] - }, - { - "filename": "src/transformers/models/__init__.py", - "left_ranges": [ - [ - 288, - 294 - ] - ], - "right_ranges": [ - [ - 450, - 456 - ] - ] - }, - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 385, - 392 - ], - [ - 813, - 819 - ], - [ - 933, - 939 - ], - [ - 1054, - 1060 - ], - [ - 1186, - 1192 - ] - ], - "right_ranges": [ - [ - 623, - 633 - ], - [ - 898, - 907 - ], - [ - 1102, - 1108 - ], - [ - 1228, - 1234 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 325, - 332 - ], - [ - 1081, - 1087 - ], - [ - 1900, - 1906 - ] - ], - "right_ranges": [ - [ - 495, - 501 - ], - [ - 1097, - 1103 - ] - ] - } - ] - }, - { - "left_pr_number": 46658, - "right_pr_number": 46707, - "code_similarity": 0.027, - "size_similarity": 0.074, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.079, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46658, - "right_pr_number": 46836, - "code_similarity": 0.205, - "size_similarity": 0.748, - "file_overlap": 0.029, - "area_overlap": 0.0, - "patch_similarity": 0.31, - "shared_filenames": [ - "src/transformers/models/auto/auto_mappings.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 362, - 368 - ], - [ - 591, - 597 - ], - [ - 796, - 802 - ] - ], - "right_ranges": [ - [ - 623, - 633 - ], - [ - 898, - 907 - ], - [ - 1102, - 1108 - ], - [ - 1228, - 1234 - ] - ] - } - ] - }, - { - "left_pr_number": 46707, - "right_pr_number": 46836, - "code_similarity": 0.031, - "size_similarity": 0.099, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.078, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-41211-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", @@ -1437,14 +1149,15 @@ ] }, { - "cluster_id": "cluster-46894-5", - "summary": "Cluster of 2 issues and 3 PRs centered on issue #46894.", + "cluster_id": "cluster-46894-6", + "summary": "Cluster of 3 issues and 3 PRs centered on issue #46894.", "status": "open", - "confidence": 0.8, + "confidence": 0.6, "canonical_issue_number": 46894, "canonical_pr_number": 46903, "issue_numbers": [ 46894, + 46897, 46901 ], "pr_numbers": [ @@ -1454,7 +1167,6 @@ ], "evidence_types": [ "closing_reference", - "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ @@ -1651,6 +1363,235 @@ } ] }, + { + "cluster_id": "cluster-46927-6", + "summary": "Cluster of 6 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46927, + "issue_numbers": [], + "pr_numbers": [ + 46927, + 46949, + 46950, + 46951, + 46970, + 46971 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46927, + "right_pr_number": 46949, + "code_similarity": 0.157, + "size_similarity": 0.786, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46927, + "right_pr_number": 46950, + "code_similarity": 0.2, + "size_similarity": 0.966, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.049, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46927, + "right_pr_number": 46951, + "code_similarity": 0.079, + "size_similarity": 0.393, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46927, + "right_pr_number": 46970, + "code_similarity": 0.195, + "size_similarity": 0.929, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.059, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "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": 0.029, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46949, + "right_pr_number": 46950, + "code_similarity": 0.152, + "size_similarity": 0.759, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46949, + "right_pr_number": 46951, + "code_similarity": 0.1, + "size_similarity": 0.5, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46949, + "right_pr_number": 46970, + "code_similarity": 0.169, + "size_similarity": 0.846, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46949, + "right_pr_number": 46971, + "code_similarity": 0.206, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.038, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46950, + "right_pr_number": 46951, + "code_similarity": 0.076, + "size_similarity": 0.379, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46950, + "right_pr_number": 46970, + "code_similarity": 0.182, + "size_similarity": 0.897, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.017, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46950, + "right_pr_number": 46971, + "code_similarity": 0.393, + "size_similarity": 0.759, + "file_overlap": 0.5, + "area_overlap": 0.182, + "patch_similarity": 0.184, + "shared_filenames": [ + "tests/models/mamba2/test_modeling_mamba2.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/mamba2/test_modeling_mamba2.py", + "left_ranges": [ + [ + 418, + 424 + ], + [ + 446, + 451 + ], + [ + 475, + 480 + ], + [ + 498, + 504 + ] + ], + "right_ranges": [ + [ + 418, + 424 + ], + [ + 450, + 456 + ], + [ + 480, + 497 + ], + [ + 508, + 514 + ] + ] + } + ] + }, + { + "left_pr_number": 46951, + "right_pr_number": 46970, + "code_similarity": 0.085, + "size_similarity": 0.423, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46951, + "right_pr_number": 46971, + "code_similarity": 0.106, + "size_similarity": 0.5, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.038, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46970, + "right_pr_number": 46971, + "code_similarity": 0.169, + "size_similarity": 0.846, + "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.", @@ -2335,7 +2276,7 @@ ] }, { - "cluster_id": "cluster-46891-2", + "cluster_id": "cluster-46957-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, @@ -2343,166 +2284,26 @@ "canonical_pr_number": 46957, "issue_numbers": [], "pr_numbers": [ - 46891, - 46957 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46891, - "right_pr_number": 46957, - "code_similarity": 0.049, - "size_similarity": 0.231, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.019, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-46907-2", - "summary": "Cluster of 2 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, - 46908 + 46957, + 46968 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46907, - "right_pr_number": 46908, - "code_similarity": 0.094, - "size_similarity": 0.469, + "left_pr_number": 46957, + "right_pr_number": 46968, + "code_similarity": 0.131, + "size_similarity": 0.608, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.0, + "patch_similarity": 0.063, "shared_filenames": [], "shared_file_areas": [] } ] }, - { - "cluster_id": "cluster-46831-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46831, - "issue_numbers": [], - "pr_numbers": [ - 46831, - 46978 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46831, - "right_pr_number": 46978, - "code_similarity": 0.113, - "size_similarity": 0.229, - "file_overlap": 0.182, - "area_overlap": 0.0, - "patch_similarity": 0.083, - "shared_filenames": [ - "src/transformers/models/qwen3_5/modeling_qwen3_5.py", - "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py", - "src/transformers/models/qwen3_next/modeling_qwen3_next.py", - "src/transformers/models/qwen3_next/modular_qwen3_next.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/qwen3_5/modeling_qwen3_5.py", - "left_ranges": [ - [ - 466, - 474 - ] - ], - "right_ranges": [ - [ - 33, - 39 - ], - [ - 435, - 441 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py", - "left_ranges": [ - [ - 463, - 471 - ] - ], - "right_ranges": [ - [ - 33, - 39 - ], - [ - 432, - 438 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_next/modeling_qwen3_next.py", - "left_ranges": [ - [ - 620, - 628 - ] - ], - "right_ranges": [ - [ - 30, - 36 - ], - [ - 590, - 596 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_next/modular_qwen3_next.py", - "left_ranges": [ - [ - 461, - 469 - ] - ], - "right_ranges": [ - [ - 23, - 29 - ], - [ - 431, - 437 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2781,12 +2582,13 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-5", + "cluster_id": "cluster-46894-6", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ + 46897, 46901 ], - "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2808,17 +2610,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43451-4", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 46658, - 46707, - 46836 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-4 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2890,15 +2681,6 @@ "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-46831-2", - "canonical_pr_number": 46831, - "duplicate_pr_numbers": [ - 46978 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46831-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -2909,39 +2691,43 @@ "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, - "duplicate_pr_numbers": [ - 46891 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46891-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-46894-5", + "cluster_id": "cluster-46894-6", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, 46958 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, soft_similarity evidence." }, { - "cluster_id": "cluster-46907-2", - "canonical_pr_number": 46907, + "cluster_id": "cluster-46927-6", + "canonical_pr_number": 46927, + "duplicate_pr_numbers": [ + 46949, + 46950, + 46951, + 46970, + 46971 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46927-6 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46957-2", + "canonical_pr_number": 46957, "duplicate_pr_numbers": [ - 46908 + 46968 ], "target_issue_number": null, - "reason": "PRs in cluster-46907-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46957-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-5", + "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 5 artifacts, and carries 0 discussion comments plus 6 inbound references.", - "score": 156.0 + "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 }, "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 3a4203c3646898e1ba6d1b99c10227d9568f28dc..186c9bdcbe5403dbc92e3a5fc54f834957230785 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260630T180022Z", - "generated_at": "2026-06-30T18:13:29Z", + "snapshot_id": "20260701T000029Z", + "generated_at": "2026-07-01T00:11:01Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 60, "status": "reviewed", @@ -78,8 +78,8 @@ "issue:35545|issue:42915", "issue:35545|issue:41720", "issue:45901|issue:46015", - "issue:44509|issue:44512", "issue:35545|issue:36010", + "issue:44509|issue:44512", "issue:44918|issue:46165", "issue:46165|issue:46869", "issue:44805|issue:45823", @@ -111,8 +111,8 @@ "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:45800|issue:46515", - "issue:43425|issue:44292", "issue:34928|issue:41720", + "issue:43425|issue:44292", "issue:43828|issue:45161", "issue:43541|issue:43716", "issue:43828|issue:44292", @@ -132,346 +132,418 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "6fa7ecf9e5a6fe7432e849868ff525817a0a1d9d46b53e29b3f6a669e47838cb", + "prepared_review_unit_hash": "d73b86881442560dcf92f363c754708dfaace06f9acf3993cdde9ea1d6d9d6cb", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46574, - "estimated_input_tokens": 11644, - "estimated_eval_tokens": 23544 + "serialized_chars": 46569, + "estimated_input_tokens": 11643, + "estimated_eval_tokens": 23542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous. I only found three true duplicate pairs: the Bert/DeepSpeed ZeRO-3 index-0 error, the Qwen3_5Moe rotary-embedding materialization/offload bug, and the torch/transformers version incompatibility. The remaining soft pairs look related only at a broad subsystem level, not the same concrete bug.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45800 is a strong canonical representative: it states the exact torch/transformers incompatibility clearly, and 46515 is the same complaint at a broader wording level.", + "summary": "Mostly unrelated issue reports with a few genuine duplicate subclusters: DeepSpeed ZeRO-3/BERT index errors, Qwen3.5 MoE rotary-embedding/offload bugs, and a torch 2.4.1 compatibility report. The rest are broad-similarity false positives across different models, backends, or docs topics.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43596 is the clearest representative of the DeepSpeed ZeRO-3/BERT index-out-of-bounds duplicate cluster and the earliest concise report of that concrete failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45800 is the best standalone issue here because it is explicit, version-specific, and directly matches its duplicate report.", + "best_issue_reason": "issue:43596 best captures a real duplicate cluster with a specific error, setup, and likely shared root cause; it is the most useful single issue to keep as the representative report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: config/attribute mismatch vs streaming chat API failure." + "reason": "Same family (Qwen3.5) but different failures: config attribute error vs streaming chat/completions behavior." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backend problems: AMD GPU device-map failure vs MPS histogram Int error." + "reason": "Different hardware/backend problems: AMD GPU forward failure vs MPS histogram not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime bugs: image dtype mismatch vs GPT-OSS on AMD GPUs." + "reason": "Different model paths and symptoms; image-preprocessor dtype mismatch is not the same as GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/runtime issues, but they are different models and code paths." + "reason": "Both are dtype-related, but they affect different models and code paths; too broad to merge." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different problems: GPT-OSS AMD GPU failure vs broken Nemotron example." + "reason": "Different models and failures; an example breakage is not the same bug as an AMD GPU runtime issue." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures with no clear shared root cause." + "reason": "Different concrete problems in different MoE models; not the same code-path bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + "reason": "DeepSpeed collectives mismatch and ONNX export error are unrelated failures." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error vs Qwen3Moe FP8 failure are not the same bug." + "reason": "Both mention model/runtime issues, but ONNX export and Qwen3Moe FP8 failures are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-time error and CUDA assert during device mapping are different code paths." + "reason": "Different models and failure modes; export error vs device-map cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash is unrelated to outdated RAG docs." + "reason": "A task crash and outdated RAG examples are unrelated." }, { - "left": "issue:44509", - "right": "issue:44512", + "left": "issue:35545", + "right": "issue:36010", "accept": false, - "reason": "Both are docs issues, but they target different removed v5 features." + "reason": "ONNX export failure and GenerationMixin import error are distinct issues." }, { - "left": "issue:35545", - "right": "issue:36010", + "left": "issue:44509", + "right": "issue:44512", "accept": false, - "reason": "ModernBERT ONNX export and GenerationMixin import breakage are unrelated." + "reason": "Both are docs cleanups for v5 removals, but they reference different removed surfaces and are not the same change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL embedding unpacking failure is different from resume/trust_remote_code handling." + "reason": "Different subsystems: TRL embedding unpacking vs resuming locally downloaded remote-code models." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Training resume issue is unrelated to YOLO multi-GPU device-map failure." + "reason": "Resume/trust-remote-code problem is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch is not the same as Gemma4 PLE device mismatch." + "reason": "Both are device/shape-ish symptoms, but one is a mask shape mismatch and the other is a device mismatch in Gemma4 PLE." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different failures: ZeRO-3 Bert index error vs mask/tensor shape mismatch." + "reason": "Both involve tensor shape errors, but the reported setups and concrete failures differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "BERT ZeRO-3 index error and training-resume bug are unrelated." + "reason": "DeepSpeed ZeRO-3 BERT loading and remote-code resume are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad area of tensor errors, but not the same bug." + "reason": "Different error signatures and code paths; index-out-of-bounds in ZeRO-3 vs mask/index mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch and Qwen3.5 video token mismatch are different issues." + "reason": "Mask shape mismatch and video token/feature mismatch are different multimodal bugs." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Tensor mask shape error is unrelated to GPT-OSS TP-only failure." + "reason": "Unrelated failures: tensor mask mismatch vs GPT-OSS TP/MoE issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume/trust_remote_code behavior is unrelated to Nemotron example breakage." + "reason": "Remote-code resume bug and broken official Nemotron example are not the same underlying issue." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3-vl video stopiteration is unrelated to model resume/trust_remote_code." + "reason": "Video StopIteration and resume/trust-remote-code are different failures." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT export." + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures are different." + "reason": "Both mention DeepSpeed, but collective mismatch and BERT ZeRO-3 index errors are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying ZeRO-3/BERT index-out-of-bounds bug, just reported with slightly different model wording." + "reason": "Same DeepSpeed ZeRO-3/BERT index-out-of-bounds failure; the titles differ only in whether it happens at init or training and pretrained vs non-pretrained BERT." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy call and GPT-OSS TP failure are different bugs." + "reason": "Liger Kernel cross-entropy call and GPT-OSS tensor-parallel failure are not the same bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression is unrelated to LoRA merge/save/reload mismatch." + "reason": "Incorrect detokenization and LoRA merge/save mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime failure is unrelated to LoRA weight merge behavior." + "reason": "Qwen-3 NVFP4 runtime error and LoRA reload mismatch are different problems." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is different from remote-code model_class/config_class import handling." + "reason": "Processor failure for Voxtral and remote-code model_class config_class error are distinct." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different models and runtimes; image-preprocessor dtype mismatch is not a YOLO device-map bug." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation checkpointing mismatch is not the same as the mask shape IndexError." + "reason": "FSDP checkpointing recomputation mismatch is unrelated to a mask shape/indexing error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but one is a weight-dimension error and the other is a collective mismatch." + "reason": "Both involve DeepSpeed, but the specific runtime errors and reproduction paths differ." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram backend error is unrelated to YOLO multi-GPU device mapping." + "reason": "MPS histogram op issue and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45859", "right": "issue:45902", "accept": true, - "reason": "Same Qwen3_5Moe rotary-embedding bug: CPU offload/materialization leaves invalid or uninitialized state." + "reason": "Same Qwen3_5MoeTextRotaryEmbedding code path and same underlying offload/materialization bug around rotary frequencies." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "BERT ZeRO-3 index-out-of-bounds and GPT-OSS TP failure are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Checkpointing/FSDP tensor recomputation issue is unrelated to CustomTrainer API breakage." + "reason": "Activation checkpointing/FSDP recompute mismatch and trainer signature change are different issues." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different bug families: BERT ZeRO-3 init failure vs GPT-OSS TP issue." + "reason": "DeepSpeed BERT loading bug and GPT-OSS tensor-parallel bug do not share the same code path." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch is unrelated to GraniteMoEHybrid invalid method call." + "reason": "Different models and symptoms; dtype mismatch in preprocessing is not an invalid method call in GraniteMoEHybrid." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse-embedding lookup is unrelated to Qwen3.5 video token/template mismatch." + "reason": "Different multimodal bugs: reverse embedding lookup vs video feature/token mismatch." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "NVFP4 runtime error and AMD GPU device-map failure are different issues." + "reason": "Different model families and backend failures; NVFP4 runtime error is not the GPT-OSS AMD GPU issue." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute breakage is unrelated to the Mistral regex patch crash." + "reason": "vLLM Gemma3TextConfig attribute error and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4 issues, but they describe different concrete failures." + "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are different bugs." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same torch/transformers incompatibility, with 46515 restating the same version breakage more generally." + "reason": "Both report the same torch 2.4.1 incompatibility; one is just a more specific version of the same compatibility break." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to Qwen-3 NVFP4 runtime failure." + "reason": "Generic torch incompatibility and Qwen-3 NVFP4 runtime error are different issues." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and failures: autocast dtype mismatch vs MPS integer histogram support." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch dynamo tracing error and Mistral-3 image dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are runtime failures, but the models and concrete errors differ." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different models and failure modes; NVFP4 runtime error is not the TRL embedding unpacking issue." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram Int support are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and error signatures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models, devices, and errors; not the same underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy being called and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and BERT ZeRO-3 training index errors are similar only at a high level; the concrete models and code paths differ." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup items, but they cover different removed documentation topics." + "reason": "Both are docs regressions in v5, but they target different removed documentation surfaces." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram Int backend error are unrelated." + "reason": "Repeated pair: autocast dtype mismatch and MPS histogram error are not the same bug." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger kernel cross-entropy call and Phi-tiny-MoE autocast mismatch are different bugs." + "reason": "Liger Kernel cross-entropy call and Phi-tiny-MoE autocast dtype mismatch are different failures." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to CustomTrainer compute_loss keyword breakage." + "reason": "DeepSpeed collective mismatch and custom trainer loss signature change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation checkpointing issue is unrelated to GenerationMixin import failure." + "reason": "Activation checkpointing/FSDP recompute mismatch and GenerationMixin import error are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Model/runtime failure on AMD GPUs is unrelated to outdated RAG docs." + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are not the same issue." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy routing is unrelated to mask/tensor shape mismatch." + "reason": "Liger Kernel cross-entropy invocation and mask shape mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge calls are conservative overall. The three accepted duplicate pairs are all strongly supported by the titles, while the rejected pairs are mostly limited to clear symptom/model mismatches or broad subsystem similarity only." + "feedback": "The clustering summary is grounded in the packet: the three cited subclusters are supported by the issue titles, and the non-duplicate judgments are conservative. The accepted pairs also look defensible from the titles alone (especially the two DeepSpeed ZeRO-3/BERT index errors and the torch 2.4.1 incompatibility pair)." }, "evaluator_used": true, "retried": false, @@ -482,7 +554,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 2, "review_unit_count": 60, "status": "reviewed", @@ -573,11 +645,11 @@ "issue:43541|issue:46869", "issue:44292|issue:45901", "issue:39290|issue:45823", - "issue:36010|issue:39290", "issue:45464|issue:45685", + "issue:36010|issue:39290", "issue:43541|issue:45685", - "issue:44841|issue:45084", "issue:43541|issue:43828", + "issue:44841|issue:45084", "issue:43404|issue:43866", "issue:45507|issue:46869", "issue:41093|issue:41762", @@ -585,289 +657,319 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "a5936b0a51c757a963304af2adfdb1bf682c031cdaebfd234fc23e2476b45537", + "prepared_review_unit_hash": "d17e5b7d5f8ec6cb06d218b895270b3cbaa6efc0d7e353bd6432b235cf6afba2", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40042, - "estimated_input_tokens": 10011, - "estimated_eval_tokens": 20278 + "serialized_chars": 40046, + "estimated_input_tokens": 10012, + "estimated_eval_tokens": 20280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated model-specific regressions, with a few real duplicates around ZeRO-3 load errors, tokenizer regressions, and some model-loading failures. The remote-code loading regression in 45020 should not be collapsed with the broader USE_DISTRIBUTED=0 support breakage in 46304.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45020 is the best umbrella candidate because it captures a broad recent-transformers remote-code loading regression affecting multiple models, making it the strongest cluster anchor without conflating it with unrelated backend-support breakages.", + "summary": "This cluster is mostly heterogeneous. I only see two true duplicate-style matches: one ZeRO-3 model-loading IndexError and one broad AutoTokenizer token-ID regression. The remaining pairs are related at a subsystem level but appear to be distinct bugs or changes.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45920 is the best canonical issue: it describes the broad v5 AutoTokenizer token-ID regression across multiple model families, which is the most central and representative bug in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most representative cluster anchor: broad impact, recent-version regression, and the clearest fit for the remote-code loading failure theme.", + "best_issue_reason": "issue:45920 is the strongest overall representative because it is broad, well-scoped, and explicitly frames a cross-model regression rather than a model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Both are loading failures, but they point to different model families and different failure modes, so they do not look like the same bug." + "reason": "Both are model-loading failures, but they affect different models and likely different root causes (corrupted checkpoint vs missing text-encoder weights)." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention compatibility, but one is a general torch/transformers version complaint and the other is a specific USE_DISTRIBUTED=0 support regression; too broad to be the same bug." + "reason": "Both mention version incompatibility, but one is torch/transformers 5.8.0 and the other is a specific v5.9.0 distributed build break; not the same bug." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different symptoms and contexts: vLLM model loading versus PyTorch distributed support breakage." + "reason": "Unrelated failures: vLLM/PaddleOCR-VL load problem versus a PyTorch USE_DISTRIBUTED=0 regression." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both report the same ZeRO-3 load-time IndexError during model initialization, strongly suggesting the same underlying code-path bug." + "reason": "Same underlying ZeRO-3 loading failure pattern: an IndexError from empty-shard/model init during checkpoint loading." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "The failures are different: missing config attribute versus CUDA assert during auto device mapping." + "reason": "Different models and failure modes: a missing Gemma3 config attribute versus a Qwen3 auto-device-map CUDA assert." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern unrelated stale content and different removed behavior." + "reason": "Both are docs issues, but they concern different documentation remnants and are not the same change." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "A missing Float8 storage error is a different failure class from a PyTorch distributed-support regression." + "reason": "Storage-type lookup error versus distributed-support breakage; no shared concrete code path." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Unrelated runtime crashes in different tasks and subsystems." + "reason": "Completely different areas: AMD GPU support for GPT-OSS versus table-question-answering crashes." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "A detokenization regression and outdated RAG examples are unrelated." + "reason": "Different bug classes: detokenization regression versus outdated RAG examples." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different features and different errors: Liger kernel cross-entropy usage versus video chat-template StopIteration." + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-VL video StopIteration are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal, but one is a device-map forward mismatch and the other is a video chat-template token/feature mismatch." + "reason": "Both involve model/input handling, but one is device-map mismatch and the other is video feature/token mismatch; different problems." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Distinct model-path issues: processor failure for Voxtral versus a Gemma4 device mismatch." + "reason": "Different model families and failures: processor bug versus device-mapping mismatch." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption for Ovis2 is unrelated to ModelOpt/NVFP4 compatibility for DiffusionGemma." + "reason": "Both are model compatibility issues, but corrupted Ovis2 checkpoint and DiffusionGemma ModelOpt compatibility are distinct." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "A model checkpoint-loading failure and outdated RAG documentation are unrelated." + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "45020 is specifically a remote-code model-loading regression, while 46304 is a broader PyTorch USE_DISTRIBUTED=0 support breakage; there is no packet evidence tying them to the same bug or fix." + "reason": "Both are regression reports, but one targets remote_code models and the other PyTorch distributed support; not the same bug." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Highly similar tokenizer regressions affecting multiple models after the v4\u2192v5 transition, likely the same tokenizer code-path change." + "reason": "Same tokenizer regression: both report wrong token IDs, with 45920 being the broader multi-model description." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both are model-load related, but one is a corrupted checkpoint and the other is a checkpoint-compatibility issue for a different architecture." + "reason": "Both are load failures, but they involve different models and different failure causes." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "A Qwen NVFP4 runtime failure and RAG docs being outdated are unrelated." + "reason": "Qwen NVFP4 runtime failure and RAG documentation issues are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "Bitsandbytes constructor incompatibility is a different dependency issue than a PyTorch distributed-support regression." + "reason": "bitsandbytes Int8Params compatibility is a different code path from the distributed-support regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding window, but they describe different model/config bugs and the evidence is not enough to treat them as the same issue." + "reason": "Both mention sliding_window, but one is a missing config field for Gemma3 and the other is a Qwen3-MoE sliding_window issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors during loading, but they happen in different model/setup combinations without a clear shared root cause." + "reason": "Both are IndexErrors, but the reported shapes and affected setup differ; not clearly the same defect." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Different tasks and unrelated crash modes." + "reason": "Whisper loading/running failure and table-question-answering crashes are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Both are model-loading problems, but the titles indicate different models and different failure mechanisms." + "reason": "Different model-specific load problems: GLM-4.7-Flash versus Ovis2 checkpoint corruption." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Different compatibility problems: Torch 2.10 incompatibility versus a pydantic PretrainedConfig field regression." + "reason": "Torch version incompatibility and a pydantic PretrainedConfig field regression are separate issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table-question-answering crashes are unrelated." + "reason": "Detokenization regression and table-question-answering crash do not share a concrete bug." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both reference Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure; not clearly the same bug." + "reason": "Both involve Qwen3.5/chat, but one is a general chat crash and the other is a streaming inference API failure." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model loading and a pydantic field regression are unrelated." + "reason": "Whisper runtime failure and pydantic model-field breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are compatibility/load-time problems, but one is a ZeRO-3 IndexError on BertModel and the other is a torch/transformers version incompatibility report." + "reason": "Different failure classes: ZeRO-3 index error versus torch/transformers version incompatibility." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Grouped_mm torch-dynamo tracing failure and YOLO multi-GPU device-map failure are distinct runtime issues." + "reason": "Grouped_mm tracing failure for Mixtral and multi-GPU device-map failure for YOLO are unrelated." }, { "left": "issue:44292", - "right": "issue:45901", + "right": "issue:46015", "accept": false, - "reason": "Different model/runtime failures in unrelated areas." + "reason": "Duplicate of an unrelated pair: NVFP4 runtime failure does not match RAG docs." }, { - "left": "issue:39290", - "right": "issue:45823", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "Gemma3 missing sliding_window_pattern and Gemma4 device mismatch are different bugs." + "reason": "Same as above: bitsandbytes Int8Params issue is not the distributed-support regression." }, { - "left": "issue:36010", - "right": "issue:39290", + "left": "issue:39290", + "right": "issue:43531", "accept": false, - "reason": "ImportError for GenerationMixin and a Gemma3 config attribute error are unrelated." + "reason": "Repeated sliding_window-themed issues, but the models and root causes differ." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:41093", + "right": "issue:41762", "accept": false, - "reason": "Streaming inference API failure and an MPS histogram dtype error are unrelated." + "reason": "Both are loading-time errors, but one is a mask shape mismatch and the other is a ZeRO-3 empty-shard IndexError." }, { - "left": "issue:43541", - "right": "issue:45685", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure and an MPS histogram kernel issue are different problems." + "reason": "Repeated unrelated pair: Whisper runtime failure is not a PretrainedConfig/pydantic regression." }, { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Processor failure for Voxtral and a non-template-nodes compilation TypeError are not the same underlying bug." + "reason": "Repeated unrelated pair: GLM-4.7-Flash load failure is not Ovis2 checkpoint corruption." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + "reason": "lm_head weight tying in Mistral3 is a different bug from Ovis2 checkpoint corruption." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and a YOLO multi-GPU device-map failure are different issues." + "reason": "GraniteMoEHybrid invalid-method bug and YOLO device-map failure are different code paths." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the shape-mismatch mask bug and the ZeRO-3 zero-size tensor bug do not clearly share the same code-path." + "reason": "Repeated pair; the errors are similar in being IndexErrors, but the concrete failure modes are different." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "The flash-attn fallback issue is about kernel selection checks, while 46661 is about remote-code model_class/config_class handling." + "reason": "Flash-attn fallback gating and remote-code config_class errors are distinct issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a pydantic field regression are unrelated." + "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig field breakage are different configuration issues." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "A global torch/transformers compatibility complaint and a Gemma4 device-mapping mismatch are too different to merge." + "reason": "Torch/transformers compatibility and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45800", + "accept": false, + "reason": "Autocast dtype mismatch and version incompatibility are different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3TextConfig sliding_window_pattern are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing and an MPS histogram kernel missing for Int are separate backend bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/backend-sensitive, but one is a grouped_mm tracing error and the other is an autocast mismatch; not the same underlying bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading for Voxtral and a template-node compilation error are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most of the cluster summary is grounded, but one soft-edge verdict overstates the evidence: `issue:45020` vs `issue:46304` should not be accepted. In the packet, 45020 is specifically a remote-code model-loading regression, while 46304 is a broader PyTorch `USE_DISTRIBUTED=0` support breakage. There is no packet evidence tying those to the same bug or fix, so the acceptance is too strong. The rest of the verdicts look more conservative." + "accept": true, + "feedback": "The summary is grounded in the packet and the conservative stance on soft-edge pairs is appropriate. The two accepted matches are well-supported by the titles and repeated failure pattern, and the canonical issue choice is reasonable for the broad v5 AutoTokenizer regression." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -875,7 +977,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 3, "review_unit_count": 60, "status": "reviewed", @@ -900,8 +1002,10 @@ "issue:43716", "issue:43828", "issue:43873", + "issue:43975", "issue:43994", "issue:44291", + "issue:44292", "issue:44360", "issue:44387", "issue:44479", @@ -928,8 +1032,6 @@ "issue:46294", "issue:46463", "issue:46468", - "issue:46489", - "issue:46491", "issue:46640", "issue:46661", "issue:46869" @@ -960,233 +1062,233 @@ "issue:43404|issue:45005", "issue:42915|issue:45399", "issue:43873|issue:45005", - "issue:44360|issue:44512", "issue:44530|issue:45005", + "issue:44360|issue:44512", "issue:44492|issue:44512", "issue:44863|issue:45005", "issue:45183|issue:46463", - "issue:46489|issue:46491" + "issue:43975|issue:44292" ], - "prepared_review_unit_hash": "b7850516fcfe1dcfc1c84c4e658c7a0dd68f86801f2b14d87e2174ad83878b30", + "prepared_review_unit_hash": "7c0f0ef2b6434300b2cacd612b3c3c70ce3e76c9b8a5f9d3ac0f1e1f51fbc894", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36888, - "estimated_input_tokens": 9222, - "estimated_eval_tokens": 18700 + "serialized_chars": 36796, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated issue reports. The only clear duplicate-like pair is the remote-code/custom-module loading bug, with one additional close match around input validation messaging. Most other soft pairs share a subsystem or model family but not the same concrete defect.", - "confidence": 0.85, - "canonical_issue_reason": "issue:45698 is the best representative of the strongest duplicate subgroup: it describes the user-facing failure ('from_pretrained loads wrong custom module after save_pretrained') and is broader/more actionable than the narrower cache-collision framing in issue:45632.", + "summary": "This set is mostly heterogeneous, with no single obvious cluster-wide canonical issue. I only see a few plausible duplicate-like pairs around the same underlying bug, especially Qwen video-input regressions, trust_remote_code custom-module loading, and input-validation error messages.", + "confidence": 0.71, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most suitable overall issue to keep because it has the broadest symptom description, active discussion, and inbound references, and it captures the core remote-code loading regression better than the narrower variant report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL load failure in vLLM vs GGUF gpt-oss architecture support." + "reason": "Different failures: PaddleOCR-VL load failure vs GGUF gpt-oss architecture support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are IndexErrors, but the model/path context differs: mask shape mismatch vs Qwen3.5 embedding unpacking with TRL SFT trainer." + "reason": "Both are shape-related, but one is a generic mask/tensor mismatch and the other is a Qwen3.5/TRL embedding unpacking issue." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE/TP wording, but one is a grouped_mm tracing crash and the other is a tensor-parallel support issue for GPT-OSS." + "reason": "Different code paths: torch dynamo grouped_mm tracing vs tensor-parallel support for GPT-OSS MoE." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different regressions: int4 quantization memory growth/OOM vs tied-weights behavior on translation models." + "reason": "Unrelated bugs: int4 OOM regression vs tied-weights behavior on translation models." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different code paths and models: autocast dtype mismatch on Phi-tiny-MoE vs streaming chat/completions failure on Qwen3.5-0.8B." + "reason": "Different symptoms and subsystems: autocast dtype mismatch vs streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated: GGUF gpt-oss architecture support vs Qwen3.5 streaming inference." + "reason": "Architecture support for gpt-oss GGUF is unrelated to Qwen3.5 streaming inference." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different bugs: unexpected _is_hf_initialized argument in init_empty_weights vs pydantic PretrainedConfig field breakage." + "reason": "Different breakages: init_empty_weights argument handling vs pydantic PretrainedConfig field regression." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic PretrainedConfig regression." + "reason": "Qwen3-MoE sliding-window behavior is not the same bug as the pydantic field regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but they affect different flows: mask/tensor shape mismatch vs deepspeed zero3 init with BertModel." + "reason": "Both are IndexErrors, but the reported code paths and triggers are different." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal mismatches, but one is image preprocessor/model dtype mismatch and the other is video feature/token count mismatch." + "reason": "Different modalities and failure modes: image preprocessor dtype mismatch vs video chat-template token/feature mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Different issue classes: remote_code breakage vs torch/transformers version incompatibility." + "reason": "Remote-code compatibility regressions are too broad here; one is model breakage, the other a torch/transformers version incompatibility." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family but not the same defect: one reports worse text embeddings, the other nonsensical AutoModel/pipeline outputs." + "reason": "Both mention SigLIP2, but one is quality/perplexity style feedback and the other is a pipeline/AutoModel correctness issue." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both concern Qwen video input, but one is a broad v5.3.0 regression across several models while the other is a specific apply_chat_template features/tokens mismatch; not enough to confirm one bug." + "accept": true, + "reason": "Same Qwen3.5/Qwen video-input regression family; 46294 looks like a specific instance of the broader video token/feature mismatch bug." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Unrelated: broken Nemotron example vs YOLO multi-GPU device-map auto failure." + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different model/config issues: text_config unwrapping for composite Qwen multimodal configs vs uninitialized inv_freq memory after to_empty(cuda)." + "reason": "Composite config unwrapping is a different issue from uninitialized rotary embedding memory after materialization." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different failures: zero3 init index error vs resuming training with local models and trust_remote_code." + "reason": "Deepspeed ZeRO3/BertModel initialization and trust_remote_code resume behavior are different failures." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Different bugs: Flash Attention 2 issue vs remote-code model_class lacking config_class." + "reason": "Flash Attention 2 fallback behavior is unrelated to remote-code model_class/config_class attribute errors." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different subsystems and symptoms: Mistral-3 image preprocessing dtype mismatch vs Qwen3.5 input embedding unpacking in TRL SFT." + "reason": "Image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking are different bugs." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Unrelated: FSDP 'weight must be 2-D' runtime error vs Qwen3.5 embedding unpacking failure." + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5/TRL embedding unpacking." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different model reports and outcomes: high perplexity on gpt-oss-20b vs GLM5 issue." + "reason": "High perplexity on gpt-oss-20b and GLM5 are not the same bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Unrelated: Jupyter custom-model initialization breakage vs flash-attn2 fallback gating." + "reason": "Custom-model notebook initialization and flash-attn2 fallback checks are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Same underlying remote-code/custom-module loading bug: both describe incorrect module selection after save/load due to cache/path collision behavior." + "reason": "Both point to trust_remote_code/from_pretrained resolving the wrong custom module due to cache/path handling." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Related theme (tied weights) but different concrete cases and model families; not enough evidence of one bug." + "reason": "Tied lm_head weights in Mistral3 conditional generation is unrelated to translation-model tied-weight issues in v5." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Unrelated: FineGrainedFP8Config failure on Qwen3Moe vs flash-attn2 fallback blocked by other checks." + "reason": "Qwen3-MoE FP8 failure and flash-attn2 fallback gating are different subsystems." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Different bug classes: offloading/quantization behavior vs tied-weights handling." + "reason": "Quantization offloading behavior is not the same as tied-weight regressions." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:44530", + "right": "issue:45005", "accept": false, - "reason": "Unrelated: DSA indexer/ReLU discussion vs documentation mentioning a removed command." + "reason": "PagedAttentionCache linear_attention crash and tied-weight translation-model bug are unrelated." }, { - "left": "issue:44530", - "right": "issue:45005", + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "Different concrete failures: PagedAttentionCache linear_attention crash vs tied-weights issues." + "reason": "A DSA indexer discussion is unrelated to a docs-only regression." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is unrelated to stale docs about the removed run command." + "reason": "Cache-strategy typo and removed run-command docs are separate documentation issues." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Different problems: NemotronH checkpoint loading vs tied-weights behavior in translation models." + "reason": "NemotronH checkpoint loading and tied weights on translation models are different problems." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Same validation/message bug class: both report incorrect or misleading input_ids/inputs_embeds or decoder-input validation errors." + "reason": "Both are input-validation error-message bugs; 46463 looks like a T5-family manifestation of the same XOR/decoder-input validation logic." }, { - "left": "issue:46489", - "right": "issue:46491", + "left": "issue:43975", + "right": "issue:44292", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors, so they are not the same underlying bug." + "reason": "Incorrect detokenization in v5 and Qwen-3-8B-NVFP4 runtime failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The choice of issue:45698 over issue:45632 is supported by the titles plus the much higher discussion/inbound activity, and the only accepted soft-edge pairs are plausibly same-bug matches from the metadata. The rejected pairs are generally framed cautiously enough given the limited evidence." + "feedback": "The summary is grounded in the packet, and the few accepted soft-edge pairs are reasonably conservative given the issue titles. The rejected pairs are also cautious rather than overassertive, and the overall claim that there is no single cluster-wide canonical issue is supported by the heterogeneous set." }, "evaluator_used": true, "retried": false, @@ -1197,7 +1299,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 4, "review_unit_count": 60, "status": "reviewed", @@ -1229,7 +1331,6 @@ "issue:43883", "issue:43950", "issue:43975", - "issue:44292", "issue:44387", "issue:44403", "issue:44451", @@ -1252,13 +1353,14 @@ "issue:45920", "issue:45987", "issue:46489", + "issue:46491", "issue:46858", "issue:46899", "issue:46932" ], "soft_pairs": [ - "issue:43975|issue:44292", "issue:44918|issue:45507", + "issue:46489|issue:46491", "issue:43950|issue:44534", "issue:39692|issue:43054", "issue:43644|issue:43950", @@ -1288,223 +1390,223 @@ "issue:43782|issue:44960", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "921fccb364eb492e58046cb97d76f6fabab23f29f4b047d07cca038b047a5634", + "prepared_review_unit_hash": "ba588fc98e4024332f23d567d0ea7e432429542bd3e251ece7804bed9a991507", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36789, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most soft pairs are not true duplicates, but a few are clear same-bug matches around non-persistent buffers, static cache seq length, Gemma4 quantized embedders, and SigLIP2 discrepancy.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43950 is the best canonical issue because it describes the broad regression theme most directly and has the clearest duplicate-style overlap with another report of the same non-persistent-buffer corruption behavior.", + "summary": "The cluster is mostly a mix of unrelated transformer regressions; the strongest duplicate set is the Transformers v5 non-persistent-buffer corruption reports. The SigLIP2 pair is related in theme but not strong enough from titles alone to merge as a duplicate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43950 is the clearest, most detailed report of the Transformers 5.x non-persistent-buffer corruption regression and best represents that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the most representative issue in the set: it states the underlying bug in general terms rather than a model-specific symptom, making it the best anchor for duplicate triage.", + "best_issue_reason": "issue:43950 is the best cluster representative because it names the shared regression precisely and covers the broadest manifestation of the bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43975", - "right": "issue:44292", + "left": "issue:44918", + "right": "issue:45507", "accept": false, - "reason": "Different model families and failure modes: tokenizer output regression vs. NVFP4 loading error." + "reason": "Different models and failure modes: Qwen3.5 SFT unpacking vs GraniteMoEHybrid invalid method call." }, { - "left": "issue:44918", - "right": "issue:45507", + "left": "issue:46489", + "right": "issue:46491", "accept": false, - "reason": "Unrelated model/trainer error vs. invalid method call in a different model class." + "reason": "Both are tokenizer regressions, but they affect different models with different concrete symptoms." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: Transformers v5 corrupts non-persistent buffers / fills them with junk." + "reason": "Same Transformers v5 non-persistent-buffer corruption regression; both describe the junk/uninitialized buffer problem." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a broken docs example and the other is a quality/embedding-regression report." + "reason": "Doc-example model/processor mismatch and quantization failure is unrelated to SigLIP2 text-embedding quality." }, { "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Different bugs: missing fields from AutoConfig with trust_remote_code vs. non-persistent buffer corruption." + "accept": true, + "reason": "Both describe the same v5 regression where non-persistent buffers are loaded with garbage/uninitialized data." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different code paths and errors: custom compute_loss signature vs. DeepSpeed ZeRO-3 loading failure." + "reason": "Unexpected compute_loss kwarg and Gemma3 ZeRO-3 loading failure are different code paths." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; one is the specific fix for the other." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; the second issue explicitly says it is the same." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are quantization-related, but the concrete incompatibilities are different." + "reason": "Different incompatibilities: bitsandbytes `_is_hf_initialized` vs missing Float8 storage." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Distinct issues: one is a missing import, the other is an attention/position_ids runtime crash." + "reason": "Different symptoms and mechanisms: autocast dtype mismatch vs Qwen3.5 position_ids/flash-attn crash." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Related tokenizer regressions, but not the same concrete failure; one is broad multi-model wrong IDs, the other is a specific DeepSeek-Coder v1 gap." + "reason": "Both are tokenizer-related, but one is a broad multi-model token-ID regression and the other is DeepSeek-Coder-specific." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same underlying bug: cache.get_seq_length() returns a tensor instead of a plain int, breaking downstream arithmetic." + "reason": "Same cache.get_seq_length contract regression: a tensor is returned instead of an int, breaking downstream arithmetic." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality issue vs. general tokenizer-version behavior change; not the same bug." + "reason": "SigLIP2 embedding quality regression is unrelated to a generic tokenization-change report." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but one reports zero probabilities and the other reports degraded text embeddings." + "reason": "Same model family, but zero probabilities and worse text embeddings are different bugs/symptoms." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Same broad area, but the specific bug reports differ enough that they are not clearly the same underlying defect." + "accept": true, + "reason": "Same non-persistent-buffer initialization problem; 45902 is a specific manifestation on `inv_freq`." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different models and different failures: error-message issue vs. missing attribute on Molmo." + "reason": "Bad AutoTokenizer error handling for Voxtral is unrelated to Molmo missing tied-weights metadata." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Same SigLIP2 implementation discrepancy theme; both describe HF behavior diverging from the expected/original embeddings." + "accept": false, + "reason": "Related SigLIP2 topic, but the titles alone do not establish the same concrete bug; needs body-level confirmation." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different failures: flash-attn crash on Qwen3.5 vs. CPU-offload incompatibility in a rotary embedding." + "reason": "Flash-attn illegal access from 3D position_ids is unrelated to CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "One is gradient-checkpointing ineffectiveness, the other is int4 quantization memory growth; not the same bug." + "reason": "Both involve memory/perf, but gradient checkpointing ineffectiveness and int4 OOM are different problems." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different mechanisms: FSDP2 per-layer state rebuild vs. uninitialized non-persistent buffer materialization." + "reason": "Gemma4 FSDP2 shared_kv_states bug is a different code path from the Qwen3.5 rotary-embedding memory issue." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs. a specific model-loading failure; not the same underlying issue." + "reason": "Generic loading noise is not the same as a specific model load failure for ScandiBERT." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer regression vs. import_utils KeyError on Python 3.13; unrelated." + "reason": "DeepSeek-Coder detokenization regression and a Python 3.13 flash_attn import error are unrelated." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different symptoms; no clear shared bug." + "reason": "Different model-loading problems with no shared concrete failure mode." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training shape error vs. early-stopping metric mismatch; unrelated." + "reason": "DeepSpeed weight shape error and early-stopping metric mismatch are unrelated training issues." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both concern memory/efficiency, but they are distinct issues with different causes and fixes." + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are different issues." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Different problems: logging noise vs. model loading failure." + "reason": "Generic loading noise is not the same as a model-specific tokenizer/load failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code related, but one is missing fields in AutoConfig output while the other is a broader model-loading regression." + "reason": "`AutoConfig` missing fields with `trust_remote_code=True` is only one possible symptom of broader remote_code breakage, not the same concrete bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Distinct model/configuration failures with no shared code-path evidence." + "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FineGrainedFP8 failure are different model/config paths." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs. flash-attn fallback gating; unrelated." + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and different loading/runtime problems." + "reason": "Qwen3VL weight_only error and generic GLM5 issue are not the same bug." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a model class vs. bitsandbytes parameter-construction incompatibility." + "reason": "Missing export/import symbol and bitsandbytes constructor incompatibility are different breakages." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The proposed canonical issue (43950) is well supported by the near-duplicate buffer-corruption report (44534), and the accepted soft pairs are all plausible same-bug matches from their titles alone (43950/44534, 46899/46932, 45987/46858, 43054/43493). The rejected pairs are also suitably cautious given the available evidence. No overstatement detected." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong for the packet: issue:43054 vs issue:43493 is not clearly a duplicate from the titles alone. \u201ctext embedding of siglip2 is much worse than siglip\u201d and \u201cSigLIP2 discrepancy between HF implementation and original JAX implementation\u201d may be related, but the evidence here only supports a cautious \u2018possibly related\u2019 / \u2018needs body-level confirmation,\u2019 not a firm accept. Because the instructions require conservative soft-edge judgments, I can\u2019t accept this as written." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1512,7 +1614,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 5, "review_unit_count": 60, "status": "reviewed", @@ -1583,9 +1685,9 @@ "issue:45715|issue:46315", "issue:45488|issue:46489", "issue:43827|issue:44509", + "issue:43872|issue:46869", "issue:45759|issue:46661", "issue:46894|issue:46897", - "issue:43872|issue:46869", "issue:43404|issue:43950", "issue:43872|issue:44291", "issue:45020|issue:46661", @@ -1601,208 +1703,208 @@ "issue:44479|issue:44560", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "748abe096d13a339df973956f2c8447d847e3f3b72769c481b382fff0b9d0729", + "prepared_review_unit_hash": "54a3116f450a24cf558af75570796ef2f6b9d123d093a9c1d2b2648a12a22cae", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36754, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of transformer regressions around model/tokenizer loading, training/trainer APIs, and a few docs/perf issues. Only a small number of soft edges look like true duplicates; the rest are related but distinct bugs.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45020 is the broadest and most central report in the set, covering recent-version breakage for remote_code models and overlapping with several loading/tokenizer regression reports.", + "summary": "This cluster is really several separate duplicate pairs, not one single underlying bug. Clear duplicates appear for the docs-removal notices, the `_is_hf_initialized` loading regression, the Qwen3 DeepSpeed weight-loading reports, the identical mask-shape IndexErrors, and the Florence2/CohereASR double-shift reports; most other pairs are only broad topical matches and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "#43872 is the cleanest concrete bug report in the set: it names a specific incompatibility (`Int8Params.__new__` getting `_is_hf_initialized`) and has a near-identical follow-up report in #44291, making it a strong canonical issue for that subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best anchor for this cluster because it is the most general, cross-cutting regression report and sits closest to several of the soft-matched loading/tokenizer bugs.", + "best_issue_reason": "#43872 is the best issue target overall because it is precise, regression-focused, and clearly duplicated by another report with the same failure signature; it is more actionable than the broader, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures: MPS histogram-on-Int vs device-map forward mismatch." + "reason": "Different model/runtime failures: MPS histogram dtype error vs Gemma4 device mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash and flash-attn fallback gating are different code paths." + "reason": "Unrelated code paths: Mistral regex patch crash vs flash-attn fallback gating." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code loading regression is unrelated to the PLE device mismatch." + "reason": "Broad remote_code breakage vs a specific Gemma4 forward device-mapping bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES is a different bug from remote_code loading breakage." + "reason": "Tokenizer mapping/new-model registration bug is distinct from remote_code model-loading regressions." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-load failures for GLM-4v and Molmo." + "reason": "Generic GLM-4V loading failure is not the same as missing `all_tied_weights_keys` on Molmo." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA qwen3_moe hf4.x compatibility and tie_word_embeddings warning are not the same bug." + "reason": "Both involve Qwen/LoRA/weight tying, but they describe different symptoms and likely different fixes." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch is separate from the device_map auto device-placement issue." + "reason": "Different mismatch types: autocast dtype issue vs device-map placement issue." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Generic remote_code breakage and Kimi tokenizer codec regression are different failures." + "reason": "Remote-code model breakage is unrelated to the Kimi-K2.5 tokenizer codec regression." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer slowdowns, but they affect different conversion APIs and likely different causes." + "reason": "Both are tokenizer performance regressions, but on different conversion directions and code paths." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both mention DeepSeek tokenizers, but the model families and concrete failure modes differ." + "reason": "Both concern DeepSeek tokenizer regressions, but the reported root causes and model paths differ enough to keep separate." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same docs cleanup: removing stale v5 pipeline/task references." + "reason": "Same docs bug: both say removed pipeline tasks are still referenced in documentation." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Bitsandbytes/_is_hf_initialized incompatibility is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite-config unwrapping and remote-code config_class AttributeError are different problems." + "reason": "Composite-config unwrapping bug is different from remote-code `config_class` lookup failure." }, { "left": "issue:46894", "right": "issue:46897", - "accept": false, - "reason": "Same symptom pattern, but different model families and no proof of one shared code-path bug." - }, - { - "left": "issue:43872", - "right": "issue:46869", - "accept": false, - "reason": "bitsandbytes init-arg incompatibility is unrelated to the YOLO multi-GPU device_map issue." + "accept": true, + "reason": "Same training-loss double-shift bug pattern, reported on different models but the same underlying loss-path problem." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying in Mistral3 and non-persistent buffer corruption are separate regressions." + "reason": "Weight-tying bug in Mistral3 is unrelated to silent corruption of non-persistent buffers." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both describe the same unexpected `_is_hf_initialized` argument incompatibility during weight/init loading." + "reason": "Same regression signature: loading fails because `_is_hf_initialized` is passed into code that does not accept it." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both are remote-code related, but the concrete failure paths differ." + "reason": "General remote_code breakage and remote-code `config_class` handling are different problems." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "The Whisper-large-v2 runtime failure is the user-facing manifestation of the `_torch_extract_fbank_features()` bug." + "accept": false, + "reason": "Too little evidence that the generic Whisper failure and the fbank helper issue are the same concrete bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Qwen3-MoE weight conversion under DeepSpeed and GAS gradient averaging are different bugs." + "reason": "Both involve DeepSpeed/Qwen, but one is missing MoE weight conversion and the other is gradient averaging with GAS." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing inefficiency and missing supports_gradient_checkpointing are different issues." + "reason": "Gradient checkpointing ineffective with LoRA is not the same as a missing `supports_gradient_checkpointing` flag on a trust-remote-code variant." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "CustomTrainer compute_loss signature breakage is unrelated to the mask/tensor shape mismatch error." + "reason": "Unexpected `num_items_in_batch` kwarg is a different failure from the mask/tensor shape mismatch." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading failures for different models; not the same bug." + "reason": "Both are tokenizer-loading complaints, but one is a bad error message for Voxtral and the other is a specific tokenizer regression." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7 unit-test loading failure and NemotronH checkpoint loading are separate model-specific bugs." + "reason": "GLM-4.7-Flash unit-test loading issues do not match NemotronH checkpoint incompatibility." }, { "left": "issue:43940", "right": "issue:45313", "accept": true, - "reason": "Both report the same Qwen3-family DeepSpeed ZeRO-3 weight-loading failure with missing parameters." + "reason": "Same DeepSpeed ZeRO-3 weight-loading failure for Qwen3-family models; the missing-weights symptoms align closely." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaN/position_ids fallback and flash_attention s_aux=None crash are unrelated." + "reason": "RLHF gradient explosion from SDPA/BF16 is unrelated to flash-attention sink handling." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "The error text is the same mask/tensor shape-mismatch IndexError, indicating one underlying bug." + "reason": "Same IndexError shape-mismatch failure pattern; the titles describe the same underlying mask/indexing bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-input regressions, but on different model families and code paths." + "reason": "Video-input regression across multiple models is not the same as the Qwen3-vl-embedding StopIteration error." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed weight must be 2-D and void segmentation-map processing are unrelated problems." + "reason": "DeepSpeed training `weight must be 2-D` is unrelated to void segmentation map processing." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is cautious and fits the packet: it frames the set as loosely related, uses issue:45020 as a broad anchor without claiming too much, and the accepted soft edges are supported by the issue titles/descriptions (docs cleanup, _is_hf_initialized loading bug, Whisper/fbank, Qwen3 ZeRO-3 missing weights, mask shape mismatch). The rejected edges are also conservatively separated by distinct failure modes or model families." + "feedback": "The analysis is grounded in the packet. The accepted duplicate pairs are supported by closely matching titles/signatures, and the rejected pairs are phrased conservatively without overstating equivalence. The summary stays appropriately high-level and does not claim unsupported merges beyond the evident duplicate subclusters." }, "evaluator_used": true, "retried": false, @@ -1813,7 +1915,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 6, "review_unit_count": 60, "status": "reviewed", @@ -1878,8 +1980,8 @@ "issue:44863|issue:46402", "issue:43366|issue:43828", "issue:45325|issue:45902", - "issue:43596|issue:46515", "issue:43366|issue:43531", + "issue:43596|issue:46515", "issue:44155|issue:45584", "issue:45663|issue:45823", "issue:43638|issue:46515", @@ -1908,20 +2010,20 @@ "issue:43638|issue:44661", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "4fa2643efd158b7cfc256ffd427d7b5f38cabaf42a1ec3383ecf4b15acc6b258", + "prepared_review_unit_hash": "48a10a7d9baa20e4a66005990f9c4253685766f66dfb929126190785aa1bbf62", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38060, + "serialized_chars": 38059, "estimated_input_tokens": 9515, "estimated_eval_tokens": 19286 }, @@ -1930,216 +2032,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: a few clear duplicate subclusters exist, but most soft edges link different bugs or different model-specific regressions.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue cleanly covers the whole set. If forced to anchor one duplicate subcluster, issue 43646 is the best representative of the custom-model-initialization regression.", + "summary": "The set is mostly a heterogeneous mix of unrelated issue reports. I only see two likely duplicate pairs: the Siglip2 bad-output reports and the Transformers 5 custom-model-init reports. Everything else looks like separate bugs or regressions despite superficial subsystem/model overlap.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43994 is the broadest, cleanest report for the Siglip2 regression; it captures the user-visible failure mode more generally than issue:38175, which is a narrower symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the clearest and broadest representative of one of the true duplicate pairs, with a title that captures the underlying regression better than its narrower variant.", + "best_issue_reason": "issue:43994 is the best representative issue in this set because it describes the underlying Siglip2 model-output regression clearly and broadly, making it the best duplicate target for the accepted Siglip2 pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different loading bugs and different models; both are import/load failures, but not the same underlying defect." + "reason": "Different models and failures: Voxtral AutoTokenizer import/error messaging vs cjvt/sleng-bert loading." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different code paths and model families: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading." + "reason": "Different bugs: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading failure." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading problems, but the affected models and failure modes are unrelated." + "reason": "Both are load failures, but on different architectures and code paths (NemotronH vs Sam3Model text encoder weights)." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated regressions: GGUF architecture support vs autocast dtype mismatch." + "reason": "Unrelated: gpt-oss GGUF support request vs Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different rotary-embedding bugs in different models; no shared code-path evidence." + "reason": "Both involve rotary/position handling, but on different models and different failure mechanisms." }, { - "left": "issue:43596", - "right": "issue:46515", + "left": "issue:43366", + "right": "issue:43531", "accept": false, - "reason": "BERT+ZeRO3 index error is unrelated to a generic torch version incompatibility report." + "reason": "Different issues: gpt-oss support vs Qwen3-MoE sliding_window behavior." }, { - "left": "issue:43366", - "right": "issue:43531", + "left": "issue:43596", + "right": "issue:46515", "accept": false, - "reason": "Both mention Qwen3-MoE, but one is GGUF/architecture support and the other is a sliding_window bug." + "reason": "Different root causes: DeepSpeed ZeRO-3/BertModel index error vs a torch 2.4.1 compatibility complaint." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both are audio-related, but one is batched embedding leakage and the other is empty-transcription generation failure." + "reason": "Different pipelines and symptoms: AudioFlamingo3 batched-inference leakage vs Whisper empty-transcription generation failure." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Different Gemma4 issues: FSDP2 shared_kv_states rebuild vs device_map forward mismatch." + "reason": "Same family (Gemma4) but different bugs: per-layer shared_kv_states rebuild vs device_map auto device mismatch." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "The BERT ZeRO3 training/index error is not the same as a broad torch 2.4.1 incompatibility." + "reason": "Different problems: non-pretrained Bert/ZeRO-3 index error vs torch version incompatibility." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Completely different failures: GGUF support vs storage lookup for float8 tensors." + "reason": "No clear match: gpt-oss support request vs Float8 storage/type error." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 OCR long-input index error." + "reason": "Different bugs: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Both are load-time issues, but one is a missing export/import and the other is meta-device loading breakage." + "reason": "ImportError for a missing class vs meta-device loading breakage; related loading area but not the same bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading breakage are distinct bugs." + "reason": "Different Qwen3Moe FP8 failure vs a generic meta-device loading regression." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "FlashAttention 3D position_ids bug is unrelated to static-cache seq_length returning a device tensor." + "reason": "Different cache/position-id bugs on different execution paths and backends." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model-specific failures: dtype mismatch in Mistral-3 vs StopIteration in Qwen3-vl-embedding video handling." + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same custom-model-initialization regression in Transformers 5.0.0; the notebook mention is just a narrower repro variant." + "reason": "These look like the same custom-model initialization regression in Transformers 5.0; the notebook-specific title is just a narrower variant." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different subsystems and symptoms: SDPA+torch.compile on Bamba vs Qwen3.5 flash-attention position-id handling." + "reason": "Different Qwen3.5-related bugs: torch.compile+SDPA failure vs Flash Attention illegal memory access from 3D position_ids handling." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated bugs: Qwen3-vl video processing vs MPS histogram support for int tensors." + "reason": "Unrelated: Qwen3-vl video embedding failure vs an MPS histogram/int tensor limitation in MoE code." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "No shared underlying bug; one is a script/runtime issue, the other is GGUF model architecture support." + "reason": "Different scope and failure mode: running 3d_parallel.py vs GGUF gpt-oss architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3Moe FP8 failure are unrelated." + "reason": "Different issues: GenerationMixin import breakage vs Qwen3Moe FP8 config failure." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Torch 2.9 compiled flex_attention failure is not the same as a torch 2.4.1 compatibility issue." + "reason": "Both mention torch versions, but one is a compiled flex_attention regression on torch>=2.9 and the other is a torch 2.4.1 incompatibility report." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3.5/VL, but the failures are different: video StopIteration vs SFT embedding unpacking." + "reason": "Different Qwen3-related failures: video StopIteration vs TRL SFT input-embedding unpacking." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and likely different fixes." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be distinct bugs." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-map mismatch is a distinct model-specific bug, not a generic torch version incompatibility." + "reason": "Gemma4 device mismatch is unrelated to the generic torch 2.4.1 incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping validation and Gemma4 device placement are unrelated." + "reason": "Different bugs: add-new-model-like TOKENIZER_MAPPING_NAMES failure vs Gemma4 PLE device mismatch." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same Siglip2-base-patch16-224 output regression; 43994 is the broader symptom description." + "reason": "Same underlying Siglip2 regression: one report describes zero probabilities, the other describes nonsensical output from the same model on AutoModel/pipeline." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different Qwen3-vl issues: video StopIteration vs generic mask/tensor shape mismatch." + "reason": "Different symptoms and likely different code paths: video embedding StopIteration vs a mask/tensor shape mismatch error." }, { "left": "issue:45672", "right": "issue:46899", "accept": false, - "reason": "Both touch Gemma4 multimodal paths, but the quantization/dtype failures are separate." + "reason": "Both are Gemma4 multimodal issues, but one is an audio uint8/torch.finfo bug and the other is a broader 4-bit dtype-cast problem." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Transformers v5 _is_hf_initialized regression is unrelated to Kosmos2.5 OCR indexing." + "reason": "Different failures: `_is_hf_initialized` flag regression vs Kosmos2.5 long OCR indexing." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Different config-validation failures affecting different models." + "reason": "Different validation/loading regressions affecting different configs." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/Qwen3_MoE hf4.x vs hf5.x compatibility and BitNet packed-weight loading are unrelated." + "reason": "Different breakages: hf4.x/hf5.x LoRA compatibility vs BitNet packed-weight loading in CI." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "BERT ZeRO3 initialization and TOKENIZER_MAPPING_NAMES behavior are different bugs." + "reason": "Different bugs: ZeRO-3/BertModel indexing vs add-new-model-like tokenizer mapping failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different issues and code paths: DeepSpeed/BertModel index error vs tokenizer-mapping helper failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are plausibly the same underlying regressions, and the rejected soft edges mostly separate different models or distinct failure modes without overclaiming. The canonical/best-issue framing is cautious rather than overstated." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are plausible from the titles/body context, and the rejection calls are generally cautious rather than overstated. No mergeability issues appear because there are no PR pairs here." }, "evaluator_used": true, "retried": false, @@ -2150,7 +2258,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 7, "review_unit_count": 60, "status": "reviewed", @@ -2217,13 +2325,13 @@ "issue:41720|issue:42915", "issue:42491|issue:45276", "issue:42915|issue:44756", - "issue:44960|issue:44977", "issue:44451|issue:44488", + "issue:44960|issue:44977", "issue:44863|issue:46846", "issue:46459|issue:46512", "issue:45313|issue:45357", - "issue:44488|issue:44991", "issue:45507|issue:46468", + "issue:44488|issue:44991", "issue:43644|issue:43645", "issue:43257|issue:43854", "issue:39692|issue:43994", @@ -2235,235 +2343,223 @@ "issue:42491|issue:45335", "issue:44960|issue:46050", "issue:46897|issue:46901", - "issue:45488|issue:45812", - "issue:45362|issue:45406", "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45488|issue:45812", "issue:45276|issue:45335", "issue:44910|issue:45588" ], - "prepared_review_unit_hash": "e9180c94e465f630da16f6145ebfea62c8afdc548b19253f74f3c86e1a5f1270", + "prepared_review_unit_hash": "2a3bd771f122b29819bfee4c83224a0d7dc6019cddcdc793fe2dfc1ac88b1190", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36656, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous, but one clear duplicate pair stands out around the v5 non-persistent-buffer regression. Most other soft pairs are only loosely related by subsystem or model family and should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43644 is the best canonical issue because it is the clearest, earliest, and most general report of the exact non-persistent-buffer corruption bug, which is duplicated by issue:44534.", + "summary": "Mostly unrelated issue families. The strongest canonical candidate is issue:43644, but its relationship to issue:44534 should be phrased as a plausible near-duplicate signal based on title/reference similarity, not an explicit duplicate link; issue:46897 and issue:46901 are the other clear duplicate-like pair.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43644 is the cleanest canonical issue for the cluster because it describes a specific Transformers v5 regression and, among the listed items, has the strongest near-duplicate signal with issue:44534. The packet supports that as a plausible duplicate via title similarity and reference activity, but not as an explicit linked duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global issue candidate outside the duplicate pair because it is the broadest active report in the offloading/quantization area and has strong discussion/inbound-references, but the overall cluster is too mixed for a single perfect canonical.", + "best_issue_reason": "issue:43644 is the best representative issue because it is self-contained, broadly framed, and the closest thing in the set to a canonical regression report. Its pairing with issue:44534 looks duplicate-like, though only tentatively from the packet evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different failure modes: gpu+cpu offload/dequantized-model loading vs Strix Halo mmap/OOM mitigation." + "reason": "Both are offload/memory-related, but they describe different failures and likely different code paths." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping failure and tensor mask-shape IndexError are unrelated bugs." + "reason": "Tokenizer-mapping failure vs mask/index shape mismatch; these are unrelated bugs." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both mention SigLIP2, but one is a zero-probability inference bug while the other is a documentation/example mismatch and quantization failure." + "reason": "Same model family, but one is zero-probability output behavior and the other is docs/example plus quantization issues." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 regression: non-persistent buffers being filled with junk, described with near-identical symptoms." + "reason": "These look like the same Transformers v5 non-persistent-buffer regression; the titles and surrounding references are strongly aligned." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 device-map cuda assert on A800 is not the same bug as Qwen3Moe failing with FineGrainedFP8Config." + "reason": "Different Qwen3 failures with different symptoms and likely different root causes." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different models and different symptoms: Qwen3 MoE HF4/HF5 LoRA incompatibility vs Gemma4 resize_token_embeddings behavior." + "reason": "Qwen3 MoE HF4.x/HF5.x incompatibility versus a Gemma4 resize_token_embeddings propagation bug." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8 Qwen3Moe load failure and Strix Halo mmap/OOM are unrelated." + "reason": "FP8 loading failure versus a Strix Halo mmap/OOM workaround; not the same bug." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:44451", + "right": "issue:44488", "accept": false, - "reason": "GLM5 model-specific issue and Qwen3.5 flash-attention generation bug are distinct." + "reason": "Both are model-loading complaints, but the affected models and reported symptoms differ." }, { - "left": "issue:44451", - "right": "issue:44488", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Both are model-loading failures, but they concern different checkpoints and there is not enough evidence they share one concrete root cause." + "reason": "Unrelated model families and failure modes." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint-loading failure is separate from the Qwen3.5 TP plan OOM/shape-error issue." + "reason": "NemotronH checkpoint loading vs Qwen3.5 TP-plan/OOM-shape issues; different code paths." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "One is dtype being ignored on composite checkpoint load; the other is config.dtype staleness after from_config. Related area, not the same bug." + "reason": "Both involve dtype handling, but one is AutoModelForCausalLM loading and the other is from_config/config staleness." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 language_model weight loading and incorrect visual-encoder save keys are different Qwen3.5 multimodal regressions." + "reason": "Both are Qwen3.5-related, but they affect different surfaces: ZeRO-3 weight loading vs save_pretrained serialization." }, { - "left": "issue:45276", - "right": "issue:45335", - "accept": false, - "reason": "Both involve resize_token_embeddings, but the reports target different model families and different affected submodules; not enough to merge confidently." - }, - { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:45507", + "right": "issue:46468", "accept": false, - "reason": "Flash-attention crashes for Qwen3.5 packed-sequence misinterpretation vs sink-less model s_aux=None AttributeError are different code paths." + "reason": "Different models and different failure mechanisms." }, { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different model families and likely different tokenizer rules." + "reason": "Tokenizer-loading regressions, but on different model families and with different concrete bugs." }, { - "left": "issue:44534", + "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both mention v5 breakage, but one is buffer corruption while the other is custom-model initialization in notebooks." + "reason": "Same release family, but buffer initialization and custom-model notebook initialization are different bugs." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is not the same as GLM-4.7-Flash unit-test loading failure." + "reason": "Qwen3 MoE accelerate/deepspeed conversion issue versus GLM-4.7-Flash unit-test load failure." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the doc-example errors and nonsensical AutoModel/pipeline outputs are not clearly the same defect." + "reason": "Both touch SigLIP2, but one is docs/example mismatch and the other is nonsensical inference output." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both are Qwen3 MoE-related, but one is training-memory inefficiency and the other is quantization/offloading behavior." + "reason": "Both are memory-related, but the training-memory issue and the quantization offloading issue are distinct." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/HF-version incompatibility is unrelated to the resize_token_embeddings output_embeddings bug." + "reason": "Different model family and different embedding-propagation surface." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is not the same bug as generic int4 reserved-memory/OOM regression in Transformers 5.x." + "reason": "Qwen3 MoE training memory versus int4 reserved-memory/OOM regression." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different loading failures for different models and different error signatures." + "reason": "Different model-load failures with different model families and symptoms." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer max_steps resume bug and SGD args not being used are unrelated training issues." + "reason": "Trainer checkpoint-resume step-count bug versus SGD args not being used." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Qwen3 MoE version incompatibility is not the same as the t5gemma resize_token_embeddings regression." + "reason": "Different model families and different resize_token_embeddings behavior." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 issue and sinq save/load quantization breakage are unrelated." + "reason": "GLM5 issue versus sinq save/load corruption; unrelated." }, { "left": "issue:46897", "right": "issue:46901", - "accept": false, - "reason": "Both are training-loss double-shift reports, but they concern different models and are not proven to share one implementation bug." + "accept": true, + "reason": "Same underlying training-loss double-shift bug: both describe labels being shifted incorrectly during loss computation." }, { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Tokenizer behavior regressions, but the affected models and concrete failure modes differ." + "reason": "Extra_state handling versus init_empty_weights/_is_hf_initialized constructor incompatibility." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Chat crash for Qwen3.5-35B and Gemma4Processor missing _tokenizer are separate runtime errors." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different failures." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument mismatch are distinct serialization/loading bugs." + "reason": "Both are tokenizer regressions, but they are different concrete issues." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Same general resize_token_embeddings theme, but the reports are model-specific enough that merging would be speculative." - }, - { - "left": "issue:44910", - "right": "issue:45588", - "accept": false, - "reason": "Different flash-attention failures with different triggers and stack behaviors." + "reason": "Very similar API area, but the affected architectures and embedding surfaces differ enough to treat them as separate bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 43644/44534 is a well-supported duplicate pair, and 43873 is a reasonable broad active issue candidate given its discussion/inbound references. The soft-edge verdicts stay conservative overall, with no clear overstatement of evidence." + "accept": false, + "feedback": "The clustering is mostly conservative, but the canonical/best-issue rationale overstates the packet evidence. In particular, calling issue:44534 an \"explicit near-identical duplicate\" of issue:43644 is not supported by the packet: there are no explicit issue links, only highly similar titles and some reference activity. That makes the duplicate claim plausible, but not explicit. The summary should be phrased more tentatively. The other soft-edge verdicts look suitably conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2471,7 +2567,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 8, "review_unit_count": 60, "status": "reviewed", @@ -2492,6 +2588,7 @@ "issue:43404", "issue:43425", "issue:43454", + "issue:43645", "issue:43646", "issue:43708", "issue:43854", @@ -2534,247 +2631,254 @@ "issue:39692|issue:44960", "issue:41720|issue:44155", "issue:45663|issue:45759", + "issue:43425|issue:43957", "issue:43404|issue:43454", "issue:42947|issue:45704", - "issue:43425|issue:43957", "issue:44291|issue:44756", "issue:43873|issue:44387", "issue:44079|issue:46829", - "issue:36010|issue:39404", "issue:45663|issue:45859", "issue:44292|issue:44912", + "issue:36010|issue:39404", "issue:44387|issue:44756", "issue:44155|issue:45823", "issue:42947|issue:43381", - "issue:43335|issue:45663", "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:45588|issue:45663", "issue:42796|issue:46326", "issue:45684|issue:45698", - "issue:45588|issue:45663", "issue:43854|issue:45216", "issue:45292|issue:45335", "issue:44402|issue:44451", - "issue:43646|issue:43708" + "issue:43646|issue:43708", + "issue:43645|issue:44164" ], - "prepared_review_unit_hash": "7cf82aa2fad691aca2651842bb08b1a23e1f11dd6bfff511c67e331c9be6758c", + "prepared_review_unit_hash": "b5efba6b72fab8ed02c4d47d5285197ed32a42f7159f9da77f6f863603879ed5", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36169, - "estimated_input_tokens": 9043, - "estimated_eval_tokens": 18342 + "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": "Mostly a heterogeneous set of unrelated bug reports. The strongest duplicate pockets are around `resize_token_embeddings` propagation, tied `lm_head` weights in multimodal models, and a ModelOutput field assignment regression.", + "summary": "Mostly heterogeneous Transformers issues; only the resize_token_embeddings/output-embeddings reports form a clear duplicate cluster. No PRs are present in the input.", "confidence": 0.79, - "canonical_issue_reason": "Issue 45292 is the cleanest generic formulation of the `resize_token_embeddings` propagation bug and overlaps directly with closely related variants (45276, 45335), making it the best canonical issue in this set.", + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the bug in the most generic form ('resize_token_embeddings does not effect to output_embeddings') and is the central match for the closely related Gemma4 and t5gemma variants.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best representative because it states the core problem in the broadest, least model-specific way and can anchor the related resize-token-embedding duplicates.", + "best_issue_reason": "issue:45292 is the strongest representative of the only clear same-bug cluster in this set; the other items are different model- or subsystem-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are loading/tokenizer problems, but they involve different models and no concrete shared code-path is evident." + "reason": "Both are model-loading complaints, but one is a vocab-size mismatch and the other is inability to load a specific model; too different to treat as the same bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Completely different topics: SigLIP2 docs/example errors vs GLM5 model discussion." + "reason": "SigLIP2 docs/example errors and GLM5 loading are unrelated models and failure modes." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different subsystems and failure modes: Qwen3 device-mapping CUDA assert vs AudioFlamingo3 batched inference leakage." + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to AudioFlamingo3 batched inference token/embedding leakage." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "One is Gemma4 FSDP/shared KV state handling, the other is Qwen multimodal config unwrapping; not the same bug." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen multimodal text_config unwrapping are different code paths and different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device loading failures are distinct regression categories." }, { "left": "issue:43404", "right": "issue:43454", - "accept": true, - "reason": "Both report untied `lm_head` weights in multimodal generation models causing incorrect text generation; same underlying weight-tying bug." + "accept": false, + "reason": "Both mention tied lm_head weights, but they affect different model families and are not the same concrete bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA vs T5 apex RMSNorm memory leak are unrelated issues." - }, - { - "left": "issue:43425", - "right": "issue:43957", - "accept": false, - "reason": "A broad version-compatibility complaint is not the same concrete bug as meta-device model loading failures." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to a T5/apex RMSNorm memory leak." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated." + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization/memory, but one is offloading behavior and the other is increased reserved memory/OOM; different root causes." + "reason": "Both are quantization-related OOMs, but one is offloading behavior and the other is increased reserved memory under int4; not the same bug." }, { "left": "issue:44079", "right": "issue:46829", - "accept": true, - "reason": "Both point to incorrect `ModelOutput` field assignment/serialization behavior when an output key is `None` or mis-mapped." - }, - { - "left": "issue:36010", - "right": "issue:39404", "accept": false, - "reason": "Import error for `GenerationMixin` and Whisper `return_language` pipeline behavior are unrelated." + "reason": "ModelOutput key assignment bug and VideoPrism hidden_states misassignment are different output-shaping issues." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model families and failures: Gemma4 shared KV rebuild vs Qwen3_5_Moe CPU offload incompatibility." + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe rotary embedding CPU-offload incompatibility are separate issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "`init_empty_weights` initialization error and MXFP4 loading fallback are different code paths." + "reason": "Qwen-3-8B-NVFP4 loading failure and git-oss-20b MXFP4 fallback are different models and different quantization problems." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both are OOM-related, but one is quantization memory behavior and the other is mmap-specific Strix Halo OOM; not the same bug." + "reason": "Int4 quantization memory regression and mmap OOM on Strix Halo are unrelated failure causes." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Gemma4 device mismatch are unrelated." + "reason": "AudioFlamingo3 track leakage is unrelated to Gemma4 PLE device mismatch under device_map=auto." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective training configuration and the other is eval-mode prohibition." + "reason": "PEFT gradient checkpointing ineffectiveness and eval-mode checkpointing prohibition are different checkpointing bugs." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP attention state rebuild are unrelated." + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are not the same underlying problem." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Both involve loading/memory, but one is meta-device loading and the other is mmap OOM mitigation; different problems." + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 KeyError are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Same model family, but checkpoint loading failure and broken example are not clearly the same underlying bug." + "reason": "NemotronH checkpoint loading and a broken official Nemotron example are too broad and not clearly the same concrete bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "These are the same `resize_token_embeddings` propagation bug, with 45276 being a model-specific variant of 45292." + "reason": "These describe the same resize_token_embeddings bug: updated embeddings/output heads are not propagated correctly, with 45276 being a model-specific manifestation." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen models and strict config loading for granite_speech are unrelated." + "reason": "Video input regression in Qwen VL models and strict config blocking granite_speech are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode issue and Qwen3.5 RLHF NaN explosion are distinct bugs." + "reason": "Gradient checkpointing eval-mode handling is unrelated to RLHF NaNs from 3D position_ids and SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` save/load handling and Strix Halo mmap OOM are unrelated." + "reason": "save/from_pretrained extra_state handling and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is a different code path from Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but BPE-marker handling and `continue_final_message` behavior are different code paths." + "reason": "Tokenizer BPE marker handling and continue_final_message behavior are both mistral_common-related, but they are distinct tokenizer bugs." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Custom-model save permissions and wrong custom-module reload after save are separate issues." - }, - { - "left": "issue:45588", - "right": "issue:45663", - "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 shared KV state rebuilding are unrelated." + "reason": "Read-only permission propagation during save_pretrained and loading the wrong custom module after save_pretrained are different save/load issues." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different regressions: unit-test model loading for GLM-4.7-Flash vs Qwen3.5 checkpoint save correctness." + "reason": "Unit-test model loading failure for GLM-4.7-Flash and Qwen3.5 checkpoint saving regression are different bugs." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both report the same propagation failure of `resize_token_embeddings`, affecting different internal embedding/output modules." + "reason": "Both report the same underlying resize_token_embeddings propagation failure, with 45335 as a model-specific decoder.embed_tokens example." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading complaints, but they are different models and the specific failure is not shown to be the same." + "reason": "Vocab-size mismatch for a specific model and inability to load a different model are not the same defect." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Transformers 5.0 custom initialization breakage and Trainer `max_steps` resume math are unrelated." + "reason": "Custom model initialization breakage in Jupyter and Trainer max_steps miscalculation on resume are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom model initialization and save/from_pretrained extra_state handling are separate problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate pockets are well supported by the issue titles, especially the `resize_token_embeddings` cluster, the untied `lm_head` cluster, and the ModelOutput assignment cluster. The unrelated pairs are also appropriately rejected." + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate cluster is the resize_token_embeddings/output_embeddings set centered on issue:45292, with issue:45276 and issue:45335 as conservative matches. The non-matches are appropriately cautious and do not overstate evidence. No PRs are present, so that part is also consistent." }, "evaluator_used": true, "retried": false, @@ -2785,7 +2889,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 9, "review_unit_count": 60, "status": "reviewed", @@ -2846,7 +2950,6 @@ ], "soft_pairs": [ "issue:46894|issue:46901", - "issue:43645|issue:44164", "issue:43828|issue:43957", "issue:44589|issue:44756", "issue:46315|issue:46491", @@ -2854,15 +2957,15 @@ "issue:43425|issue:43828", "issue:39404|issue:45701", "issue:44530|issue:45084", - "issue:39404|issue:46665", "issue:43611|issue:43645", + "issue:39404|issue:46665", "issue:43425|issue:46869", "issue:44683|issue:45823", "issue:43425|issue:45823", "issue:43425|issue:43716", "issue:44479|issue:44805", - "issue:43906|issue:44530", "issue:44589|issue:45084", + "issue:43906|issue:44530", "issue:43901|issue:44509", "issue:43994|issue:44079", "issue:36032|issue:43452", @@ -2872,175 +2975,169 @@ "issue:44164|issue:45759", "issue:43906|issue:46326", "issue:44671|issue:44991", - "issue:44991|issue:45081", "issue:45823|issue:46899", + "issue:44991|issue:45081", "issue:43299|issue:43931", "issue:45479|issue:46894", "issue:43856|issue:44756", - "issue:45479|issue:46897", "issue:44164|issue:46821", + "issue:45479|issue:46897", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "67d34ebea9eddf1f156602f9fcd83ceb05ddabf7efb42738cba4999d0cb610bc", + "prepared_review_unit_hash": "ab3a4c664a98d07a63ee763ce63b5bce9fd2a3ecf1cc58d9b5aaf50fc8a03f44", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38432, - "estimated_input_tokens": 9608, - "estimated_eval_tokens": 19472 + "soft_pair_count": 34, + "serialized_chars": 38134, + "estimated_input_tokens": 9534, + "estimated_eval_tokens": 19324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers v5 regression reports, especially around model/tokenizer loading, but most pairs are not true duplicates. One soft duplicate stands out: two training-loss double-shift reports for different models.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 43611 is the broadest and most representative v5 regression report here: a concrete model-loading breakage centered on core loading behavior, which matches the dominant theme of the cluster better than the very model-specific reports.", + "summary": "This cluster is a loose collection of Transformers v5 regression reports, with a noticeable tokenizer/loading subtheme but many unrelated model, training, and docs bugs. The soft pairs mostly overlap only at a high level (same subsystem or similar symptom), not the same concrete defect.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45701 is the broadest umbrella for the shared tokenizer-regression theme and best matches the cluster\u2019s main recurring pattern.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the best single issue to represent this cluster because it is broad, concrete, and directly about a shared v5 loading regression theme.", + "best_issue_reason": "issue:45812 is the strongest representative because it is concrete, user-facing, and describes a clear v4\u2192v5 tokenizer regression with wide model impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46894", "right": "issue:46901", - "accept": true, - "reason": "Both describe the same training-loss double-shift/off-by-one label shift bug; the model names differ, but the underlying fix path looks shared." - }, - { - "left": "issue:43645", - "right": "issue:44164", "accept": false, - "reason": "Both involve model loading, but one is notebook custom-model initialization and the other is save/from_pretrained extra_state handling; different code paths." + "reason": "Both describe training-loss double-shift bugs, but on different model families with no evidence of the same code path." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both are dtype/device mismatch reports, but they affect different mechanisms and model-loading paths." + "reason": "Both mention dtype/device-related failures, but one is autocast mismatch during inference and the other is meta-device loading; too different to merge." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Unrelated symptoms: missing Float8 storage vs mmap-related OOM on Strix Halo." + "reason": "Float8 storage deserialization and mmap/OOM are unrelated failure modes." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer performance regression vs CodeLlama round-trip whitespace bug; not the same bug." + "reason": "Tokenizer performance regression vs CodeLlama space-stripping regression; different bugs." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models is a correctness regression; the other is a speed regression in slow tokenizers." + "reason": "Wrong token IDs and slower convert_tokens_to_ids are separate tokenizer issues." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same issue as a multimodal dtype mismatch." + "reason": "Torch version incompatibility is not the same defect as the Phi autocast dtype mismatch." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression and generic tokenization changes are different behaviors." + "reason": "Whisper pipeline return_language behavior is distinct from the broader tokenization regression theme." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compile failure are unrelated." + "reason": "PagedAttentionCache group-type crash and template-node compilation failure are different code paths." }, { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained-in-classes inconsistency are different bugs." + "reason": "Base_model_prefix loading failure and Jupyter custom-model initialization issues are different root causes." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:39404", + "right": "issue:46665", "accept": false, - "reason": "Both are v5 loading issues, but one is base_model_prefix handling and the other is custom-model init in notebooks." + "reason": "Pipeline return_language regression is unrelated to from_pretrained behavior inside classes." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device_map issues do not share the same code-path problem." + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device_map failure are not the same bug." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are separate regressions." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "A library version compatibility issue is not the same as a model-specific device mismatch bug." + "reason": "General torch incompatibility does not match the specific Gemma4 PLE device mismatch." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Different failures: torch compatibility vs Mistral-3 dtype mismatch." + "reason": "Torch version incompatibility is not the same as Mistral-3 image dtype mismatch." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video input regression and mask-shape IndexError are distinct failures." + "reason": "Video-input regression and mask-shape IndexError are different model failures." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "An isolated reproduction issue and a Qwen3.5 cache crash are unrelated." + "reason": "Float8 storage lookup failure is unrelated to template compilation errors." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Float8 storage lookup failure and compile-template-node error are different bugs." + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they concern different pipeline APIs and different removals." + "reason": "Both are docs issues, but they concern different pipeline/deprecation topics." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are unrelated." + "reason": "Siglip2 output quality regression and ModelOutput key assignment bug are different." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method conflict and gguf_file loading failures are different loading problems." + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading breakage are separate tokenizer/model-loading failures." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure via torch_compilable_check is unrelated to Perceiver resolution/interpolation behavior." + "reason": "torch.export/torch_compilable_check and Perceiver interpolation failure are different export/inference issues." }, { "left": "issue:39404", @@ -3052,90 +3149,87 @@ "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different code paths." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are not the same defect." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and composite Qwen config unwrapping are distinct model-loading bugs." + "reason": "Extra_state save/load handling and composite-config unwrapping are different loading bugs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "No meaningful overlap beyond both being issue reports about Transformers behavior." + "reason": "These reference different issues and different behaviors; no shared concrete bug." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM prediction regression and tokenizer-loading failure for est-roberta are not the same bug." + "reason": "CamemBERT masked-LM prediction regression and tokenizer-loading failure for est-roberta are separate problems." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:45823", + "right": "issue:46899", "accept": false, - "reason": "Both involve tokenizer loading, but one is est-roberta tokenizer init and the other is Mistral regex patching." + "reason": "Both are Gemma4-related, but one is a device mismatch and the other is a 4-bit dtype-cast bug in multimodal embedders." }, { - "left": "issue:45823", - "right": "issue:46899", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Gemma4 device_map mismatch and Gemma4 multimodal 4-bit dtype cast are different failure modes." + "reason": "Tokenizer loading failure for one model and mistral regex patch crash for another are different code paths." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-VL load issues, but one is a dev0 regression and the other is a shape-mismatch report; not clearly the same fix." + "reason": "Both involve Qwen3-VL loading, but one is a broad v5.dev0 breakage and the other is a weight-shape mismatch; not enough to unify." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Single-label classification zero-loss bug and double-shift training-loss bug are different issues." + "reason": "Single-label zero-loss classification bug and double-shift training-loss bug are not the same root cause." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are unrelated." + "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are unrelated memory issues." }, { - "left": "issue:45479", - "right": "issue:46897", + "left": "issue:44164", + "right": "issue:46821", "accept": false, - "reason": "Classification-loss degeneracy and Florence2 double-shift are different underlying bugs." + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are different API failures." }, { - "left": "issue:44164", - "right": "issue:46821", + "left": "issue:45479", + "right": "issue:46897", "accept": false, - "reason": "save/from_pretrained extra_state and TimesFM window_size AttributeError are unrelated." + "reason": "Different training-loss bugs affecting different models; only a superficial pattern match." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3 BertModel indexing error and compiled flex_attention failure are unrelated." + "reason": "Deepspeed ZeRO3/BertModel IndexError and compiled flex_attention on torch>=2.9 are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the packet does support a loose cluster of v5 regression reports, mostly around loading/tokenizer behavior, with most pairs clearly not duplicates. The one accepted soft pair (46894/46901) is plausible from the shared double-shift symptom and remains conservatively phrased." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 10, "review_unit_count": 60, "status": "reviewed", @@ -3195,8 +3289,8 @@ "issue:46489" ], "soft_pairs": [ - "issue:44488|issue:45081", "issue:44488|issue:44987", + "issue:44488|issue:45081", "issue:43611|issue:43644", "issue:44462|issue:46489", "issue:42796|issue:43404", @@ -3210,8 +3304,8 @@ "issue:40990|issue:43421", "issue:42915|issue:44530", "issue:44451|issue:44987", - "issue:43644|issue:43646", "issue:34567|issue:40444", + "issue:43644|issue:43646", "issue:43541|issue:45084", "issue:40444|issue:46326", "issue:43582|issue:43632", @@ -3222,232 +3316,235 @@ "issue:43452|issue:43482", "issue:44987|issue:44991", "issue:43883|issue:44488", - "issue:43317|issue:43482", "issue:45084|issue:45507", + "issue:43317|issue:43482", "issue:43262|issue:43377" ], - "prepared_review_unit_hash": "8599be64042bb9aa8315b2959d7a60b8ece7b8a1443f4906dca0fdb368ceee67", + "prepared_review_unit_hash": "39d04e6acdaa1222657d7d5eb84e1c11e40edc3c670e83343def4dea122478e0", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36733, - "estimated_input_tokens": 9184, - "estimated_eval_tokens": 18624 + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers regressions, mostly around tokenizer/model loading and a few unrelated audio/offload/tracing issues. The soft pairs share themes but not the same concrete bug, so none are safe duplicates.", - "confidence": 0.72, - "canonical_issue_reason": "issue:44462 is the broadest tokenizer-loading regression in the set and is the best anchor for the nearby tokenizer-related failures.", + "summary": "This is a loose cluster of Transformers/tokenizer/model-loading regressions, with one clearest duplicate candidate in the audio feature-extraction crash pair (44206/44220). There are also a few same-subsystem pairs that look superficially related from titles alone (for example 43611/43644, 44488/44987, 44987/44991, and 44811/45584), but the available evidence still points to separate bugs or regressions rather than true duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s dominant Transformers v5 loading/initialization regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 best represents the cluster because several other items are adjacent to tokenizer loading / tokenizer.json behavior, even if they are not exact duplicates.", + "best_issue_reason": "43611 is the best single issue representative because it is broad, central to the cluster, and captures the main v5 regression pattern better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44488", - "right": "issue:45081", + "right": "issue:44987", "accept": false, - "reason": "Both involve tokenizer loading, but one is a repo-specific load failure and the other is a Mistral regex/backend_tokenizer crash; different bugs." + "reason": "Both are tokenizer-loading failures, but they involve different models and no clear shared code path." }, { "left": "issue:44488", - "right": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Same broad area (model/tokenizer loading) but different repos and failure modes; not the same underlying defect." + "reason": "Tokenizer/model-loading failure vs a Mistral regex patch crash; different bugs." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "One is model loading with base_model_prefix; the other is non-persistent buffers filled with junk. Distinct regression." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer corruption." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both touch tokenizer behavior, but 46489 is a DeepSeek-Coder output regression tied to a prior fix gap, not the same issue as ignoring tokenizer.json." + "reason": "Both concern tokenizers, but one ignores tokenizer.json while the other is a model-specific output regression." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated bugs." + "reason": "Tokenizer BPE marker handling and Mistral lm_head tying are unrelated issues." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer class loading conflict vs Qwen3Moe FP8 config failure; no shared code path." + "reason": "Tokenizer method conflict vs FineGrainedFP8Config failure; different subsystems." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP text-model structure inconsistency and Sam3 text encoder weights not loading are separate model-specific regressions." + "reason": "CLIP structural mismatch vs Sam3 text-encoder weight loading; unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper return_language pipeline behavior and CamemBERT masked-LM predictions are unrelated." + "reason": "Whisper pipeline behavior vs CamemBERT masked-LM predictions; different models and bugs." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template-compilation error are different subsystems and failures." + "reason": "Image preprocessor dtype mismatch vs template compilation error; unrelated code paths." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss vs PagedAttentionCache linear_attention crash are unrelated." + "reason": "AutoConfig/trust_remote_code missing fields vs PagedAttentionCache linear_attention crash; different failures." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are CPU/offload related, but XLNet positional encoding and Qwen3_5Moe rotary embedding are different code paths and model families." + "reason": "Both are device/offload-related, but they affect different models and mechanisms." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenization mapping-name issue vs torch flex_attention compilation failure; no common bug." + "reason": "Tokenizer mapping registration and flex_attention compilation are unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b is unrelated to runtime post-processor updates in TokenizersBackend." + "reason": "Perplexity regression vs runtime special-token post-processor update; not the same bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both mention Qwen, but FP8 config failure and linear_attention cache crash are different concrete problems." + "reason": "Same model family, but FP8 config failure and PagedAttention linear_attention crash are different code paths." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but they affect different models and likely different root causes." + "reason": "Both are loading failures, but for different models with no concrete shared defect." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Non-persistent buffer initialization junk and custom model initialization failures are related only by version, not by the same bug." + "reason": "Token counting metric bug vs multi-image IterableDataset fine-tuning failure; unrelated." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Trainer token counting and Qwen2.5-VL iterable dataset handling are unrelated training bugs." + "reason": "Both are initialization regressions, but buffer junk and custom model init failure are not the same underlying bug." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Grouped_mm tracing error in Mixtral and non-template node compilation error are different torch/dynamo issues." + "reason": "Grouped_mm tracing error vs non-template-node compilation error; unrelated." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "IterableDataset multi-image finetuning failure and mistral_common continue_final_message behavior are unrelated." + "reason": "Multi-image training failure vs mistral_common continue_final_message bug; different areas." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon warmup TypeError and _is_hf_initialized flag regression are separate initialization/offload problems." + "reason": "AppleSilicon warmup TypeError and _is_hf_initialized flag regression are distinct issues." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Missing tensorflow in torch extra and undefined tensorflow_text backend are packaging/backend-mapping issues, not the same bug." + "reason": "Both backend-related, but one is an install-extra omission and the other is a backend-mapping validation error." }, { "left": "issue:44206", "right": "issue:44220", - "accept": false, - "reason": "Both are audio feature-extraction related, but one is an unsupported center arg in LasrFeatureExtractor and the other is a separate _torch_extract_fbank_features issue." + "accept": true, + "reason": "Both point to the same audio feature-extraction path and the same crash in _torch_extract_fbank_features()/LasrFeatureExtractor." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict and notebook custom-model initialization are unrelated." + "reason": "Tokenizer method conflict vs Jupyter/custom-model initialization breakage; unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different failures." + "reason": "Both are Whisper/tokenization-related, but decode skip_special_tokens and empty-transcription generation are different bugs." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "GGUF file handling in from_pretrained and Qwen2.5-GGUF loading failure are related only at a very broad level, not the same defect." + "reason": "GGUF loading breakage and Qwen2.5-GGUF v5 loading failure are model-specific and not clearly the same defect." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Different repository/model load failures with no evidence of a shared code-path bug." + "reason": "Both are loading regressions in v5, but they affect different tokenizers/models and lack a shared concrete code path." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys and inability to load a tokenizer repo are unrelated." + "reason": "Missing tied-weights metadata vs tokenizer loading failure; unrelated." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are distinct loading problems." + "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; different bugs." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid method call are different bugs." + "reason": "Dequantized model offload failure vs GGUF loading failure; unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Default audio sampling-rate behavior and MIMI padding-mask mismatch are separate audio bugs." + "reason": "Chat-template sampling-rate default bug vs padding-mask discrepancy in MIMI encoder; different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the summary overstates the evidence by saying the audio feature-extraction crash is the *only* plausible duplicate pair from titles alone. The packet also contains other plausible same-subsystem/same-regression pairings (for example 43611/43644, 44488/44987, 44987/44991, and 44811/45584), even if they should still be rejected as duplicates absent stronger evidence. Please soften that claim and describe the cluster as having one clearest duplicate candidate rather than the only plausible one." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 11, "review_unit_count": 60, "status": "reviewed", @@ -3513,246 +3610,249 @@ "issue:44403|issue:45081", "issue:42915|issue:45084", "issue:44849|issue:45325", - "issue:43377|issue:43819", "issue:43792|issue:46869", + "issue:43377|issue:43819", "issue:43404|issue:44466", "issue:44464|issue:45987", "issue:43883|issue:44991", - "issue:44987|issue:45081", "issue:28530|issue:34567", "issue:43994|issue:44610", + "issue:44987|issue:45081", "issue:44008|issue:46899", "issue:42915|issue:44291", "issue:44451|issue:45081", "issue:36032|issue:43742", - "issue:44265|issue:44610", "issue:44062|issue:44987", + "issue:44265|issue:44610", "issue:43089|issue:45987", "issue:43322|issue:43540", "issue:44479|issue:45325", "issue:42915|issue:44589", "issue:43632|issue:46821", "issue:36032|issue:41720", - "issue:44991|issue:46315", "issue:43531|issue:44877", + "issue:44991|issue:46315", "issue:45216|issue:45357" ], - "prepared_review_unit_hash": "10d51b9267c152ddaf039a67b9a49f2712ffeb378bc9d6787454d7db28b00fdf", + "prepared_review_unit_hash": "4a80aa978ce750051ac12fd546341d9607914b943a78dbdc549bc536c679badf", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36615, - "estimated_input_tokens": 9154, - "estimated_eval_tokens": 18564 + "serialized_chars": 36618, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers issues, mostly around v5 regressions in model/tokenizer loading, initialization, and a few unrelated model-specific bugs. The soft pairs are thematically similar in places, but they do not look like the same underlying defect.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43632 is the best umbrella candidate because it describes a core v5 initialization regression (`_is_hf_initialized`) that overlaps with several later custom-model loading failures, making it the most representative upstream bug in the set.", + "summary": "The cluster is mostly heterogeneous model-loading and regression reports. Only one soft pair looks like a plausible duplicate in the same Qwen VL temporal-position/rope-index path; the rest are distinct bugs or symptoms in different subsystems.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44479 is the broadest and clearest representative: it describes a concrete v5.3.0 regression affecting multiple Qwen VL variants, which likely covers the narrower Qwen2.5-VL temporal position-id bug as a specific manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the strongest cluster representative: broad, upstream, and closest to multiple v5 initialization/load breakages. It is still not a clean duplicate target for the whole cluster, just the best anchor issue.", + "best_issue_reason": "Issue 44479 is the best single issue to anchor the cluster because it names the affected family, version, and regression class clearly and has the widest apparent scope among the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer/model-loading problems, but one is PEFT local checkpoint loading for GraniteSpeech and the other is `continue_final_message` behavior for mistral_common tokenizers; different code paths and symptoms." + "reason": "Different failures: PEFT/local checkpoint loading vs mistral_common chat-template handling." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both mention Transformers v5 breaking behavior, but one is about custom model initialization and the other is non-persistent buffers being filled with junk; not the same bug." + "reason": "Custom model init breakage and non-persistent buffer corruption are unrelated code paths." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both concern custom/remote-code model initialization, but one is a Jupyter/notebook custom model init regression and the other is `AutoModel.from_pretrained` failing on remote-code models due to missing `config_class`; related area, different defect." + "reason": "Both involve custom/remote-code models, but one is Jupyter initialization while the other is AutoModel config_class handling." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "One is about loading noise/logging, the other is a tokenizer regex patch crash; unrelated failure modes." + "reason": "Unrelated issues: noisy loading logs vs a tokenizer regex patch crash." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "These are distinct Qwen3MoE and template-compilation errors; no shared concrete code path beyond both being runtime errors." + "reason": "FP8/Qwen3Moe loading failure and template-node compilation error are different bugs." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen3.5/Qwen2.5-VL model behavior, but one is about `output_hidden_states` and the other about still-image RoPE scaling; different model logic." + "reason": "Different Qwen3.5 hidden-state bug vs Qwen2.5-VL rope-index scaling bug." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:43792", + "right": "issue:46869", "accept": false, - "reason": "Both describe encoder/decoder mismatch-type bugs, but one is MIMI batched-vs-single padding mask behavior and the other is DAC `from_latents` vs forward pass with missing STE; not the same underlying issue." + "reason": "Whisper loading/runtime failure and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Both are model execution failures, but one is Whisper not running and the other is YOLO multi-GPU device-map auto failure; unrelated models/code paths." + "reason": "MIMI padding-mask batching issue and DAC latent/forward mismatch are different model bugs." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "One is a missing tie for `lm_head.weight` in Mistral3, the other is inconsistent serialization of `lm_head.weight` depending on device; related theme, but different bug surface and behavior." + "reason": "Both touch tied weights, but one is a model-specific weight-tying bug and the other is serialization inconsistency; not the same concrete fix." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is a generation/runtime issue; `StaticCache.get_seq_length()` returning a tensor is a cache API contract bug." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to StaticCache sequence-length return type." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "One is a missing `all_tied_weights_keys` attribute on a model class; the other is a tokenizer-loading failure for EMBEDDIA/est-roberta. Similar v5 breakage category, but not the same defect." - }, - { - "left": "issue:44987", - "right": "issue:45081", - "accept": false, - "reason": "Both are loading-related regressions, but one is a generic v5.1.0 model load failure and the other is a specific Mistral tokenizer regex patch crash; different code paths." + "reason": "Molmo tied-weights attribute error and tokenizer loading failure are unrelated." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and `num_input_tokens_seen` tracking are unrelated Trainer issues." + "reason": "Early stopping metric lookup and num_input_tokens_seen tracking are different trainer issues." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "One is a bad AutoModel/pipeline output issue for SigLIP2, the other is processor/model input-size mismatch for OmDet-Turbo; different model families and bugs." + "reason": "Siglip2 wrong outputs and OmDet-Turbo processor/model size mismatch are different problems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading regressions, but they affect different tokenizer/model code paths and different failure modes." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 quantization dtype-cast failures, despite both being multimodal model bugs." + "reason": "Gemma3n variable collision and Gemma4 4-bit dtype casting are unrelated multimodal bugs." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both are initialization/model-loading regressions, but one is Qwen3Moe FineGrainedFP8Config failure and the other is `init_empty_weights` rejecting `_is_hf_initialized`; similar area, different concrete issue." + "reason": "Qwen3Moe FP8 failure and init_empty_weights/_is_hf_initialized regression are different initialization issues." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash are different tokenizer/model-loading bugs." + "reason": "ScandiBERT loading failure and Mistral regex patch crash are not the same bug." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer `add_special_tokens` name conflict and MobileLLM key error are separate model/tokenizer loading issues." + "reason": "Tokenizer special-token conflict and MobileLLM key error are distinct load-time errors." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "`torch.export.export` failing on `torch_compilable_check` is an export/runtime issue; OmDet-Turbo is a processor input-size bug." + "reason": "AddedToken argument conflict and physical-intelligence/fast loading regression are unrelated." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "`AddedToken(..., special=...)` duplicate-argument error is a tokenizer construction bug; `physical-intelligence/fast` loading failure is broader and not the same root cause." + "reason": "torch.export failure with torch_compilable_check is unrelated to processor image-size mismatch." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation GPU-sync/dispatch overhead is a performance problem; `StaticCache.get_seq_length()` shape mismatch is an API correctness bug." + "reason": "Generation performance overhead and StaticCache return-type bug are different concerns." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing `ValueError` are both multimodal, but they fail in different subsystems and are not the same bug." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are separate multimodal failures." }, { "left": "issue:44479", "right": "issue:45325", - "accept": false, - "reason": "Both affect Qwen multimodal models, but one is a v5.3.0 video-input regression and the other is a RoPE-index scaling issue for still images; distinct logic." + "accept": true, + "reason": "Both point to the same Qwen VL temporal-position/rope-index regression in v5.3.0; the latter is a narrower manifestation of the broader family bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure and `Float8_e4m3fnStorage` deserialization/storage lookup failure are unrelated low-level errors." + "reason": "Qwen3Moe FP8 failure and Float8 storage lookup error are different low-level issues." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Both are v5-era API regressions, but one is core `_is_hf_initialized` initialization breakage and the other is a TimesFM `window_size` attribute error; not the same code path." + "reason": "_is_hf_initialized regression and TimesFM window_size AttributeError do not share the same code path." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer method-name conflict and Qwen3 auto device-mapping CUDA assert are unrelated bugs." + "reason": "T5 tokenizer special-token conflict and Qwen3 auto device mapping CUDA assert are unrelated." }, { - "left": "issue:44991", - "right": "issue:46315", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is loading a specific tokenizer and the other is `convert_tokens_to_ids` performance regression for slow tokenizers with many added tokens; different defect class." + "reason": "Qwen3-MoE sliding-window bug and granite_speech config strictness are unrelated." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "Qwen3-MoE `sliding_window` bug and strict config preventing `granite_speech` loading are different configuration/model bugs." + "reason": "Tokenizer loading failure and convert_tokens_to_ids performance regression are not the same bug." }, { "left": "issue:45216", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 save_pretrained regressions, but one concerns checkpoint correctness generally and the other specifically incorrect visual encoder keys; related family, not the same underlying issue." + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is about checkpoint correctness generally and the other about visual encoder key serialization; too broad to merge." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The cluster is clearly heterogeneous, and the only accepted soft edge (44479 \u2194 45325) is well supported by the titles as the same Qwen VL temporal-position/regression family. No pair is overstated as a duplicate, and the summary does not claim stronger evidence than the packet shows." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 12, "review_unit_count": 60, "status": "reviewed", @@ -3782,6 +3882,7 @@ "issue:43582", "issue:43611", "issue:43632", + "issue:43646", "issue:43716", "issue:43746", "issue:43792", @@ -3816,8 +3917,8 @@ "issue:43425|issue:44403", "issue:43716|issue:46899", "issue:43296|issue:43531", - "issue:45812|issue:46491", "issue:44220|issue:44683", + "issue:45812|issue:46491", "issue:42796|issue:43746", "issue:43381|issue:45923", "issue:44403|issue:44991", @@ -3830,42 +3931,43 @@ "issue:44079|issue:45663", "issue:35707|issue:40444", "issue:43482|issue:43525", - "issue:43421|issue:44568", "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:41553|issue:43582", - "issue:44462|issue:45812", "issue:43317|issue:43856", - "issue:43377|issue:45491" + "issue:44462|issue:45812", + "issue:43377|issue:45491", + "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "9966bbf0125bc76bd3346c037c7259d9f022cb33ef9ab5eef761c7a5fa721060", + "prepared_review_unit_hash": "cdebe123f305d9bd2e0bd7e1d65e6934aea3bfae14d3aee4f2ee9a3c4b8641f7", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36096, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36932, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose set of unrelated issues spanning tokenizers, multimodal models, loading regressions, and backend/package problems. None of the soft pairs look like the same underlying bug or change, so all should be kept separate.", - "confidence": 0.95, + "summary": "This set is heterogeneous: mostly unrelated model/tokenizer/runtime regressions across different model families and versions, with no clear duplicate hub and no PRs present.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -3875,181 +3977,187 @@ "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is about iterable-dataset finetuning with multiple images while the other is about still-image temporal position_id scaling; different code paths and symptoms." + "reason": "Both are Qwen2.5-VL-related, but one is finetuning with iterable datasets and multi-image prompts while the other is a rope-index scaling bug for still images; different code paths and symptoms." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both mention Transformers v5 regressions, but one is about loading models with base_model_prefix and the other about non-persistent buffers being filled with junk; separate bugs." + "reason": "Both involve Transformers v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffers being initialized incorrectly; not the same failure." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch compatibility and noisy load logging are unrelated problems." + "reason": "These are different compatibility regressions: Torch 2.10 incompatibility versus noisy load-time logging. Same release window, but not the same bug." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both involve multimodal Gemma models and dtype/quantization concerns, but one is an image preprocessor/model dtype mismatch and the other is unsafe dtype casting in audio/vision embedders; not the same fix." + "reason": "Both concern Gemma/Mistral multimodal processing, but one is image-preprocessor dtype mismatch and the other is 4-bit quantization cast issues in multimodal embedders; distinct defects." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "One is PaddleOCR-VL model loading in vLLM, the other is a sliding_window issue in Qwen3-MoE; unrelated models and code paths." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is a leading-space round-trip issue in CodeLlama; different tokenizers and failures." + "reason": "The first is a feature/extraction bug in _torch_extract_fbank_features(); the second is compiled flex_attention breaking on newer torch. Different subsystems." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Audio fbank extraction and compiled flex_attention are different subsystems and bugs." + "reason": "Both are tokenizer regressions, but one affects Granite token IDs globally and the other is CodeLlama leading-space round-trip behavior; not the same tokenizer bug." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Ministral tokenizer BPE-marker handling and GraniteSpeech PEFT-local-checkpoint loading are separate issues in different components." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Both touch gradient checkpointing, but one is an eval-mode restriction and the other is a missing supports_gradient_checkpointing flag on a trust_remote_code variant; not the same underlying issue." + "reason": "Gradient checkpointing in eval mode is a general training-mode misuse bug, while the other is a missing supports_gradient_checkpointing flag on a specific trust_remote_code model." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "One is about removing loader noise; the other is AutoTokenizer ignoring tokenizer.json for a specific model repository." + "reason": "Unnecessary load-time noise is a logging/UX issue; the other is tokenizer loading failing for a specific repo on Transformers >=5.0. Different symptoms and fixes." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized handling in Transformers v5 and mmap OOM on Strix Halo are unrelated." + "reason": "One is the _is_hf_initialized flag regression in Transformers v5; the other is mmap causing OOM on Strix Halo. Different root causes." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen-VL training issues, but one is multi-GPU training and the other is multi-image IterableDataset finetuning; different failure modes." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable-dataset finetuning are both training topics but not the same bug or code path." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on a language model and Whisper batch_decode skipping special tokens are unrelated." + "reason": "WikiText-2 perplexity on gpt-oss-20b and Whisper processor.batch_decode skipping special-tokens are unrelated evaluation/decoding bugs." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper-large-v2 runtime failure and Float8 storage lookup failure are different bugs." + "reason": "openai/whisper-large-v2 runtime failure and Float8 storage lookup failure are different backend/runtime issues." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument handling and Float8 storage resolution are separate compatibility issues." + "reason": "init_empty_weights with unexpected _is_hf_initialized argument is a model-init regression; Float8 storage object lookup is a storage/backend type issue." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling and an accuracy regression after upgrading Transformers are not the same code-path problem." + "reason": "Tokenizer BPE-marker handling for Ministral is not the same as the DeepSeek-R1-Distill-Llama accuracy regression after upgrading Transformers." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment logic and Gemma4 shared_kv_states rebuild in FSDP2 are unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated model-internals bugs." }, { "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." + "reason": "Progressive generation with inputs_embeds/past_key_values and multi-image iterable-dataset finetuning are different generation vs training problems." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different model/config issues." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Runtime post-processor updating and add_special_tokens BOS/EOS behavior are related only broadly to tokenizers, but they are distinct bugs with different mechanisms." + "reason": "Qwen2.5-GGUF loading failure on Transformers v5 and Llama4Config missing pad_token_id are separate model/config loading regressions." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one concerns _is_hf_initialized and the other non-persistent buffers; separate changes." + "reason": "Both are Transformers v5 regressions, but one concerns initialization flags and the other non-persistent buffers; not mergeable into one fix." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding-window attention in Qwen3-MoE and init_empty_weights argument handling are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized errors affect different model/runtime paths." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and add_special_tokens failing for mdeberta-v3 are tokenizer issues, but the specific bug mechanics differ." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer max length handling are different tokenizer/model issues." + "reason": "GGUF loading with Transformers v5 and CLIPTokenizer max_length misconfiguration are unrelated loading/tokenizer issues." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both involve TensorFlow packaging/backends, but one is about the torch extra omitting TensorFlow and the other is about tensorboard being installed without TensorFlow causing an undefined backend error; related area, but not the same bug." + "reason": "TensorFlow missing from a torch-only install and undefined tf backend after installing tensorboard are packaging/dependency issues, but not the same packaging bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert and Mistral regex-patching crash are unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patch crashing with backend_tokenizer missing are different model-specific failures." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are different regression sites." + "reason": "ModelOutput key assignment and v5 buffer initialization bugs are separate core-library regressions." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral and AppleSilicon TypeError in caching_allocator_warmup are unrelated." + "reason": "AutoTokenizer error message for Voxtral and AppleSilicon caching_allocator_warmup TypeError are unrelated; one is messaging, the other is platform/runtime." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both are tokenizer-related, but one is ignoring tokenizer.json loading and the other is wrong token IDs for Granite models; not the same defect." + "reason": "gpu+cpu offload dequantized-model loading and Qwen3 MoE training memory inefficiency are both memory-related, but one is a loading/offload bug and the other is a training-memory optimization issue." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "device_map=auto offload loading failure and Qwen3 MoE training memory inefficiency are distinct issues." + "reason": "Ignoring tokenizer.json in a repo and Granite token-ID regression are different AutoTokenizer failures with distinct consequences." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI encoder batching/padding-mask correctness and Gemma3 NaN embeddings from sliding-window attention are different bugs." + "reason": "MIMI Encoder batched-vs-single mismatch from missing padding masks and Gemma3 NaNs from sliding-window/all-padding windows are different attention/masking bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 breakages, but one is base_model_prefix loading and the other is custom model initialization; similar era, different concrete code paths." } ] }, @@ -4063,7 +4171,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 13, "review_unit_count": 60, "status": "reviewed", @@ -4084,14 +4192,13 @@ "issue:42915", "issue:43262", "issue:43296", + "issue:43377", "issue:43454", "issue:43482", "issue:43493", "issue:43550", "issue:43606", - "issue:43611", "issue:43644", - "issue:43646", "issue:43701", "issue:43746", "issue:43818", @@ -4106,6 +4213,7 @@ "issue:44466", "issue:44479", "issue:44509", + "issue:44610", "issue:44829", "issue:44877", "issue:45072", @@ -4122,13 +4230,12 @@ "issue:46909" ], "soft_pairs": [ - "issue:44509|issue:46909", - "issue:43611|issue:43646", "issue:43296|issue:46821", - "issue:43818|issue:46402", + "issue:44509|issue:46909", "issue:43644|issue:44079", "issue:44829|issue:45479", "issue:42175|issue:43296", + "issue:43818|issue:46402", "issue:43818|issue:45357", "issue:44265|issue:45072", "issue:43493|issue:43994", @@ -4141,8 +4248,8 @@ "issue:44291|issue:44877", "issue:43701|issue:45325", "issue:42796|issue:45381", - "issue:43606|issue:44265", "issue:40990|issue:45584", + "issue:43606|issue:44265", "issue:43262|issue:43746", "issue:44479|issue:45823", "issue:35707|issue:41720", @@ -4152,201 +4259,199 @@ "issue:44186|issue:44265", "issue:43454|issue:43550", "issue:43606|issue:43819", - "issue:41720|issue:45823" + "issue:41720|issue:45823", + "issue:43377|issue:44610" ], - "prepared_review_unit_hash": "868d9ddcd62ad5ff9cdad581fb5d45513d8936d299f34f9cd1e317dd582c3428", + "prepared_review_unit_hash": "a210d5efa66a3ed4d3c91412d9626ca08eedb0d1555d71e5d929f5a93b64b086", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36591, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This packet is mostly cross-model false similarity. The only issue pair that looks close on titles alone is the zero-loss classification report, but the broader canonical issue is 45479, not 44829; the other previously accepted links are too speculative without body/diff evidence.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45479 is the broader, title-level report of the zero-loss classification bug across sequence-classification models. issue:44829 is a narrower flash_attention_3 symptom and is not the safer canonical choice from titles alone.", + "summary": "This is a heterogeneous set of unrelated bugs/regressions across different models, features, and docs. None of the soft pairs looks like the same underlying issue, so I reject all candidate duplicate links.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue: the items span distinct models and subsystems (audio processors, vision-language models, quantization/offloading, tokenization, docs) without one shared concrete code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45479 is the best overall issue candidate because its title states the underlying failure mode most generally and it is the clearest duplicate target for the narrower variants.", + "best_issue_reason": "No clear global best issue; the cluster is not a true duplicate set and has no single representative bug that subsumes the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44509", - "right": "issue:46909", - "accept": false, - "reason": "Both are documentation problems, but the titles point to different docs/examples and not the same defect." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "Both are Transformers v5 regressions, but the titles indicate different code paths and root causes." - }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Unrelated models and failures: PaddleOCR-VL/vLLM load issue vs TimesFM AttributeError." + "reason": "Different failures in different areas: PaddleOCR-VL model loading in vLLM vs a TimesFM `window_size` attribute error." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Different model families and symptoms: Video-LLaVA tower/weights versus Sam3Model text-encoder loading." + "reason": "Both are docs-related, but they refer to different broken examples and different model families; not the same underlying bug." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization is a different bug from ModelOutput key assignment." + "reason": "Unrelated core bugs: non-persistent buffer initialization junk vs `ModelOutput` key assignment behavior." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "The titles are related, but 44829 is a flash_attention_3 training symptom while 45479 is the broader zero-loss classification report; not enough to call them the same bug path from titles alone." + "reason": "Both mention degenerate training/loss, but the root causes are different: FlashAttention 3 regression vs single-label classification loss handling." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend installation issue versus model loading failure; no shared concrete bug." + "reason": "Package/dependency install issue vs a model loading/runtime failure; no shared bug path." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal model bugs: missing temporal attention/weight sharing in Video-LLaVA vs text encoder weights not loading in Sam3Model." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different Qwen/vision-related regressions with different symptoms and likely different fixes." + "reason": "Both touch multimodal weights, but one is Video-LLaVA architecture/weights and the other is Qwen3.5 save_pretrained key serialization; not the same fix." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "`torch.export`/`torch_compilable_check` is unrelated to the bfloat16 dtype mismatch described by the other title." + "reason": "`torch.export` failure on torch_compilable_check is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but the titles alone do not prove the same underlying implementation mismatch or code path." + "reason": "Both are SigLIP2-related, but one is HF-vs-JAX implementation discrepancy and the other is nonsensical outputs from an AutoModel/pipeline usage or processor mismatch." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen VL issues, but one is multi-image finetuning and the other is video position-id behavior." + "reason": "Different Qwen2.5-VL input-path bugs: iterable dataset with multiple images per prompt vs video vision position IDs." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL temporal position scaling and Kosmos2.5 OCR index errors are different problems." + "reason": "Qwen2.5-VL RoPE/temporal position scaling bug vs Kosmos2.5 OCR long-input index error; different code paths and symptoms." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "These are plausibly related Qwen2.5-VL regressions, but the titles do not establish the same concrete bug path." + "reason": "Both are Qwen2.5-VL vision-position issues, but one is still-image temporal scaling and the other is video position IDs; not the same defect." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Related to tied weights, but the titles suggest different manifestations and not enough evidence of one underlying bug." + "reason": "Shared tie-weight/lm_head theme, but one is failure to tie weights causing bad generation and the other is inconsistent serialization depending on device." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different quantization/loading failures for different model families." + "reason": "Different model/loading problems: FineGrainedFP8Config failure for Qwen3Moe vs Qwen2.5-GGUF loading in transformers v5." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading with quantization is not the same as tokenization behavior changing across versions." + "reason": "Quantization/offloading behavior is unrelated to tokenization changes across transformer versions." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Loading with unexpected `_is_hf_initialized` argument and strict config rejection are different regressions." + "reason": "Different config/init failures: unexpected `_is_hf_initialized` argument vs strict config rejection for `granite_speech`." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both mention device placement, but the titles describe different models and different failures." + "reason": "Both are regressions, but one is a Qwen video-input regression and the other is a Gemma4 device-map forward mismatch; distinct bugs." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with embeddings/past state is unrelated to the CUDA assert in Qwen3 auto device mapping." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen3 auto device mapping causing CUDA assert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Different subsystems and bugs: Bark voice preset versus generation with inputs_embeds/past_key_values." + "reason": "Bark voice preset handling and progressive generation with cache are unrelated." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch and an AttributeError on window_size are unrelated." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM's `window_size` attribute error." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/example errors are not the same bug as multi-image iterable finetuning failures." + "reason": "SigLIP2 doc example errors and Qwen2.5-VL multi-image dataset training failure are different problems." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to torch.export failures." + "reason": "Tokenizer NER/padding crash is unrelated to `torch.export` failures involving `torch_compilable_check`." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision tied-weight behavior and Bamba torch.compile SDPA failure are distinct issues." + "reason": "AyaVision tied-weight loading/generation bug and Bamba torch.compile SDPA failure are different code paths." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is unrelated to DAC latent/forward mismatch." + "reason": "Both are audio-model bugs, but one is CPU-offload device mismatch and the other is DAC latent/STE mismatch; not the same fix." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but they are model-specific and do not look like the same bug." + "reason": "Qwen3 auto device-mapping CUDA assert and Gemma4 PLE device mismatch are separate runtime failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug and OmDet-Turbo processor/model input-size mismatch are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the summary overstates the evidence in the packet. From the titles alone, issue:45479 is the broader canonical zero-loss classification report, while issue:44829 is a more specific flash_attention_3 symptom, so calling 44829 \"model-agnostic\" and more canonical is not grounded. Several accepted soft links also feel too strong for a title-only packet, especially 44829\u219445479, 43493\u219443994, and 45325\u219445381; these are plausible similarities, but not clearly the same bug path with the evidence provided. The conservative false-pair rejections are mostly fine." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4354,7 +4459,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 14, "review_unit_count": 60, "status": "reviewed", @@ -4393,7 +4498,7 @@ "issue:44488", "issue:44534", "issue:44568", - "issue:44610", + "issue:44756", "issue:44877", "issue:44898", "issue:44977", @@ -4414,9 +4519,8 @@ "issue:46821" ], "soft_pairs": [ - "issue:43377|issue:44610", - "issue:43257|issue:45923", "issue:43881|issue:44488", + "issue:43257|issue:45923", "issue:44568|issue:45920", "issue:46305|issue:46315", "issue:42796|issue:46209", @@ -4424,8 +4528,8 @@ "issue:45823|issue:46821", "issue:40990|issue:42947", "issue:43377|issue:44898", - "issue:43454|issue:43720", "issue:42617|issue:42915", + "issue:43454|issue:43720", "issue:43749|issue:44534", "issue:43317|issue:43873", "issue:43572|issue:45759", @@ -4436,247 +4540,245 @@ "issue:41720|issue:44977", "issue:36331|issue:42915", "issue:44466|issue:45357", - "issue:40990|issue:45701", "issue:43450|issue:45701", + "issue:40990|issue:45701", "issue:44877|issue:44991", - "issue:43065|issue:46402", "issue:43526|issue:43883", + "issue:43065|issue:46402", "issue:26413|issue:28530", "issue:41720|issue:42617", "issue:43881|issue:44991", - "issue:44186|issue:45072" + "issue:44186|issue:45072", + "issue:43873|issue:44756" ], - "prepared_review_unit_hash": "d5ea095b10ea7fc91e02d8b019193fd766f9bc82b7e0b7e553615813d58b2e45", + "prepared_review_unit_hash": "1b15cb0ba066086c6c9f5d5e1514bde88d3c8c6568937359fee424d3738396e0", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37007, - "estimated_input_tokens": 9252, - "estimated_eval_tokens": 18760 + "serialized_chars": 36965, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues with only one plausible duplicate pair around offloading/quantization. Most other pairs share a subsystem name but not the same concrete failure mode.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43873 is the broadest and most central report in the only real overlap area (offloading + quantization), with active discussion and inbound references; it reads like the umbrella bug.", + "summary": "No clear duplicate cluster emerges here: the soft edges mostly connect issues that share a broad subsystem (tokenization, loading/offloading, quantization, or model-specific regressions) but do not appear to describe the same concrete bug. I would not merge any of the proposed pairs.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43873 is the best representative of the only loosely related theme in this set (offloading/quantization loading behavior): it is broad, active, and has the most discussion/inbound references among the candidates. That said, the overall set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best cluster representative because it is the most general, active, and reusable issue for the offloading/quantization failure family.", + "best_issue_reason": "Issue 43873 is the strongest standalone issue in this set: it is open, has the most follow-up activity, and its title describes a concrete user-visible failure with a reasonably general repro surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Both are batched-input shape problems, but they affect different models/processors and different failure modes; not the same bug." + "reason": "Both are load failures, but they target different models and likely different root causes; this is too broad to treat as the same bug." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different code paths: MOE weight conversion under accelerate/deepspeed vs a missing gradient-checkpointing flag on a trust_remote_code model." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Both are loading failures, but for unrelated models and likely unrelated root causes." + "reason": "Different model paths and failures: one is MoE weight conversion with accelerate/deepspeed, the other is a missing gradient-checkpointing flag on a trust_remote_code variant." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both concern tokenization regressions, but one is a specific special-token/BOS-EOS bug and the other is broader wrong token-id mapping across multiple models." + "reason": "Both are tokenizer regressions, but one is about add_special_tokens/BOS-EOS handling for a specific tokenizer, while the other is wrong token IDs across multiple models; not the same concrete issue." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Unrelated issues: a sliding-window mask off-by-one vs a tokenizer performance regression." + "reason": "Completely different code paths: streaming window masking off-by-one versus tokenizer conversion performance." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Different areas entirely: tokenizer BPE-marker handling vs FP8 inference on B200." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated failures." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different model components and symptoms: tied-weight serialization/generation corruption vs bfloat16 dtype mismatch in inference." + "reason": "Different problems in different subsystems: weight tying vs dtype mismatches during bfloat16 inference." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-map forward mismatch and a TimesFM AttributeError are unrelated." + "reason": "One is a device-map forward mismatch in Gemma4 PLE; the other is an AttributeError on a window_size argument in TimesFM 2.5." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on one model/dataset is not the same as gradient-checkpointing behavior with PEFT LoRA." + "reason": "Perplexity degradation on one model/data pair is unrelated to gradient checkpointing being ineffective with PEFT LoRA." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both involve batching and vision models, but one is padding-mask inconsistency and the other is resolution/interpolate_pos_encoding failure." + "reason": "Both involve batching/padding behavior, but they affect different models and different mechanisms; not the same underlying bug." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Different problems: weight tying/serialization vs unpacking packed weights during accelerate loading." + "reason": "A script execution failure and a FineGrainedFP8Config load failure are not the same issue." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Separate failures: a 3D parallel script issue vs a FineGrainedFP8Config failure on Qwen3Moe." + "reason": "Weight tying for AyaVision is unrelated to packed-weight unpacking in BitNet accelerate loading." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both are loading/state issues, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization in v5." + "reason": "Both mention loading/serialization, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer initialization; different bugs." }, { "left": "issue:43317", "right": "issue:43873", - "accept": true, - "reason": "Both describe the same offloading-with-quantization loading path breaking under device_map/offload; 43317 looks like a concrete instance of the broader 43873 bug." + "accept": false, + "reason": "These are both offload/quantization-adjacent, but one is a dequantized model load failure with gpu+cpu offload and the other is a broader quantization offloading problem; not specific enough to merge." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "A missing config field after v5 update is not the same as failing to unwrap text_config for composite multimodal configs." + "reason": "A missing pad_token_idx in StableLmConfig and failure to unwrap text_config in composite Qwen multimodal configs are unrelated config-loading bugs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault on Llava Next loading and broken sinq quantized save/load are different code paths and symptoms." + "reason": "Segmentation fault when loading Llava Next and sinq save/load breakage are different failure modes and model families." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different model families and failures: cudaErrorAssert under auto device mapping vs a loading segfault." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next loading segfault are different models and different code paths." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer API incompatibility is unrelated to a 3D parallel execution failure." + "reason": "A trainer signature mismatch and a 3d_parallel.py execution failure are unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both are memory-related, but one is int4 quantization reserved-memory growth and the other is an apex RMSNorm leak." + "reason": "CUDA reserved-memory OOM under int4 quantization is not the same as the T5/apex FusedRMSNorm memory leak." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3 variants, but one is an auto-device-map assertion and the other is a flash-attention generation bug." + "reason": "Both are Qwen-related, but one is an auto device-mapping cudaErrorAssert and the other is flash-attention generation behavior; different bugs." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss signature regression is unrelated to Qwen3Moe FP8 config handling." + "reason": "Unexpected compute_loss keyword arguments and Qwen3Moe FP8 loading failure are unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both are save_pretrained regressions, but one is tied lm_head serialization and the other is incorrect visual-encoder keys on Qwen3.5." + "reason": "Both are serialization regressions, but one concerns lm_head.weight tied-weights behavior and the other incorrect visual encoder keys; not the same fix." }, { - "left": "issue:40990", + "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Tokenization changes may influence perplexity, but these are not the same concrete bug report." + "reason": "Video processor batch-shape issues and tokenization changes across versions are unrelated." }, { - "left": "issue:43450", + "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug is unrelated to tokenization changes." + "reason": "Perplexity regression on one model is not the same as version-dependent tokenization changes." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Different failures: strict config parsing vs tokenizer loading regression." + "reason": "Strict config loading for granite_speech and tokenizer loading for EMBEDDIA/est-roberta are separate regressions." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Same model family, but dummy Conv2d in the pixel decoder is not the same as missing text-encoder weight loading." + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys on MolmoForCausalLM are unrelated." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Image-processor label reduction bug and missing all_tied_weights_keys on a causal LM are unrelated." + "reason": "A dummy Conv2d in Sam3PixelDecoder and missing text encoder weights in Sam3Model are different issues in the same family but not the same concrete bug." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Both are training-loop issues, but one is checkpoint resume epoch-iterator failure and the other is early stopping metric discovery." + "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric resolution are different trainer behaviors." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Different failures and subsystems: device-map/assertion vs running a parallel script." + "reason": "Qwen3 auto device mapping and inability to run 3d_parallel.py are unrelated." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are load failures, but for different models and different failure mechanisms." + "reason": "Both are load-related, but one is a model loading failure and the other is tokenizer loading regression; too broad to merge." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatch in inference." + "reason": "LayoutLMv2 tokenizer crashes on NER/batching and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading problems and mmap OOM on Strix Halo are not the same underlying bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative: it identifies only one plausible duplicate pair (43317/43873), and the other pairwise rejections are generally justified by distinct titles, subsystems, or failure modes. The canonical-issue choice is also supported by the available evidence: 43873 is broader, active, and has inbound references, while 43317 looks like a narrower instance of the same offloading/quantization loading problem." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 15, "review_unit_count": 60, "status": "reviewed", @@ -4687,6 +4789,7 @@ "cluster_id": "cluster-10000-503", "nodes": [ "issue:28530", + "issue:30064", "issue:33666", "issue:36010", "issue:36331", @@ -4707,7 +4810,6 @@ "issue:43646", "issue:43708", "issue:43720", - "issue:43873", "issue:44008", "issue:44186", "issue:44361", @@ -4717,7 +4819,6 @@ "issue:44671", "issue:44734", "issue:44743", - "issue:44756", "issue:44898", "issue:44913", "issue:45161", @@ -4736,13 +4837,12 @@ "issue:46869" ], "soft_pairs": [ - "issue:43873|issue:44756", "issue:46612|issue:46858", "issue:43550|issue:43720", "issue:43577|issue:43708", "issue:43295|issue:45701", - "issue:44186|issue:44610", "issue:45685|issue:46821", + "issue:44186|issue:44610", "issue:43550|issue:43606", "issue:43646|issue:46665", "issue:43404|issue:45357", @@ -4754,220 +4854,221 @@ "issue:46821|issue:46869", "issue:44008|issue:45823", "issue:41720|issue:45161", - "issue:45632|issue:45684", "issue:28530|issue:33666", "issue:44464|issue:46858", + "issue:45632|issue:45684", "issue:44671|issue:44743", "issue:43531|issue:43572", - "issue:36331|issue:41720", "issue:42915|issue:46291", + "issue:36331|issue:41720", "issue:44186|issue:44361", "issue:43316|issue:44913", + "issue:43425|issue:46821", "issue:42915|issue:43322", - "issue:43425|issue:46821" + "issue:28530|issue:30064" ], - "prepared_review_unit_hash": "443f97489d38e669fcdbe0cbd3d02a09350fb39f81b1138f8a4c352071bdc739", + "prepared_review_unit_hash": "28ba5c9207479ab5a1dc62396b83d00ea192e2699718bd43e01dff7c03daf0c2", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36448, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "serialized_chars": 35918, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous: the soft pairs are superficially similar around offloading, cache, serving, or multimodal paths, but they describe different concrete bugs and fixes. I reject all soft duplicate links. issue:43873 is the closest broad umbrella, but it is still not a clean canonical duplicate anchor.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43873 is the broadest and most central runtime/offload report in the set, but the cluster is too heterogeneous for a true canonical duplicate issue.", + "summary": "No true duplicate cluster is present: the soft pairs span unrelated regressions across generation, tokenizers, model loading, training, and serving. Most overlaps are only superficial (same broad subsystem, version regression, or cache/device language) and do not indicate the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45701 is the broadest, most cross-cutting user-facing regression in the set and has the strongest external signal (inbound references), so it is the best umbrella representative if one issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the widest scope and the most external references, so it is the best umbrella triage target among these issues, even though it should not absorb the others as duplicates.", + "best_issue_reason": "issue:45701 is the most general and highest-signal issue here; it is the strongest candidate for a representative triage target, even though the set is not actually a duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Both mention offloading/memory pressure, but one is a quantization-offload bug and the other is Strix Halo mmap OOM; different root causes." - }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both are cache/generation related, but one is skipped beam-search cache reorder and the other is a static-cache seq_length tensor arithmetic bug." + "reason": "Different failures: beam-search cache reorder omission for legacy models vs static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different model/code paths: Bamba torch.compile+SDPA vs BitNet packed-weight loading during accelerate initialization." + "reason": "One is Bamba torch.compile + SDPA behavior; the other is BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Unrelated bugs: BLIP2 dtype propagation versus Trainer max_steps recalculation on checkpoint resume." + "reason": "Unrelated issues: dtype propagation in Blip2 loading vs Trainer checkpoint-resume max_steps math." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both involve regressions around tokenizer/processor behavior, but one is custom processor API access and the other is version-dependent tokenization output." + "reason": "Both are version regressions, but one is processor.tokenizer/image handling and the other is tokenization behavior changes; not the same bug." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Different processors and failures: LayoutLMv2 tokenizer crashes vs OmDet-Turbo image-size mismatch." + "reason": "MPS histogram on Int in MoE code is unrelated to TimesFM's missing window_size attribute." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Different bugs entirely: MPS histogram support in MoE code vs TimesFM window_size attribute access." + "reason": "Tokenizer padding/NER crash in LayoutLMv2 is not the same as OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are model/runtime issues, but one is Bamba torch.compile+SDPA and the other is CPU-offload device mismatch for bark-small." + "reason": "Different device-path problems: torch.compile/SDPA on Bamba vs CPU offload mismatch in bark-small." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both touch custom model loading, but they describe different failure modes and code paths; not the same concrete bug." + "reason": "Both concern loading custom models, but the concrete failures differ: v5 custom init breakage vs from_pretrained behavior inside Python classes." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different models and symptoms: Mistral3 lm_head tying vs Qwen3.5 save_pretrained visual encoder keys." + "reason": "lm_head tying in Mistral3 is unrelated to Qwen3.5 save_pretrained writing wrong visual encoder keys." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "No overlap beyond being runtime failures; GenerationMixin import error is unrelated to 3d_parallel.py startup failure." + "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are unrelated." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image sizes, but one is a processor/model contract mismatch and the other is a Perceiver non-default-resolution bug." + "reason": "Both mention resolution/size mismatches, but they affect different models and code paths; not one underlying defect." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both are quantization/offload-related in a broad sense, but one is FineGrainedFP8 on Qwen3Moe and the other is device_map auto loading of a dequantized model." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is separate from dequantized-model loading with gpu+cpu offload." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both mention cache handling, but one is server KV-cache continuation indexing and the other is static-cache seq_length arithmetic on non-CUDA backends." + "reason": "Both involve cache/generation internals, but one is wrong tensor indexing in serve responses and the other is device-tensor seq length in static-cache prefill." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both involve serving multimodal models, but one is continuous-batching str-to-.to crash and the other is a Gemma4Processor missing _tokenizer attribute." + "reason": "Both hit serving multimodal paths, but one is a string-to-device conversion crash and the other is a missing _tokenizer attribute on Gemma4Processor." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "Completely different problems: TimesFM window_size attribute error vs YOLO multi-GPU device_map failure." + "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device-map failures." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different model families and causes: Gemma3n variable collision vs Gemma4 PLE device mismatch under auto device mapping." + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under device_map=auto." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different parallelism failures on different models: Qwen3 auto device mapping cudaErrorAssert vs GPT-OSS MoE TP not working." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Filesystem-related but distinct: cache-path collision for trust_remote_code vs read-only permission propagation in save_pretrained." + "reason": "Qwen3 auto device-map cuda assert and GPT-OSS MoE tensor-parallel failure are different model/runtime issues." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Unrelated training issues: early stopping metric lookup vs Qwen2-VL multi-GPU training." + "reason": "Early-stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/compile/cache, but the concrete bugs are different: inconsistent chunked generation outputs vs bad seq_length tensor arithmetic." + "reason": "Both mention compiled/cache generation, but one is inconsistent chunked generation outputs and the other is a static-cache seq-length tensor bug." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to permission propagation in save_pretrained/register_for_auto_class." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models and failure modes: CamemBERT masked LM prediction regression vs Qwen3.5 recurrent state reset with cache." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model bugs." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "No shared underlying bug: Qwen3-MoE sliding_window behavior vs StableLmConfig missing pad_token_idx after 5.0 update." + "reason": "Sliding-window handling in Qwen3-MoE has nothing to do with StableLmConfig missing pad_token_idx." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "FineGrainedFP8Config failure is unrelated to kernels v0.15 import/revision requirement changes." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Different areas: Qwen3Moe FP8 loading failure vs kernels package version/revision requirement breaking pipelines import." + "reason": "Trainer compute_loss signature breakage is unrelated to Qwen3 device-map CUDA assertion." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer crashes, but they are different tokenizer classes and task paths." + "reason": "Different tokenizer failures affecting different tasks and tokenizers; not the same root cause." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is a Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct not persisting on reload." + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different bug types: Qwen3Moe FineGrainedFP8Config failure vs Llava Next segmentation fault on load." + "reason": "FineGrainedFP8Config failure and Llava Next segmentation fault are separate loading problems." }, { - "left": "issue:43425", - "right": "issue:46821", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "No meaningful overlap: Torch 2.10 compatibility issue vs TimesFM window_size AttributeError." + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated." } ] }, @@ -4981,7 +5082,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 16, "review_unit_count": 60, "status": "reviewed", @@ -4991,7 +5092,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ - "issue:28530", "issue:29159", "issue:30064", "issue:33357", @@ -5031,6 +5131,7 @@ "issue:45357", "issue:45406", "issue:45464", + "issue:45479", "issue:45701", "issue:45704", "issue:45759", @@ -5041,11 +5142,10 @@ "issue:46858" ], "soft_pairs": [ - "issue:28530|issue:30064", "issue:33357|issue:35707", - "issue:29159|issue:36032", "issue:43526|issue:43881", "issue:43540|issue:43782", + "issue:29159|issue:36032", "issue:44387|issue:45701", "issue:43873|issue:45704", "issue:30064|issue:34634", @@ -5054,8 +5154,8 @@ "issue:43606|issue:43720", "issue:43531|issue:45759", "issue:41720|issue:43746", - "issue:44492|issue:44509", "issue:45406|issue:45464", + "issue:44492|issue:44509", "issue:42490|issue:43329", "issue:43388|issue:45059", "issue:43606|issue:43653", @@ -5064,222 +5164,223 @@ "issue:43531|issue:46821", "issue:43540|issue:46858", "issue:45759|issue:45859", - "issue:45357|issue:46402", "issue:44451|issue:44991", "issue:43531|issue:44589", + "issue:45357|issue:46402", "issue:44077|issue:44625", "issue:43644|issue:46665", "issue:44062|issue:44451", - "issue:44898|issue:45072" + "issue:44898|issue:45072", + "issue:44625|issue:45479" ], - "prepared_review_unit_hash": "db0cc473f1f7fab2d85f04279302c51b678ab255062540095ae7b5f65501547e", + "prepared_review_unit_hash": "3f4ba4d861676d93a3d3d789fb8fc77bcae042bba577788671819053d6d076db", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36783, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "serialized_chars": 36829, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated Transformers issues. None of the provided soft edges look like safe duplicates; they share broad subsystem terms, but not the same concrete bug or fix path. The strongest internal theme is the non-persistent-buffer regression, with 44534 the best representative of that subtopic.", - "confidence": 0.96, - "canonical_issue_reason": "If a single issue must represent the cluster, 44534 is the clearest broad regression report and best matches the only near-duplicate theme (non-persistent buffers).", + "summary": "This cluster is mostly over-grouped by title similarity: the soft pairs span unrelated bugs across tokenizers, processors, loading/offloading, multimodal models, and docs. I found no soft-edge duplicates to merge; the only obvious duplicate theme in the broader set is the non-persistent-buffer regression (43644/44534), which is not one of the provided soft pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items are heterogeneous and do not share one underlying bug. If forced to anchor the only clear duplicate subtheme, 44534 is the broader wording of the non-persistent-buffer regression.", "canonical_pr_reason": null, - "best_issue_reason": "44534 is the most canonical-looking issue overall because it names the broad version-5 buffer corruption regression directly and is better as a representative than the narrower or unrelated reports.", + "best_issue_reason": "44534 is the best representative available because it states a concrete, regression-style bug clearly and broadly; it is also the cleaner umbrella for the buffer-corruption subtheme compared with 43644.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:28530", - "right": "issue:30064", - "accept": false, - "reason": "Early-stopping metric lookup vs image processor void-segmentation failure; different components and failure modes." - }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values; unrelated bugs." - }, - { - "left": "issue:29159", - "right": "issue:36032", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs T5 tokenizer load-time add_special_tokens conflict." + "reason": "Different failure modes: MacOS CLIP bus error vs generation with inputs_embeds/past_key_values." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure; no shared code path." + "reason": "Unrelated subsystems: image label reduction vs glm-4v loading failure." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError vs Qwen3VL weight_only load error; different issues." + "reason": "Different bugs: Qwen3OmniMoe video processing error vs Qwen3VL weight_only load error." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both tokenizer-related, but one is slow/fast inconsistency and the other is a T5 add_special_tokens constructor conflict." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization memory/OOM regression vs tokenization changes across versions; not the same bug." + "reason": "Int4 quantization OOM is not the same as version-dependent tokenization changes." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading behavior vs T5 apex RMSNorm memory leak; unrelated fix targets." + "reason": "Offloading/quantization issue vs T5 apex RMSNorm memory leak; different code paths and symptoms." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map handling vs BarkProcessor voice_preset handling; different processors and failures." + "reason": "Void segmentation-map handling is unrelated to BarkProcessor voice_preset loading." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile SDPA failure vs BigBirdTokenizer special-token decode bug; unrelated." + "reason": "SDPA/torch.compile failure is unrelated to BigBirdTokenizer special-token decode behavior." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffers filled with junk vs from_pretrained behavior inside Python classes; different root causes." + "reason": "Both mention loading patterns, but one is a buffer initialization regression and the other is from_pretrained behavior inside Python classes." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading; not the same path." + "reason": "CPU-offload device mismatch is not the same as packed-weight unpacking during accelerate loading." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs composite Qwen multimodal config unwrapping; different bugs." + "reason": "Qwen3-MoE sliding_window bug and composite-config unwrap bug are different issues." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert vs GraniteSpeech PEFT local checkpoint loading; unrelated." + "reason": "Qwen3 device-map CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Cache-strategy typo vs docs mentioning removed pipeline tasks; one is docs, one is API text." + "reason": "Gemma4Processor missing _tokenizer is a different bug from Qwen3.5 streaming chat/completions failure." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Gemma4Processor missing _tokenizer crash vs Qwen3.5 streaming inference failure; different models and code paths." + "reason": "A cache-strategy typo and docs mentioning removed pipeline tasks are separate documentation issues." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local model import warning vs undefined video-token helper variables; unrelated loading bugs." + "reason": "Trailing-slash local model warning is unrelated to an undefined-name bug in the video branch." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics dropping tuple labels vs SAM3 text+box behavior; different areas and symptoms." + "reason": "Last-batch label truncation in gather_for_metrics is not the same as SAM3 text/bounding-box behavior." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch vs BigBirdTokenizer special-token decode bug; not the same underlying issue." + "reason": "CPU offload device mismatch is unrelated to tokenizer special-token registration and decode output." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating vs progressive generation behavior; different subsystems." + "reason": "TrainerState token accounting and progressive generation are different features with different bugs." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset bug vs Qwen3 device-mapping cuda assert; unrelated." + "reason": "BarkProcessor voice preset failure is unrelated to Qwen3 auto device-mapping CUDA asserts." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs TimesFM window_size AttributeError; different models and failures." + "reason": "Qwen3-MoE sliding_window and TimesFM window_size attribute errors are separate model-specific issues." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs static-cache seq_length device tensor bug; unrelated." + "reason": "Video-input validation in Qwen3OmniMoe is not the same as cache sequence-length arithmetic on non-CUDA backends." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Multimodal Qwen config unwrapping vs Qwen rotary embedding CPU-offload incompatibility; different fixes." - }, - { - "left": "issue:45357", - "right": "issue:46402", - "accept": false, - "reason": "Qwen3.5 visual-encoder save_pretrained regression vs Sam3 text-encoder load regression; unrelated." + "reason": "Both involve Qwen3.5 components, but one is config unwrapping and the other is rotary embedding CPU-offload compatibility." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "ScandiBERT loading failure vs EMBEDDIA/est-roberta tokenizer loading failure; both loading-related but distinct." + "reason": "Different tokenizer-loading failures for different models; no shared underlying bug is evident." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window support issue vs missing Float8 storage object; no shared bug." + "reason": "Sliding_window behavior and missing Float8 storage object are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder save keys and missing text-encoder weight loading are different model-load/save bugs." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init policy issue vs Qwen3.5 num_labels propagation bug; different code paths." + "reason": "Optional post_init policy for patchtsmixer is unrelated to num_labels propagation." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Transformers 5 non-persistent-buffer junk vs from_pretrained inside classes; only loosely related by loading." + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are different problems." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument conflict vs ScandiBERT tokenizer load failure; unrelated tokenizer issues." + "reason": "AddedToken keyword conflict is unrelated to loading EMBEDDIA/est-roberta." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver positional interpolation failure vs bfloat16 dtype mismatch in inference; different concrete bugs." + "reason": "Perceiver non-default-resolution failure and bfloat16 dtype mismatch are distinct runtime issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation and degenerate zero loss are separate classification bugs." } ] }, @@ -5293,7 +5394,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 17, "review_unit_count": 60, "status": "reviewed", @@ -5308,6 +5409,7 @@ "issue:39692", "issue:41720", "issue:42886", + "issue:43295", "issue:43381", "issue:43421", "issue:43493", @@ -5325,21 +5427,20 @@ "issue:44514", "issue:44545", "issue:44610", - "issue:44625", "issue:44671", "issue:44843", "issue:44918", "issue:44936", "issue:44987", - "issue:44995", "issue:45042", "issue:45081", "issue:45356", "issue:45357", "issue:45381", - "issue:45479", + "issue:45507", "issue:45704", "issue:45759", + "issue:45834", "issue:45907", "issue:45923", "issue:45987", @@ -5353,258 +5454,258 @@ "issue:46858" ], "soft_pairs": [ - "issue:44625|issue:45479", "issue:44987|issue:45042", "issue:43381|issue:43844", "issue:44368|issue:45357", "issue:39692|issue:44610", "issue:41720|issue:45704", "issue:43746|issue:46050", - "issue:43421|issue:43927", "issue:43381|issue:45704", "issue:46655|issue:46693", + "issue:43421|issue:43927", "issue:45704|issue:45923", - "issue:42886|issue:44843", "issue:44918|issue:44936", + "issue:42886|issue:44843", "issue:45759|issue:45923", "issue:43746|issue:43873", - "issue:43994|issue:44671", "issue:44514|issue:44545", - "issue:43421|issue:43653", - "issue:39692|issue:43493", + "issue:43994|issue:44671", "issue:46032|issue:46463", - "issue:43421|issue:44186", + "issue:39692|issue:43493", + "issue:43421|issue:43653", "issue:43782|issue:45381", - "issue:45081|issue:45356", "issue:30064|issue:36010", - "issue:44995|issue:46858", + "issue:45081|issue:45356", + "issue:43421|issue:44186", + "issue:45507|issue:46858", "issue:45356|issue:45907", "issue:39692|issue:43873", "issue:43720|issue:43819", - "issue:43653|issue:43720", "issue:46829|issue:46832", - "issue:45987|issue:46829" + "issue:43653|issue:43720", + "issue:45987|issue:46829", + "issue:43295|issue:45834" ], - "prepared_review_unit_hash": "b5a0f1ad8c243ea9faac337b1f4e6a87cce0aa75f72964eedc2680fe431bbfee", + "prepared_review_unit_hash": "1a08127df6847b0f48bf0b8aebb103b80a00d40fb803b09b9092b8bb7e368eb2", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37554, - "estimated_input_tokens": 9389, - "estimated_eval_tokens": 19034 + "serialized_chars": 37455, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and does not form one clean duplicate cluster. Most pairs share only a broad subsystem; the only strong duplicate candidates are the offline tokenizer/cache pair and the two identical Qwen2_5_VLProcessor chat-template crashes.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the items span unrelated bugs; among the likely duplicates, the offline tokenizer/cache reports are the most concrete.", + "summary": "Mostly a loose collection of unrelated Transformers bugs, with two duplicate pockets standing out: the Qwen2_5_VL batched apply_chat_template crash and an offline tokenizer-loading regression tied to _patch_mistral_regex/model_info().", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44545 is the clearest representative for the Qwen2_5_VL batched crash: it states the exact failure mode succinctly and matches 44514 one-to-one.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best representative issue because it describes a specific, actionable failure path (_patch_mistral_regex -> model_info() -> HF_HUB_OFFLINE) and is the clearest tracker for one of the likely duplicate pairs.", + "best_issue_reason": "Issue 44545 is the best overall representative because it is a clear, reproducible, user-facing crash report and an exact duplicate of 44514.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "Related to classification heads, but one is config propagation and the other is loss computation semantics; not the same bug." - }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different failures: model loading for a specific repo versus PIL image processors requiring torchvision." + "reason": "Both are model-loading problems, but one is about a specific model package and the other is a general PIL/torchvision requirement regression; not the same bug." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Both mention training/runtime behavior, but eval-mode checkpointing and ZeRO-3 gradient growth are different code paths." + "reason": "Different failure modes: eval-mode checkpointing misuse versus a ZeRO-3 gradient blow-up during training." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same as incorrect visual-encoder keys being saved." + "reason": "One is a warning about tie_word_embeddings in LoRA fine-tuning; the other is a save_pretrained regression for visual encoder keys." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are multimodal/model-specific issues, but documentation example errors and processor size mismatch are distinct bugs." + "reason": "Different multimodal model issues: SigLIP2 doc/example errors versus OmDet-Turbo image size mismatch." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to T5/apex RMSNorm memory leak." + "reason": "Unrelated subsystems and symptoms: Qwen3 device-mapping assert versus T5 RMSNorm memory leak." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local PEFT adapter loading and quantized save/load corruption are different failure modes." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Runtime special-token post-processor updates and DiaConfig token-ID persistence are separate tokenizer/config bugs." + "reason": "Both involve loading/saving, but one is PEFT local checkpoint loading and the other is quantized sinq round-tripping; not the same bug." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to T5 using apex.FusedRMSNorm." + "reason": "Gradient checkpointing in eval mode is unrelated to the T5 apex RMSNorm leak." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Incorrect video padding and FA2 long-context performance regression are different problems." + "reason": "Video padding calculation in a processor is unrelated to FA2 long-context performance regression." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Apex RMSNorm leak and missing supports_gradient_checkpointing flag are unrelated." + "reason": "Special-token post-processor updates and DiaConfig custom token IDs are different tokenizer/state bugs." }, { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Both describe HF_HUB_OFFLINE tokenizer-loading failures caused by unintended network/model_info access during tokenizer setup." + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different issues in different model families: RMSNorm leak versus missing gradient-checkpointing flag." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT embedding unpacking and trainer.evaluate after train are different trainer behaviors." + "reason": "TRl SFT embedding unpacking and trainer.evaluate() after train() are distinct training bugs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline-tokenizer failure: 44843 pinpoints the unconditional model_info() call in _patch_mistral_regex that breaks HF_HUB_OFFLINE, matching 42886's cache-load failure." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Composite Qwen config handling and a missing gradient-checkpointing flag are not the same bug." + "reason": "Composite multimodal config unwrapping and a missing supports_gradient_checkpointing flag are different issues." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint loading for PEFT adapters and quantization/offloading behavior are different code paths." - }, - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "SigLIP2 inference mismatch and CamemBERT masked-LM predictions are unrelated model-specific issues." + "reason": "PEFT checkpoint loading and quantization/offloading behavior are not the same underlying bug." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "These are the same Qwen2_5_VLProcessor batched apply_chat_template crash, with nearly identical titles and failure conditions." + "reason": "Exact duplicate: both report Qwen2_5_VLProcessor.apply_chat_template crashing on batched input when padding=False." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Both involve tokenizer special tokens, but one is runtime post-processor syncing and the other is BigBird mask-token registration/decoding." + "reason": "Both concern model quality, but one is SigLIP2 inference nonsense and the other is CamemBERT masked-LM prediction regression." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Both mention SigLIP2, but documentation example errors and HF-vs-JAX implementation discrepancy are different issues." + "reason": "Different code paths: Mamba2Mixer use_cache correctness versus T5 decoder-input validation error messaging." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Mamba2 use_cache corruption and a T5 decoder-input error message are unrelated." + "reason": "SigLIP2 documentation/example issues and HF-vs-JAX implementation discrepancy are related to the same model family but not the same concrete bug." }, { "left": "issue:43421", - "right": "issue:44186", + "right": "issue:43653", "accept": false, - "reason": "Special-token post-processor syncing and LayoutLMv2 tokenizer crashes on NER/padding are different tokenizer bugs." + "reason": "Runtime special-token/post-processor updates are unrelated to BigBirdTokenizer's mask-token registration bug." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading errors and Qwen2.5-VL video position-id issues are not the same failure." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video position IDs are separate multimodal issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch fix_mistral_regex, but one is an AttributeError crash and the other is a regression about codec handling/warnings in a different tokenizer scenario." + "reason": "Both touch fix_mistral_regex, but one is a backend_tokenizer crash while the other is a Kimi-K2.5 codec-handling regression; not clearly the same bug." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Image processor void-segmentation handling and GenerationMixin import failure are unrelated." + "reason": "Tokenizer post-processor updates and LayoutLMv2 NER/padding crashes are different failures." }, { - "left": "issue:44995", + "left": "issue:45507", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/indexing, but stale indexer cache on second forward pass is not the same as static-cache seq-length tensor arithmetic." + "reason": "GraniteMoEHybrid invalid method calls and static-cache seq-length tensor arithmetic are unrelated." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression around fix_mistral_regex and list_repo_files revision forwarding are unrelated." + "reason": "Kimi tokenizer codec/regression and list_repo_files revision forwarding are unrelated." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc/model issues and offloading with quantization are different." + "reason": "SigLIP2 doc/example errors are not the same as quantization/offloading failures." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading failure and DAC.from_latents/STE mismatch are unrelated model behaviors." + "reason": "BitNet packed-weight loading and DAC.from_latents/STE mismatch are different model-specific bugs." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "BigBird special-token decode output and BitNet packed-weight loading are different bugs." + "reason": "Different model outputs and failure points: output dataclass mismatch versus RT-DETR feature-level indexing TypeError." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Hidden-state output plumbing in one video model and RT-DETR feature-level mismatch are unrelated." + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq-length return type and VideoPrism output field mismatch are not the same issue." + "reason": "StaticCache seq-length return type and VideoPrism output fields are unrelated bugs." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression and Kosmos2.5 long-OCR index error are different multimodal failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are conservative and grounded in the packet. The two accepted pairs look like true duplicates/near-duplicates (HF_HUB_OFFLINE tokenizer/cache failure; identical Qwen2_5_VLProcessor batched apply_chat_template crash). The rejected pairs mostly differ in bug surface, code path, or failure mode, and the summary correctly avoids claiming a single coherent cluster." + "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted duplicate pockets are supported by the titles and descriptions (42886/44843 and 44514/44545), and the rest of the pair verdicts avoid overclaiming by distinguishing different failure modes." }, "evaluator_used": true, "retried": false, @@ -5615,7 +5716,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 18, "review_unit_count": 60, "status": "reviewed", @@ -5631,7 +5732,6 @@ "issue:36331", "issue:39692", "issue:41720", - "issue:43295", "issue:43335", "issue:43531", "issue:43540", @@ -5675,238 +5775,231 @@ "issue:46932" ], "soft_pairs": [ - "issue:43295|issue:45834", + "issue:44062|issue:44488", "issue:43550|issue:43927", "issue:43550|issue:44361", - "issue:44062|issue:44488", "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:43653|issue:43819", "issue:44008|issue:46858", - "issue:41720|issue:44991", + "issue:43653|issue:43819", "issue:45987|issue:46932", + "issue:41720|issue:44991", "issue:30064|issue:36331", - "issue:44220|issue:44661", "issue:43643|issue:44877", - "issue:43550|issue:43819", - "issue:43335|issue:43756", + "issue:44220|issue:44661", "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:43550|issue:43819", "issue:44843|issue:45081", - "issue:44448|issue:44671", "issue:39692|issue:45834", - "issue:44186|issue:44442", + "issue:44448|issue:44671", "issue:44821|issue:45084", + "issue:44186|issue:44442", "issue:43540|issue:44008", "issue:34634|issue:36010", "issue:45183|issue:45479", "issue:45584|issue:45834" ], - "prepared_review_unit_hash": "3b25042d9abfecc37ac61cfbf5bd29748fe9f690d6c444013531ed472fc43d4b", + "prepared_review_unit_hash": "f050bbfd9472518bcd82173a9b64c70d3687b9433aaf2696ac4415e04522f75a", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36652, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35750, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bugs across tokenizers, vision/video, config loading, cache semantics, and training/runtime APIs. None of the soft edges look like the same underlying change or defect, so I would not merge any pairs.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items span many different subsystems and failure modes rather than one shared bug.", + "summary": "These items are mostly unrelated one-off bug reports. The only near-match is the Mistral tokenizer `_patch_mistral_regex` pair, but it still looks like two different failure modes rather than the same underlying bug.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 44843 is the best anchor because it captures the shared `_patch_mistral_regex` Mistral-tokenizer path in the broadest way and describes the most central failure mode in that small subtopic.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster is not a true duplicate set.", + "best_issue_reason": "44843 is the strongest overall issue candidate because it is the most general and actionable report in the only closely related pair; the rest of the set is clearly heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Different domains and failures: processor/tokenizer regression vs long-OCR index error." + "reason": "Different tokenizer bugs: AddedToken kwargs duplication vs a model-specific load failure." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "One is torch.compile SDPA failure; the other is save/load losing custom token IDs." + "reason": "Unrelated models and paths: torch.compile/SDPA vs save/load config token ID loss." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba compile/SDPA bug is unrelated to MLuke tokenizer AttributeError." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "AddedToken keyword collision vs tokenizer loading failure for a specific model; different code paths." + "reason": "Different subsystems and errors: model compile failure vs trainer method signature mismatch." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-input issues, but they affect different Qwen models and different mismatch/validation failures." + "reason": "Both involve Qwen video input, but one is a preprocessing ValueError and the other is chat-template token/feature mismatch on a different model." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL position-id bug is unrelated to FA2 long-context performance regression." + "reason": "Video position IDs vs long-context FA2 performance regression are different bugs in different code paths." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs AutoConfig trust_remote_code field loss; unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Zero3/Bert initialization IndexError is unrelated to audio fbank feature extraction." + "reason": "ZeRO3/BertModel indexing and audio fbank extraction are unrelated failures." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both involve loading behavior, but one is base_model_prefix regression and the other is from_pretrained inside Python classes." + "reason": "Both concern from_pretrained/loading behavior, but they describe different breakages and not the same concrete bug." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs Perceiver non-default-resolution classification failure; different bugs." - }, - { - "left": "issue:43653", - "right": "issue:43819", - "accept": false, - "reason": "BigBird special-token decode issue and DAC latent/forward mismatch are separate code paths." + "reason": "Tokenizer padding/NER crash is unrelated to Perceiver non-default-resolution image classification." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma 3n variable collision is unrelated to StaticCache sequence-length tensor semantics." + "reason": "Gemma3n variable-name collision and StaticCache seq-length contract are different issues." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "CUDA assert on Qwen3 device mapping is unrelated to tokenizer loading for est-roberta." + "reason": "Tokenizer special-token registration bug is unrelated to DAC latent decoding/STE mismatch." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache return-type regression and Gemma4 quantized-embedder dtype casting are unrelated." + "reason": "Cache return-type bug and Gemma4 quantized embedder dtype casting are unrelated." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Void segmentation-map processing and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "Both are loading-related, but one is a CUDA device-mapping assert and the other is tokenizer loading for a different model." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Audio fbank extraction bug vs add-new-model-like tokenizer mapping bug; different areas." + "reason": "Image processor segmentation-map handling and CustomTrainer loss signature are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config/loading related, but trust_remote_code field loss and strict granite_speech config rejection are different defects." + "reason": "Both mention config loading, but one is missing fields with trust_remote_code and the other is strict config blocking granite_speech; not the same bug." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES model-addition logic are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Bamba SDPA/compile failure vs DAC from_latents mismatch are unrelated model behaviors." + "reason": "Different model regressions with different symptoms; same broad theme of v5 output changes is too coarse to merge." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE layer dropping are different model-architecture bugs." + "reason": "Sparse-layer config creation and Smollm3 RoPE-layer dropping are unrelated model-configuration bugs." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "CLIPOutput attentions assignment and RTDetrV2 output divergence are different model-specific regressions." + "reason": "torch.compile/SDPA failure and DAC.from_latents STE mismatch are unrelated." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper area (_patch_mistral_regex), but one is an offline network call and the other is a backend_tokenizer attribute crash." - }, - { - "left": "issue:44448", - "right": "issue:44671", - "accept": false, - "reason": "Pegasus output drift and CamemBERT masked-LM drift are distinct model-specific issues." + "reason": "Same `_patch_mistral_regex` area, but one is an offline network call bug and the other is a backend_tokenizer AttributeError; they are separate failure modes." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc/quantization problems are unrelated to Kosmos2.5 long OCR indexing." + "reason": "Documentation example errors/quantization failure and long OCR index error are unrelated." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "LayoutLMv2 NER/padding crash is unrelated to FastSpeech2Conformer tokenizer loading failure." + "reason": "Both report v4/v5 output differences, but on different models and likely different code paths." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading is unrelated to the template-node compilation TypeError." + "reason": "AutoImageProcessor URL loading and template compilation are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer NER/padding crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are different problems." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different Qwen/Gemma model bugs with different failure mechanisms and code paths." + "reason": "Different multimodal models and different attribute/masking bugs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import are unrelated regressions." + "reason": "BarkProcessor voice preset and GenerationMixin import failure are unrelated." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation XOR error and zero-loss classification bug affect different logic." + "reason": "Input validation messaging and zero-loss classification behavior are separate issues." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription handling is unrelated to Kosmos2.5 OCR indexing." + "reason": "Whisper empty-transcription handling and Kosmos2.5 long-OCR indexing are unrelated." } ] }, @@ -5920,7 +6013,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 19, "review_unit_count": 60, "status": "reviewed", @@ -5983,13 +6076,13 @@ "issue:43322|issue:45685", "issue:43606|issue:45072", "issue:43388|issue:46032", - "issue:43550|issue:45072", "issue:43825|issue:43994", + "issue:43550|issue:45072", "issue:44479|issue:45834", - "issue:43421|issue:44811", "issue:43782|issue:44977", - "issue:44561|issue:45020", + "issue:43421|issue:44811", "issue:43577|issue:43818", + "issue:44561|issue:45020", "issue:46294|issue:46463", "issue:43582|issue:46512", "issue:44991|issue:46291", @@ -5998,29 +6091,29 @@ "issue:44805|issue:44936", "issue:44610|issue:45072", "issue:43540|issue:45381", - "issue:28218|issue:29159", "issue:43749|issue:44291", "issue:43720|issue:45072", "issue:43825|issue:43827", + "issue:28218|issue:29159", "issue:43645|issue:46665", "issue:44671|issue:45701", "issue:43577|issue:43582", "issue:34634|issue:36331" ], - "prepared_review_unit_hash": "b4f9a9142f25db356ad4f7d446294056de826b9957cdcbd8781d3d6bd768d3c9", + "prepared_review_unit_hash": "a2e26656d7122bddc23a037287093a4d51ca7c775efdc0c360928c2a00c9c10d", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35456, + "serialized_chars": 35455, "estimated_input_tokens": 8864, "estimated_eval_tokens": 17984 }, @@ -6029,191 +6122,188 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a heterogeneous set of unrelated issues; only the tokenizer pair (28218/29159) looks like a likely duplicate. No PRs were provided.", - "confidence": 0.71, - "canonical_issue_reason": "issue:29159 is the broader tokenizer report: it frames the problem as slow/fast tokenizer inconsistency, which plausibly subsumes the more specific extra-space symptom in issue:28218.", + "summary": "No pair looks like a true duplicate; the items are mostly unrelated model-specific or subsystem-specific bugs with only loose thematic overlap.", + "confidence": 0.89, + "canonical_issue_reason": "No single duplicate set emerges; if forced, issue 45020 is the broadest umbrella report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the best anchor for the only plausible duplicate pair because it is the more general and representative description of the underlying tokenizer bug.", + "best_issue_reason": "Issue 45020 is the most representative because it describes a broad version-level regression rather than a niche model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Different bugs: buffer initialization junk vs FSDP CPU RAM-efficient loading breakage." + "reason": "Non-persistent buffer initialization junk vs FSDP CPU RAM-efficient loading; different failure modes." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Different model/pathologies: Llava Next segfault vs MPS histogram int error." + "reason": "Llava Next load segfault vs MPS int histogram error; unrelated code paths." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch is not the same as bfloat16 dtype mismatches." + "reason": "Bark CPU offload device mismatch vs dtype mismatch in other models; same broad area, not same bug." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different code paths: metric gathering label truncation vs cache misuse producing wrong results." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "torch.compile+SDPA failure is unrelated to generic dtype mismatch reports." + "reason": "Metric gathering label truncation vs Mamba cache correctness; distinct issues." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "An error-message/doc regression is not the same underlying bug as bad SigLIP2 outputs." + "reason": "Pipeline translation support message vs SigLIP2 bad outputs; no shared concrete bug." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Both are vision-related, but they describe different failures in different models and input shapes." + "reason": "Bamba torch.compile/SDPA failure vs generic bfloat16 dtype mismatch; different root causes." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer post-processor update bug vs batch_decode skipping special tokens; related area, different bug." + "reason": "Qwen video-input regression vs Kosmos2.5 OCR index error; unrelated models and symptoms." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Loading with weight_only=True and flash-attention generation issues are different concrete failures." + "reason": "Qwen3VL weight_only load error vs Qwen3.5 flash-attention generation issue; separate failures." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "One is a specific removed-helper breakage; the other is a broad remote_code regression report." + "reason": "Tokenizer backend post-processor refresh vs Whisper decode skipping specials; different tokenizer behaviors." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different model bugs: dtype staying float32 vs missing temporal attention / shared weights." + "reason": "BLIP2 dtype propagation bug vs Video-LLaVA architecture/weight issue; not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Specific is_torch_fx_available removal breakage vs broad remote_code regressions; related theme but not one concrete fix." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Video token-feature mismatch is unrelated to T5 decoder input validation errors." + "reason": "Qwen3.5 video template mismatch vs T5 decoder-input validation message; unrelated." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon TypeError in allocator warmup is unrelated to stale config dtype after from_config." + "reason": "Apple Silicon warmup TypeError vs stale config.dtype after from_config; different API surfaces." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading regression and kernels import/dependency failure are different issues." + "reason": "Tokenizer loading failure for one model vs pipelines import failing on kernels dependency; unrelated." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Preprocessor/model dtype mismatch is unrelated to the Gemma3n variable-name collision bug." + "reason": "Mistral-3 image preprocessor dtype mismatch vs Gemma3n variable name collision; distinct bugs." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and missing TP-plan entries are not the same underlying defect." + "reason": "Qwen3-VL weight shape mismatch vs Qwen3.5 TP-plan missing entries; different model-loading problems." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError and trainer.evaluate() failing after train() are different failures." + "reason": "Mask shape IndexError vs evaluate-after-train failure; not the same underlying issue." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Input-size mismatch in OmDet-Turbo is unrelated to the dtype mismatch issue." + "reason": "OmDet processor/model image-size mismatch vs dtype mismatch in other models; unrelated." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve video inputs, but they are different model-specific regressions with different symptoms." - }, - { - "left": "issue:28218", - "right": "issue:29159", - "accept": true, - "reason": "Both describe the same tokenizer inconsistency around added tokens; one is the specific extra-space symptom, the other the broader slow/fast tokenizer mismatch." + "reason": "Video processing ValueError in Qwen3OmniMoe vs Qwen2.5-VL vision_position_ids regression; same domain, different bug." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU loading failure and unexpected _is_hf_initialized argument are different loading bugs." + "reason": "FSDP RAM-efficient loading breakage vs init_empty_weights unexpected argument; both loading-related but distinct root causes." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weights unpacking during accelerate loading is unrelated to generic dtype mismatch behavior." + "reason": "Packed-weight unpacking during accelerate loading vs dtype mismatch; different code paths." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Runtime error-message mismatch and lingering docs references are related context, but not the same concrete bug." + "reason": "Error-message regression vs docs still referencing pipeline after removals; related topic but not same change." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Extra space after added token vs general slow/fast tokenizer inconsistency; one symptom does not establish same bug." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Jupyter custom-model initialization breakage is different from inconsistent from_pretrained behavior inside Python classes." + "reason": "Notebook custom-model initialization breakage vs from_pretrained inside Python classes; different context-specific behaviors." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Masked LM prediction regression in CamemBERT is not the same as a general tokenization-version change report." + "reason": "CamemBERT MLM prediction regression vs tokenizer version changing tokenization; too broad and not the same defect." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Unrelated dtype/model-loading issue vs Apple Silicon allocator TypeError." + "reason": "BLIP2 dtype state bug vs Apple Silicon warmup TypeError; unrelated." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature breakage are unrelated." + "reason": "BarkProcessor voice_preset failure vs CustomTrainer compute_loss signature error; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The tokenizer pair (28218/29159) is the only clearly plausible duplicate anchor from the titles, and the other soft-edge rejections avoid overstating equivalence. No PR pair claims were made, so there is no mergeability issue to check." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 20, "review_unit_count": 60, "status": "reviewed", @@ -6274,229 +6364,229 @@ "soft_pairs": [ "issue:42175|issue:45081", "issue:46175|issue:46932", - "issue:45003|issue:46285", "issue:46697|issue:46728", + "issue:45003|issue:46285", "issue:43653|issue:44912", "issue:43782|issue:45325", "issue:43262|issue:43819", "issue:45372|issue:46326", - "issue:45081|issue:45406", "issue:43582|issue:44857", + "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:44060|issue:44368", "issue:43526|issue:43697", - "issue:43329|issue:45600", - "issue:36010|issue:36331", + "issue:44060|issue:44368", "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43329|issue:45600", "issue:43906|issue:46209", "issue:43526|issue:44554", - "issue:43819|issue:43927", "issue:45084|issue:45538", + "issue:43819|issue:43927", "issue:43638|issue:44936", "issue:43531|issue:45042", "issue:42175|issue:46291", "issue:42490|issue:43257" ], - "prepared_review_unit_hash": "513e4f3eb98e9580c4ea6e3562bec7749ab385eef7eb8469eda1f4aeaee38e7c", + "prepared_review_unit_hash": "2b2b799da1455c58938a631a6506ef1c2a1708423546e2508ef908e1f2d21259", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36027, - "estimated_input_tokens": 9007, - "estimated_eval_tokens": 18270 + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous set of Transformers issues, mostly unrelated regressions and model-specific bugs. None of the soft-linked pairs look like true duplicates of the same underlying bug or change.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it describes recent-version breakage around `remote_code`, which is the closest thematic match to several other loading/regression reports. The cluster overall is still too mixed to treat as one duplicate family.", + "summary": "This cluster is highly heterogeneous: it spans unrelated loading, tokenizer, multimodal, quantization, and trainer regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45020 is the broadest umbrella-style report here, covering recent-version model-loading breakage via remote code; it is the closest thing to a representative issue, though the cluster is not truly duplicate-heavy.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue because it is the most general compatibility/regression report and sits closest to the common pattern across the cluster, even though it does not subsume the others exactly.", + "best_issue_reason": "#45020 is the most general and cross-cutting of the listed issues, but only as a loose representative of the loading-regression theme rather than a true duplicate center.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package/backend install omission is unrelated to a tokenizer regex crash." + "reason": "Different failures: backend extra/dependency omission vs Mistral tokenizer regex crash." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "One is a large one-hot materialization issue; the other is dtype casting for quantized embedders." + "reason": "Gemma4-related but distinct bugs: huge one-hot embedding materialization vs quantized embedders dtype casting." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "Unsafe `sys.modules` access is a different failure mode from the CLIP class structure inconsistency." + "reason": "Different image-processor bugs: over-padding vs incorrect patch count on odd resolution multiples." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Over-padding when already divisible is distinct from an incorrect image-patch count calculation." + "reason": "Unrelated code paths: unsafe sys.modules access vs CLIP text model structure inconsistency." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization fallback behavior." + "reason": "Special-token registration bug vs quantization fallback issue; not the same underlying defect." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "A `from_pretrained` weight-loading error is not the same as a rope-index scaling bug." + "reason": "Both VL models, but one is a weight_only load error and the other is a rope-index scaling bug." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction mismatch." + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch are different bugs." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Importing `ReasoningEffort` and `continue_final_message` on mistral_common fail in different code paths." + "reason": "Different tokenizer/processor failures in different integration points; not one fix." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Mistral regex patching and Gemma4 processor initialization are different loading bugs." + "reason": "Different platform/runtime failures: Apple Silicon TypeError vs CUDA AMP loss crash." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Apple Silicon warmup type handling is not the same problem as AMP loss crashes on CUDA." + "reason": "Both mention loading/processor code, but Mistral regex patch failure and Gemma4Processor missing _tokenizer are separate issues." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A key error loading a specific model is not the same as the broader `remote_code` regression." + "reason": "Both are loading-related, but a key error on one model is not the same concrete bug as remote_code regressions in general." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL backend torchvision requirements." + "reason": "Float8 storage deserialization error vs torchvision dependency requirement are unrelated." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are separate model-runtime issues." + "reason": "Torch.compile SDPA failure and MXFP4 quantization fallback affect different code paths." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "`gguf_file` loading breakage is different from tokenizer loading failure for a specific model." + "reason": "Both are from model loading, but gguf_file handling and a specific tokenizer regression are not the same bug." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE conversion/loading and the multimodal token-count undefined-variable bug are unrelated." + "reason": "Qwen3 MoE weight conversion problem vs undefined variables in multimodal token counting are unrelated." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "These are two similar warnings, but they concern different model families and warning causes." + "reason": "Label reduction bug and RTDetr output divergence do not share the same root cause." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "A label-reduction bug in BEiT is not the same as RT-DETR-v2 output divergence." + "reason": "Related model family, but one is an incorrect tied-weights warning and the other is a user-facing config warning." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Undefined video-branch variables and stale auto-mapping config references are not the same underlying bug." + "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization breakage are different failures." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import failure and custom `compute_loss` signature mismatch are unrelated." + "reason": "Import path regression vs custom trainer signature mismatch; no shared underlying fix." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Importing `GenerationMixin` and Jupyter custom-model initialization failures are different regressions." + "reason": "Multimodal token counting bug vs stale auto_mappings config references are unrelated." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "A reproduction of an old issue and an FP8 inference failure on B200 are not the same bug." + "reason": "Isolated reproduction of another issue vs FP8 inference failure on B200; not the same bug." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BEiT label reduction and MPS attention correctness are unrelated issues." + "reason": "Image label reduction bug and MPS attention correctness issue are separate." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig custom-token-ID persistence." + "reason": "Template compilation error vs CLIPTokenizer max_length bug are unrelated." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Template-node compilation failure and CLIP tokenizer max-length semantics are unrelated." + "reason": "DAC forward/from_latents mismatch and DiaConfig token-ID loss are different problems." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Deepspeed zero3 index errors and post-train evaluation failures are different trainer/runtime problems." + "reason": "Zero-3 index error in a non-pretrained Bert setup is not the same as evaluate-after-train failure." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend torchvision dependency issues." + "reason": "Sliding-window bug in Qwen3-MoE and torchvision dependency breakage have no shared code path." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Torch-only install missing TensorFlow backend is unrelated to `transformers.pipelines` failing on kernels versioning." + "reason": "TensorFlow backend packaging issue and kernels version/revision import failure are unrelated." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model import warnings are unrelated to Qwen3 MOE weight conversion under accelerate+deepspeed." + "reason": "Trailing-slash local-model warning vs Qwen3 MoE weight conversion are not the same defect." } ] }, @@ -6510,7 +6600,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 21, "review_unit_count": 60, "status": "reviewed", @@ -6524,7 +6614,6 @@ "issue:29159", "issue:29870", "issue:34567", - "issue:34689", "issue:38175", "issue:39692", "issue:40990", @@ -6540,6 +6629,7 @@ "issue:43643", "issue:43650", "issue:43696", + "issue:43720", "issue:43742", "issue:43746", "issue:43749", @@ -6570,193 +6660,199 @@ ], "soft_pairs": [ "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:43720|issue:44610", "issue:43854|issue:44977", "issue:39692|issue:44912", - "issue:43643|issue:45759", "issue:38175|issue:44610", "issue:43257|issue:43696", "issue:43262|issue:44811", "issue:43257|issue:43931", "issue:44387|issue:44617", "issue:43329|issue:43450", - "issue:43329|issue:44479", "issue:45459|issue:45803", - "issue:34567|issue:40990", + "issue:43329|issue:44479", "issue:42915|issue:43742", + "issue:34567|issue:40990", "issue:46421|issue:46424", "issue:43749|issue:44756", "issue:44291|issue:45042", - "issue:29159|issue:34567", "issue:43650|issue:43906", "issue:43606|issue:45859", "issue:42915|issue:44821", + "issue:29159|issue:34567", "issue:43540|issue:46701", "issue:43927|issue:44912", "issue:28282|issue:29870", - "issue:44568|issue:45356", "issue:43454|issue:43577", - "issue:28282|issue:34689" + "issue:44568|issue:45356" ], - "prepared_review_unit_hash": "9dd77bff1082215207cf0b7dcb7e696b4b88842f5d1ab2d8e3dfda8c5149e62b", + "prepared_review_unit_hash": "4461c4b8a993a82e943d260ceb1c801c3341409f1387893b2cf9ebb3b589148a", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35417, - "estimated_input_tokens": 8855, - "estimated_eval_tokens": 17966 + "serialized_chars": 35444, + "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 mostly a loose collection of unrelated bug reports. A few pairs share broad themes (video/multimodal processing, loading/config, tokenizer behavior, OOM), but none look like the same underlying bug or a mergeable duplicate PR change.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the issues span unrelated models, tokenizers, loading paths, and training/runtime bugs. None of the soft pairs look like true duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No safe canonical issue stands out; the cluster is too diverse to anchor on one report.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the cluster mixes many distinct bug classes and subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different subsystems and failures: PEFT/local checkpoint loading vs Whisper processor decoding behavior." + "reason": "PEFT local-checkpoint loading vs Whisper batch_decode special-token handling; different code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss vs AutoModelForCausalLM.from_config text_config unwrapping; related area, different bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading bug vs OmDet image-size mismatch; unrelated failures." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Unrelated model-loading error for GLM-4.7 vs Qwen3.5 flash-attention generation regression." + "reason": "GLM-4.7-Flash load issue vs Qwen3.5 flash-attention generation bug; different models and symptoms." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Docs/example mistakes for SigLIP2 vs MXFP4 quantization fallback on gpt-oss-20b." - }, - { - "left": "issue:43643", - "right": "issue:45759", - "accept": false, - "reason": "Both are config-loading related, but one is missing fields from trust_remote_code and the other is AutoModelForCausalLM.from_config unwrapping text_config; different code paths." + "reason": "SigLIP2 docs/example errors vs gpt-oss-20b MXFP4 quantization fallback; not the same bug." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different model families and bugs: zero probabilities in SigLIP2 vs processor input-size mismatch in OmDet-Turbo." + "reason": "SigLIP2 zero probabilities vs OmDet processor/model input-size mismatch; distinct defects." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE weight conversion/load issue vs a generic CUDA OOM on GPT-oss-20b." + "reason": "Qwen3 MoE weight conversion/loading bug vs GPT-oss OOM; different underlying problems." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs Whisper batch_decode skip_special_tokens behavior." + "reason": "Audio apply_chat_template sampling-rate default vs Whisper decode token skipping; unrelated processors." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both touch Qwen3 loading, but one is accelerate/deepspeed weight conversion and the other is VL shape mismatch; not the same bug." + "reason": "Qwen3 MoE accelerate/deepspeed conversion bug vs Qwen3-VL weight-shape mismatch; different load failures." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is Sam3Video runtime OOM; different causes." + "reason": "Both are OOM-related, but one is int4 reserved-memory behavior and the other is a model-specific video OOM." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video-related, but one is undefined variables in multimodal token counting and the other is batched video processor shape output." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": false, - "reason": "Shared video-regression theme, but the concrete failures are different and span different models/code paths." + "reason": "Undefined multimodal token helper in video branch vs batched video processor shape bug; separate code paths." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve broad exception handling, but they are separate tokenizer/data conversion bugs in different modules." + "reason": "Tokenizer error masking with missing protobuf vs bare except in Fuyu tensor conversion; different components." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Trainer token accounting bug vs extremely high perplexity on gpt-oss-20b; no direct code-path match." + "reason": "Video-token helper bug vs broad v5.3.0 video-input regression; overlapping area but not the same concrete issue." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe vs a key error loading MobileLLM-125M." + "reason": "Qwen3Moe FP8 config failure vs MobileLLM-125M key error; unrelated loading bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking vs GPT-oss perplexity regression; different subsystems." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for Quantized Cache." + "reason": "Chunked-prefill recompilation vs max_cache_length handling; both cache-related but distinct behaviors." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different memory/loading mechanisms: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo." + "reason": "FSDP CPU RAM efficient loading vs mmap/Strix Halo OOM; separate memory-related issues." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized regression vs PIL image processors requiring torchvision; unrelated." - }, - { - "left": "issue:29159", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs TrainerState token counter not updating; different components." + "reason": "init_empty_weights argument mismatch vs PIL image processors requiring torchvision; unrelated." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder/low-signal report vs reproduction of another issue; no shared bug." + "reason": "Generic placeholder issue vs isolated reproduction of another issue; no shared bug." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and code paths." + "reason": "Bark CPU-offload device mismatch vs Qwen3_5Moe rotary embedding CPU-offload incompatibility; different models/code paths." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading failure vs AutoImageProcessor URL loading failure." + "reason": "Qwen3Moe FP8 loading bug vs AutoImageProcessor-from-URL failure; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs trainer token-count update bug; different areas." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal pipelines and failures: Qwen3OmniMoe video input ValueError vs DiffusionGemma image-text pipeline breakage." + "reason": "Qwen3OmniMoe video processing ValueError vs DiffusionGemma pipeline failure; different models and pipelines." }, { "left": "issue:43927", @@ -6768,25 +6864,19 @@ "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch missing ImportError vs Bart generate() decoder_attention_mask initialization bug." - }, - { - "left": "issue:44568", - "right": "issue:45356", - "accept": false, - "reason": "Tokenizer special-token regression vs codec/warning regression in Kimi-K2.5; not the same defect." + "reason": "Missing PyTorch import error vs Bart generate decoder_attention_mask unbound local; different issues." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision weight tying bug vs Blip2 dtype propagation bug; separate loading/model issues." + "reason": "AyaVision lm_head tying bug vs Blip2 dtype propagation bug; not the same failure." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Missing PyTorch environment error vs Llama 3.2 Vision model loading breakage in 4.46.2." + "reason": "mDeBERTa special-token regression vs Kimi-K2.5 tokenizer codec regression; both tokenizer bugs but distinct." } ] }, @@ -6800,7 +6890,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 22, "review_unit_count": 60, "status": "reviewed", @@ -6817,6 +6907,7 @@ "issue:29159", "issue:33357", "issue:34567", + "issue:34689", "issue:36331", "issue:41720", "issue:42175", @@ -6835,8 +6926,8 @@ "issue:44062", "issue:44291", "issue:44479", + "issue:44488", "issue:44560", - "issue:44568", "issue:44849", "issue:44857", "issue:44936", @@ -6847,7 +6938,6 @@ "issue:45357", "issue:45381", "issue:45405", - "issue:45488", "issue:45538", "issue:45701", "issue:45907", @@ -6859,245 +6949,262 @@ "issue:46869" ], "soft_pairs": [ - "issue:44987|issue:45538", "issue:43525|issue:46291", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:44857|issue:46832", "issue:43697|issue:45357", "issue:33357|issue:34567", - "issue:44857|issue:46832", "issue:43404|issue:45127", "issue:43425|issue:46291", - "issue:45137|issue:45405", "issue:45538|issue:46869", - "issue:28282|issue:29127", + "issue:45137|issue:45405", "issue:42915|issue:45538", "issue:42175|issue:43824", + "issue:28282|issue:29127", "issue:44479|issue:46693", "issue:44062|issue:44991", "issue:43742|issue:44291", "issue:44936|issue:46821", "issue:42915|issue:43749", - "issue:24643|issue:29159", "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:34567|issue:36331", - "issue:44568|issue:45488" + "issue:43540|issue:44479" ], - "prepared_review_unit_hash": "74a02cb935d8cd156f3ca4a82eb15543f87611e22bc8cee6c2fa4ebdbfc2d2a1", + "prepared_review_unit_hash": "d2624d9e0b6f61a90ca2d9bddf7fefd25aac0f14facc447160c4ab6393adfd23", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35491, - "estimated_input_tokens": 8873, - "estimated_eval_tokens": 18002 + "soft_pair_count": 30, + "serialized_chars": 35980, + "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 highly heterogeneous: most items are unrelated regressions across tokenization, model loading, training, vision, and backend/runtime paths. I found no safe duplicate merges among the soft pairs.", - "confidence": 0.18, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster. If one must be chosen, issue 45701 is the broadest tokenization-regression report and is the closest match to the small tokenizer-related subset of this cluster.", + "summary": "This cluster is mostly heterogeneous: the issues span unrelated model-loading, tokenizer, training, and backend regressions. Only one soft edge looks plausibly like the same underlying bug; the rest should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "If forced to anchor a small coherent slice, issue 44479 is the broadest Qwen video-input regression report and best represents that subcluster; however, the overall cluster is still too mixed to have a truly clean canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the most reusable representative because it captures a broad version-dependent tokenization change, while most other issues are narrow model- or runtime-specific failures.", + "best_issue_reason": "Issue 44479 is the strongest representative of the only obvious subtheme (Qwen video-input regressions). It is broad enough to subsume nearby reports like 45381, but it should not be treated as a canonical for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Different problems: Llama4 pad_token_id config attribute vs kernels list_repo_files revision forwarding." + }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different problems: model loading failure for a specific repo vs CLIPTokenizer max-length sentinel behavior." + "reason": "One is a model-loading regression on transformers>=5.1.0; the other is CLIPTokenizer's max_length constant." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch in the environment is unrelated to the Llama 3.2 vision loading regression." + }, + { + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "Unrelated: missing pad_token_id on Llama4Config vs pipelines import failing due to kernels version/revision requirements." + "reason": "Different RT-DETR/LwDetr failures: AMP/CUDA loss crash vs forward shape/feature-level TypeError." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different code paths: RTDetr output drift vs incorrect save_pretrained visual-encoder keys." + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained key mapping are separate code paths." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Completely unrelated: MacOS CLIP bus error vs TrainerState token counter not updating." - }, - { - "left": "issue:44857", - "right": "issue:46832", - "accept": false, - "reason": "Both are RT-DETR-related, but one is an AMP loss crash and the other is a forward-path shape/type error; not the same bug." + "reason": "MacOS bus error in CLIP model loading is unrelated to TrainerState token-count tracking." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is missing lm_head tying and the other is LoRA merge collapse with extended vocab; different failures." + "reason": "Untied lm_head weights in Mistral3 and LoRA merge collapse with extended vocab are distinct defects." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Both involve environment/version issues, but the dependency and failure mode are different." - }, - { - "left": "issue:45137", - "right": "issue:45405", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT minimum-version bump." + "reason": "Torch 2.10 incompatibility is a different compatibility issue than kernels revision forwarding." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer model_max_length behavior is unrelated to YOLO multi-GPU device-map failures." + "reason": "CLIPTokenizer max_length behavior and YOLO multi-GPU device-map failures do not share a code path." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to LayoutLMv3 box-validation messaging." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the unreleased PEFT version bump." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer max-length semantics." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to CLIPTokenizer's max_length constant." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow backend packaging issue is unrelated to missing Qwen2_5_VL import." + "reason": "Packaging missing TensorFlow backend and missing Qwen2_5_VL import are separate import/distribution problems." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-not-found import error is unrelated to LayoutLMv3's unclear box-content validation message." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both concern vision/attention performance or regressions, but they are distinct bugs and model families." + "reason": "A video-input regression and a FA2 long-context performance regression are different bugs, not one code-path fix." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken constructor conflict is a different tokenizer bug from loading EMBEDDIA/est-roberta." + "reason": "AddedToken special-arg duplication is not the same as a specific tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Missing key on MobileLLM load vs unexpected _is_hf_initialized during init_empty_weights are different initialization bugs." + "reason": "MobileLLM-125M key loading and init_empty_weights' _is_hf_initialized argument mismatch are separate model-init issues." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate/train lifecycle issue is unrelated to TimesFM window_size attribute handling." + "reason": "trainer.evaluate after train and TimesFM window_size AttributeError are unrelated trainer/model bugs." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Different FSDP/precision-related failures; not the same underlying bug." - }, - { - "left": "issue:24643", - "right": "issue:29159", - "accept": false, - "reason": "DeepSpeed weight shape error is unrelated to tokenizer fast/slow inconsistency." + "reason": "Qwen3Moe FP8Config failure and FSDP CPU RAM efficient loading are different regressions." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF tokenizer/model loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "gguf_file loading breakage and AppleSilicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both are dtype-related, but one is wrong loaded module dtypes and the other is stale config dtype after from_config." + "reason": "Both concern dtype handling, but one is Blip2 weight casting and the other is stale model.config.dtype from from_config; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed 'weight must be 2-D' training error and tokenizer slow/fast inconsistency are unrelated." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state output bug is unrelated to the broad tokenization-change report." + "reason": "Qwen3.5 output_hidden_states behavior and generic version-dependent tokenization changes are not the same bug." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta FlashAttention2 behavior is unrelated to PyTorch-not-found ImportError." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to an environment missing PyTorch." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Repo-specific model loading failure is unrelated to list_repo_files not forwarding revision." + "reason": "Model loading failure on transformers>=5.1.0 and list_repo_files not forwarding revision are separate issues." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-map CUDA assert and video-processing ValueError are different Qwen3 bugs." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Qwen3OmniMoe video-input ValueError are different failure modes." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input failures, but they affect different models and error paths; not safe duplicates." + "reason": "Two Qwen video-input bugs, but one is Qwen3OmniMoe ValueError and the other is Qwen3-vl-embedding StopIteration; not clearly the same root cause." }, { "left": "issue:44479", "right": "issue:45381", + "accept": true, + "reason": "Same Qwen video-input regression family in 5.3.0; 45381 looks like the qwen2.5-vl symptom of the broader bug reported in 44479." + }, + { + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Same broad Qwen video area, but the reported regression targets differ and the concrete failure is not the same." + "reason": "TensorFlow packaging omission is unrelated to a specific model-loading failure for cjvt/sleng-bert." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer compute_loss signature errors are unrelated trainer bugs." + "reason": "TrainerState token accounting and CustomTrainer.compute_loss signature mismatch are separate training API issues." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Both are tokenizer regressions, but one is BOS/EOS injection and the other is LlamaTokenizer pre-tokenizer override; different concrete bugs." + "reason": "Both mention video inputs, but one is a Qwen3OmniMoe ValueError and the other is a broader v5.3.0 video regression across several Qwen model families; not enough evidence to merge as the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the cluster\u2019s heterogeneity. The only accepted soft edge, issue:44479 \u2194 issue:45381, is plausibly the same Qwen video-input regression family; the other denials are well-justified and do not overstate similarity. Canonical/representative wording is also appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 23, "review_unit_count": 60, "status": "reviewed", @@ -7110,7 +7217,6 @@ "issue:24643", "issue:29870", "issue:38175", - "issue:42175", "issue:43257", "issue:43452", "issue:43531", @@ -7124,7 +7230,6 @@ "issue:43906", "issue:44062", "issue:44291", - "issue:44479", "issue:44488", "issue:44568", "issue:44589", @@ -7139,12 +7244,15 @@ "issue:45072", "issue:45081", "issue:45325", + "issue:45357", "issue:45405", + "issue:45488", "issue:45600", "issue:45663", "issue:45672", "issue:45674", "issue:45823", + "issue:45920", "issue:46399", "issue:46463", "issue:46468", @@ -7156,26 +7264,25 @@ "issue:46846" ], "soft_pairs": [ - "issue:44792|issue:44964", - "issue:42175|issue:44488", "issue:38175|issue:44898", - "issue:43540|issue:44479", + "issue:44792|issue:44964", + "issue:44568|issue:45488", "issue:43257|issue:43756", "issue:44062|issue:45081", "issue:44291|issue:44821", "issue:45042|issue:45081", - "issue:43756|issue:46399", "issue:43582|issue:46821", + "issue:43756|issue:46399", "issue:43756|issue:45325", "issue:43742|issue:44589", "issue:43716|issue:46701", "issue:44568|issue:46491", "issue:45405|issue:45600", - "issue:43577|issue:45072", "issue:45672|issue:45674", + "issue:43577|issue:45072", + "issue:44737|issue:46463", "issue:43531|issue:44821", "issue:45823|issue:46463", - "issue:44737|issue:46463", "issue:43906|issue:46693", "issue:43906|issue:46468", "issue:24643|issue:29870", @@ -7183,204 +7290,205 @@ "issue:44625|issue:44877", "issue:45663|issue:46846", "issue:43540|issue:46693", - "issue:43697|issue:46829" + "issue:43697|issue:46829", + "issue:45357|issue:45920" ], - "prepared_review_unit_hash": "5f8061607cad99054ead817e8c3a74fe51aac5ac0c39ba7793e730d9ef4b8618", + "prepared_review_unit_hash": "56c6d7a193e42fa6b0b6ed1d0cdb7cb98b9bc75f131537578056ffd0f0e0266e", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35886, - "estimated_input_tokens": 8972, - "estimated_eval_tokens": 18200 + "serialized_chars": 36556, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated bugs spanning tokenizers, multimodal loading, quantization, config validation, and model-specific dtype/device issues. I did not find any soft pair that clearly describes the same underlying bug/change.", + "summary": "This cluster is a loose collection of unrelated Transformers bugs, mostly model-specific regressions and loading errors. None of the soft pairs look like true duplicates; they share only broad subsystem similarity.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the issues in this cluster are not duplicates of one another; they cover distinct model families and failure modes.", + "canonical_issue_reason": "issue:45488 is the strongest representative issue here: it has a clear, concrete tokenizer regression, strong discussion activity, and broad impact across DeepSeek V3/R1-style models.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue for deduplication; the cluster is too mixed to use any one issue as a representative canonical bug.", + "best_issue_reason": "issue:45488 is the best standalone issue in this set because it is well-scoped, reproducible, and describes a user-visible regression with wider ecosystem impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Both involve multimodal models, but the failures are different: a Janus image-generation test regression versus Phi-4 multimodal loading." - }, - { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "One is a packaging/backend dependency complaint, the other is a model loading failure for a specific BERT checkpoint." + "reason": "Different models and failure modes: unexpected zero probabilities vs image-classification resolution/interpolation failure." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different models and different symptoms: zero probabilities in SigLIP2 versus Perceiver classification failing on non-default resolution." + "reason": "Both are multimodal-related, but one is a Janus generation test failure and the other is a Phi-4-multimodal loading issue; no shared code-path bug." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Both are video-input regressions, but they affect different Qwen model families and likely different code paths." + "reason": "Separate tokenizer regressions: one is BOS/EOS not added for mDeBERTa, the other is LlamaTokenizer overriding ByteLevel pre-tokenizer behavior." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different underlying bugs: DeepSpeed weight conversion for Qwen3 MoE versus RoPE-layer dropping in Smollm3." + "reason": "Completely different bugs: DeepSpeed/accelerate MoE weight conversion vs Smollm3 RoPE layer dropping." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Separate tokenizer bugs: AddedToken argument duplication versus Mistral regex patch crashing on a tokenizer attribute." + "reason": "Both are tokenizer loading failures, but the root causes differ: AddedToken kwargs collision vs missing backend_tokenizer attribute in a regex patch." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unrelated loading issues: init_empty_weights argument handling versus loading AutoImageProcessor from a URL." + "reason": "Different API surfaces and symptoms: init_empty_weights argument handling vs loading AutoImageProcessor from a URL." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "One is an image-processor dependency regression, the other is a tokenizer regex patch crash." + "reason": "Image processor torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:43582", + "right": "issue:46821", "accept": false, - "reason": "Both mention model internals, but one is a RoPE-layer omission and the other is a decorator/registration crash in Qwen3.5 kernels." + "reason": "AppleSilicon allocator TypeError and TimesFM window_size AttributeError are unrelated code paths." }, { - "left": "issue:43582", - "right": "issue:46821", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Different platforms and different APIs: Apple Silicon allocator warmup versus TimesFM window_size handling." + "reason": "Different Qwen/Smollm bugs: RoPE layer configuration vs missing decorator for apply_rotary_pos_emb registration." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both touch RoPE/position handling, but they are distinct model-specific bugs with different symptoms and code paths." + "reason": "Both touch RoPE-ish logic, but one drops layers in Smollm3 while the other mis-scales temporal positions in Qwen2.5-VL." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different loading failures: MobileLLM config/key error versus missing Float8 storage type." + "reason": "Different load-time failures: MobileLLM key lookup vs Float8 storage lookup TypeError." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal regressions in different models: Mistral-3 dtype mismatch versus DiffusionGemma pipeline breakage." + "reason": "Different multimodal regressions with different models and symptoms; no shared underlying bug." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer-related, but one is missing BOS/EOS insertion and the other is an encode-decode space regression." + "reason": "Separate tokenizer regressions affecting different model families and different round-trip/add_special_tokens behavior." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "One is a dependency version bump problem; the other is stale auto-mapping references causing CI failure." + "reason": "One is a version pin/release packaging problem; the other is stale auto_mappings config references breaking CI." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but one is a Gemma4 audio-module uint8/torch.finfo crash and the other is a BitsAndBytesConfig skip_modules exclusion bug." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different model classes and likely different conversion/inference paths." + "reason": "Both are dtype mismatches, but they occur in different models and different inference paths." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Both involve 4-bit/quantized inference, but the root causes are different: uint8 audio-module finfo usage versus skip-modules clearing lm_head exclusion." + "reason": "XLNet CPU device placement bug and T5 decoder-input error-message issue are unrelated." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Completely different areas: Qwen3-MoE sliding-window behavior versus image processor URL loading." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "A device-map mismatch in Gemma4 PLE is unrelated to T5 decoder-input validation messaging." - }, - { - "left": "issue:44737", - "right": "issue:46463", - "accept": false, - "reason": "XLNet CPU placement bug versus T5 error-message bug; no shared underlying failure." + "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder validation messaging." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "One is a reproduction of an earlier issue, the other is a FA2 long-context performance regression." + "reason": "An isolated reproduction of a past issue is not the same as a new FA2 long-context performance regression." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "No shared bug: one reproduces issue 38071, the other is an official Nemotron example failure." + "reason": "No evidence these describe the same Nemotron/model-loading bug; one is just a reproduction of another issue." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "Different training/runtime errors: DeepSpeed weight dimensionality versus BART generate decoder mask assignment." + "reason": "DeepSpeed training weight shape error and Bart generate() decoder_attention_mask UnboundLocalError are distinct failures." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Different loading failures: gguf_file handling versus a specific model that no longer loads." + "reason": "Both are loading-related, but one is a gguf/from_pretrained breakage and the other is a specific model load failure with no clear shared root cause." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Different config propagation problems in different model families." + "reason": "Different config propagation/strictness issues affecting different model families." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Both are Gemma/Qwen-family training issues, but one is per-layer shared_kv_state rebuilding and the other is missing tensor-parallel plan entries." + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 TP-plan missing linear_attn entries are different distributed-training problems." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Both mention generation-related behavior, but one is a video-input processing error and the other is a FA2 performance regression." + "reason": "Different models and failure classes: video input processing error vs FA2 generation performance regression." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different model-specific output issues: RTDetrV2 output changes versus VideoPrism hidden_states being misassigned." + "reason": "Different model outputs/heads regressions with no shared concrete code path." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key regression and broad AutoTokenizer wrong-token-ID regression are separate issues." } ] }, @@ -7394,7 +7502,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 24, "review_unit_count": 60, "status": "reviewed", @@ -7405,20 +7513,20 @@ "cluster_id": "cluster-10000-503", "nodes": [ "issue:28282", - "issue:29159", "issue:32090", - "issue:33357", "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", @@ -7437,15 +7545,15 @@ "issue:45200", "issue:45216", "issue:45356", - "issue:45357", "issue:45372", "issue:45375", "issue:45479", + "issue:45542", "issue:45588", - "issue:45920", "issue:46050", "issue:46121", "issue:46170", + "issue:46178", "issue:46463", "issue:46701", "issue:46829", @@ -7454,231 +7562,234 @@ "issue:46932" ], "soft_pairs": [ - "issue:45357|issue:45920", + "issue:44737|issue:45588", + "issue:46463|issue:46899", "issue:28282|issue:32090", "issue:44913|issue:46121", - "issue:46463|issue:46899", - "issue:44737|issue:45588", "issue:43697|issue:45216", "issue:43526|issue:45479", "issue:43720|issue:44898", "issue:43643|issue:45375", - "issue:44466|issue:45005", "issue:45200|issue:46463", - "issue:44493|issue:46050", - "issue:44361|issue:44442", - "issue:43688|issue:43749", + "issue:44466|issue:45005", "issue:41762|issue:44936", + "issue:44493|issue:46050", "issue:43761|issue:46829", - "issue:43653|issue:44361", "issue:43452|issue:44843", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43688|issue:43749", "issue:38175|issue:43295", "issue:43819|issue:44811", "issue:43994|issue:44898", "issue:45372|issue:46170", - "issue:43525|issue:46701", "issue:46832|issue:46932", + "issue:43525|issue:46701", + "issue:43531|issue:43742", "issue:43295|issue:45356", - "issue:29159|issue:33357" + "issue:45542|issue:46178" ], - "prepared_review_unit_hash": "52e8d4acdf5e676271e5beadf291d545c2518a15f1d3d11667e91640c35ac872", + "prepared_review_unit_hash": "f7f4c3108b05fe5fd5d34ba4cf286d5df7573d1afc54c48f0d15f43b95d346d5", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 36202, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "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 heterogeneous: the listed issues span unrelated tokenizer, model-loading, training, quantization, and pipeline bugs. I found no convincing duplicate pairs among the soft edges, so the safest triage is to keep them separate and use the broad tokenizer regression as the nearest representative issue.", - "confidence": 0.31, - "canonical_issue_reason": "Issue #45920 is the broadest, most central problem statement in the set: it describes a v5 tokenizer regression affecting multiple model families, whereas most other issues are narrower model-specific failures.", + "summary": "Mostly unrelated issues with one plausible duplicate pair around v5 tied-weights serialization. The rest appear to target distinct bugs or model families.", + "confidence": 0.78, + "canonical_issue_reason": "#45005 is the best canonical for the only plausible duplicate pair (#44466/#45005): it is broader and explicitly frames the shared v5 tied-weights problem.", "canonical_pr_reason": null, - "best_issue_reason": "#45920 is the best cluster representative because it is a high-signal regression report with multiple downstream symptoms and affected families, making it more representative than the highly specific one-off bugs here.", + "best_issue_reason": "#45005 is the most suitable representative because it is broader than #44466 while describing the same tied-weights regression more generally.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and failures: XLNet CPU device placement vs flash_attention s_aux=None crash." + }, + { + "left": "issue:46463", + "right": "issue:46899", "accept": false, - "reason": "Both concern tokenizer-related regressions, but one is a Qwen3.5 save_pretrained visual-key bug and the other is a broad AutoTokenizer token-id mismatch across many models; not the same underlying defect." + "reason": "Unrelated bugs: T5 decoder-input validation message vs Gemma4 quantized multimodal dtype casting." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import error for AutoModel vs Trainer GPU broadcast TypeError are unrelated failure modes in different code paths." + "reason": "Different errors and code paths: missing PyTorch import vs Trainer GPU broadcast NoneType handling." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoXConfig reload dropping rotary_pct is a config serialization issue; convert_rope_params_to_dict failing on JSON-loaded lists is a separate validation bug." - }, - { - "left": "issue:46463", - "right": "issue:46899", - "accept": false, - "reason": "T5 decoder-input validation error message vs Gemma4 4-bit multimodal dtype-cast breakage are different subsystems and symptoms." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU arange performance bug and flash_attention s_aux=None AttributeError are unrelated implementation bugs." + "reason": "Both touch rope/config handling, but one is reload persistence and the other is JSON list type validation; not the same bug." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output mismatch in v5 and Qwen3.5 save_pretrained checkpoint corruption are different regressions in different model families." + "reason": "Distinct regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels truncation and single-label-classification zero-loss behavior are separate issues in different components." + "reason": "Different model areas and failures: BeitImageProcessorFast label reduction vs zero-loss sequence classification." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure do not share the same concrete code path." + "reason": "Packed-weight loading bug in BitNet vs Perceiver interpolation failure; not the same issue." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields and Qwen3_5MoeVisionConfig silently dropped field are both config-related but arise from different models and mechanisms." + "reason": "Different config bugs: generic trust_remote_code field loss vs one specific Qwen3_5MoeVisionConfig field dropped by @strict." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and symptoms: Gemma4 mm_token_type_ids defaulting vs T5 decoder validation error message." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights/serialization, but one is a save_pretrained inconsistency and the other is translation-model tied-weight issues; not clearly the same bug." + "accept": true, + "reason": "Both describe the same v5 tied-weights serialization regression; #45005 is the broader formulation." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation error messaging are unrelated model-specific behaviors." + "reason": "Unrelated runtime failures: ZeRO-3 loading index error vs trainer.evaluate() after train." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different serialization/loading problems." - }, - { - "left": "issue:44361", - "right": "issue:44442", - "accept": false, - "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are different tokenizer-specific bugs." + "reason": "Different serialization/quantization problems: unexpected position-id keys vs sinq save/load breakage." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "OLMoE/GPT Oss auxiliary-loss normalization and FSDP CPU RAM efficient loading are distinct training/loading issues." + "reason": "Both mention hidden_states, but the affected models and output mistakes differ." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() after trainer.train() failure are unrelated runtime bugs." + "reason": "Different loading regressions: gguf_file handling vs offline mistral regex hub lookup." }, { - "left": "issue:43761", - "right": "issue:46829", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and VideoPrism hidden_states misassignment are both output-structure bugs but in different models and not the same code path." + "reason": "Separate tokenizer-loading failures for different tokenizers and code paths." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and MLukeTokenizer task AttributeError are separate tokenizer issues with different symptoms." + "reason": "BigBird special-token decode bug is unrelated to MLukeTokenizer task errors." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is a file-format/load-path issue; HF_HUB_OFFLINE model_info() call is an offline-mode bug." + "reason": "Auxiliary-loss normalization vs FSDP CPU RAM efficient loading are different problems." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer/image-to-tokenizer regression are different multimodal behaviors and not the same defect." + "reason": "Both involve SigLIP2-ish usage, but one is zero probabilities while the other is processor.tokenizer regression." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC.from_latents vs forward mismatch and Whisper batch_decode skip_special_tokens handling are unrelated decoder/postprocessing bugs." + "reason": "Different functionality: DAC latent reconstruction vs Whisper batch_decode skip_special_tokens." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Siglip2 nonsensical AutoModel/pipeline outputs and Perceiver interpolation failure are separate multimodal model issues." + "reason": "Different model/pipeline failures: nonsensical SigLIP2 outputs vs Perceiver non-default-resolution error." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import failure from mistral_common and Windows ROCm torch.distributed dependency issues are different import/runtime problems." + "reason": "Separate dependency issues: mistral_common ReasoningEffort import vs Windows ROCm torch.distributed dependency." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level TypeError is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config missing pad_token_id and DiffusionGemmaGenerationOutput pipeline failure are unrelated model/config issues." + "reason": "Llama4Config pad_token_id attribute bug is unrelated to DiffusionGemma image-text pipeline failure." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "RT-DETR num_feature_levels/backbone mismatch and Gemma4 quantized embedders dtype-cast bug are different model families and failure modes." + "reason": "Qwen3-MoE sliding_window issue is not the same as MobileLLM-125M key error." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are regressions in multimodal/tokenizer areas, but one is processor.tokenizer/image handling and the other is Kimi-K2.5 codec/mistral-regex behavior; not the same bug." + "reason": "Both are regressions in tokenization/processing, but they affect different models and different root causes." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency and CLIP community model bus error on macOS are unrelated issues." + "reason": "Both are backend/optional-dependency complaints, but they are about different backend names and failure modes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The judgment is appropriately conservative and grounded in the packet. The only accepted pair, issue:44466/issue:45005, is well-supported by both titles as the same v5 tied-weights regression, with #45005 reasonably broader. The remaining soft-edge rejections are cautious and do not overstate duplicate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 25, "review_unit_count": 60, "status": "reviewed", @@ -7688,30 +7799,33 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ + "issue:29159", "issue:32090", + "issue:33357", "issue:33666", "issue:36010", "issue:41720", "issue:42898", "issue:43452", "issue:43504", - "issue:43531", "issue:43550", "issue:43577", "issue:43611", + "issue:43643", "issue:43646", "issue:43653", "issue:43688", "issue:43720", - "issue:43742", "issue:43749", "issue:43756", + "issue:43782", "issue:43927", "issue:44464", "issue:44466", "issue:44479", "issue:44484", "issue:44554", + "issue:44561", "issue:44568", "issue:44625", "issue:44704", @@ -7723,12 +7837,10 @@ "issue:44991", "issue:45440", "issue:45491", - "issue:45542", "issue:45701", "issue:45704", "issue:46002", "issue:46050", - "issue:46178", "issue:46402", "issue:46491", "issue:46612", @@ -7737,231 +7849,238 @@ "issue:46846" ], "soft_pairs": [ - "issue:43531|issue:43742", "issue:43653|issue:44568", - "issue:45542|issue:46178", "issue:43646|issue:43749", - "issue:42898|issue:46491", + "issue:29159|issue:33357", "issue:43688|issue:45704", - "issue:43756|issue:46402", + "issue:42898|issue:46491", "issue:44843|issue:44991", + "issue:43756|issue:46402", "issue:43452|issue:43577", + "issue:43688|issue:45701", "issue:44464|issue:44743", "issue:43653|issue:43927", - "issue:43688|issue:45701", "issue:44479|issue:44625", "issue:45491|issue:46002", "issue:44484|issue:44704", "issue:44821|issue:46821", - "issue:43688|issue:45440", "issue:33666|issue:36010", + "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:43504|issue:43550", "issue:41720|issue:44464", + "issue:43504|issue:43550", "issue:43504|issue:43720", + "issue:43577|issue:44554", "issue:43611|issue:46846", - "issue:43577|issue:44554" + "issue:43643|issue:44561", + "issue:43782|issue:46693" ], - "prepared_review_unit_hash": "f7c4636fb1a9e6a3d31989adfbe787ce3b79e86bbd46872e7264d2c1318ee011", + "prepared_review_unit_hash": "54a762f3a676e8aaf7a309ede324b4752e13d1f72d8a4872e47db38aed44632f", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35593, - "estimated_input_tokens": 8899, - "estimated_eval_tokens": 18054 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36487, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct model- or tokenizer-specific regressions, not duplicates. A few pairs share broad themes (loading, generation, tokenization), but they target different code paths and fixes.", - "confidence": 0.94, - "canonical_issue_reason": "No true canonical issue stands out because the cluster is not a real duplicate set. If one must be chosen, issue 43646 is the broadest umbrella around Transformers 5.0 model initialization/loading regressions.", + "summary": "This set is not a true duplicate cluster: the issues span unrelated tokenizer, loading, generation, multimodal, and distributed-training bugs. The soft pairs mostly share broad vocabulary only, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best representative only in the loose sense that it is the most general and could subsume several v5 loading/init complaints; it is still not a genuine duplicate anchor for the rest of the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Different failures: Qwen3-MoE sliding-window behavior vs MobileLLM key error on load. Same model-loading vibe, but not the same bug." - }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token regressions, but they affect different tokenizers and different symptoms (mask-token decode vs BOS/EOS insertion)." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Both mention backend handling, but one is an undefined tf backend path and the other is an invalid BACKENDS_MAPPING entry for tensorflow_text. Not the same underlying bug." + "reason": "Both concern tokenizer special tokens, but one is BigBird mask-token registration and the other is mDeBERTa BOS/EOS handling; different code paths and failures." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + "reason": "One is a Transformers 5.0 custom model-init regression; the other is broken FSDP CPU RAM-efficient loading. Different subsystems." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Both involve tokenization behavior, but one is a v5 cleanup-space semantic change and the other is a CodeLlama leading-space regression. Different code paths." + "reason": "Tokenizer inconsistency vs a MacOS bus error on a pretrained CLIP model; no shared underlying bug." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to T5 using apex FusedRMSNorm and leaking memory." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Sam3 text-encoder weight loading are separate model-specific issues." + "reason": "Both are tokenization regressions, but one is a global v5 clean-up-space behavior change and the other is a CodeLlama leading-space round-trip bug." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/hub loading complaints, but one is offline model_info misuse and the other is a tokenizer load regression for a specific model." + "reason": "Offline-mode hub lookup in _patch_mistral_regex is unrelated to EMBEDDIA/est-roberta tokenizer loading failure." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE layer loading bug and Sam3Model text-encoder weight loading bug are different model-specific failures." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading failures and BLIP2 dtype propagation are unrelated." + "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated loading issues." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization bug is not the same as a general tokenization-version regression." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both touch generation/cache behavior, but one is compiled chunked generation and the other is recurrent-state reset in Qwen3.5. Not mergeable as one fix." + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different generation bugs in different paths." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token registration and DiaConfig custom-token-ID persistence are different bugs." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization has nothing to do with tokenizer-version-dependent tokenization changes." + "reason": "BigBirdTokenizer special-token registration and DiaConfig save/load token IDs are separate tokenization/config bugs." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a video-input regression and the other is num_labels propagation. Different subsystems." + "reason": "Video-input regression in Qwen vision-language models is not the same as num_labels propagation in Qwen3.5 config." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head initialization/checkpoint NaNs. Different root causes." + "reason": "Gemma3 NaNs in embeddings on GPU are not the same issue as NaNs in classification heads after checkout/init." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor cached_file kwargs forwarding." + "reason": "save_pretrained shard-size policy is unrelated to AutoProcessor kwargs not being forwarded to cached_file." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "Loading AutoImageProcessor from URL and TimesFM window_size AttributeError are unrelated API failures." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "MoE aux-loss normalization is not the same as DeepseekV3MoE remote/native divergence." + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are different problems with no common code path." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and GenerationMixin import failure are completely different problems." + "reason": "MoE auxiliary-loss normalization is unrelated to DeepseekV3MoE diverging from the remote implementation." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are different failure modes." + "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are both distributed-training themed but not the same bug." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "lm_head.weight serialization/tied-weights inconsistency and sinq quantized save/load breakage are separate issues." + "reason": "Inconsistent lm_head serialization by device is separate from sinq quantization save/load breakage." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Both mention generation performance/behavior, but one is flash-attention correctness on Qwen3.5 and the other is a long-context FA2 performance regression. Not the same bug." + "reason": "Qwen3.5 flash-attention correctness failure and FA2 long-context performance regression are different symptoms and likely different fixes." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Server KV-cache continuation indexing and beam-search cache reorder skipping are different generation bugs in different paths." + "reason": "KV-cache continuation crash in serve is not the same as beam-search cache reorder being skipped for certain models." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation issues are unrelated." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Legacy-field model loading for Beit and torch.compile+SDPA failure for Bamba are unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert and compiled-forward chunked generation are different code paths and failures." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Auto device mapping CUDA asserts and compiled chunked generation inconsistency are different issues." + "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA failure are unrelated model-specific bugs." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Both are loading-related, but one is a legacy config field issue and the other is unpacking packed BitNet weights during accelerate loading." + "reason": "Legacy-field model loading and BitNet packed-weight unpacking during accelerate loading are different issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness with mismatched head dims are unrelated." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix breakage and missing linear_attn entries in TP plan are separate v5 regressions." + "reason": "base_model_prefix loading breakage is not the same as missing linear_attn entries in Qwen3.5 TP planning." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "BLIP2 dtype propagation and MPS attention correctness are unrelated." + "reason": "Missing fields from trust_remote_code AutoConfig and removal of is_torch_fx_available are separate v5 regressions." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error is unrelated to the FA2 long-context performance regression." } ] }, @@ -7975,7 +8094,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 26, "review_unit_count": 60, "status": "reviewed", @@ -8000,12 +8119,10 @@ "issue:43525", "issue:43572", "issue:43606", - "issue:43643", "issue:43646", "issue:43688", "issue:43701", "issue:43720", - "issue:43782", "issue:43825", "issue:43844", "issue:43927", @@ -8013,12 +8130,15 @@ "issue:44361", "issue:44451", "issue:44466", + "issue:44488", "issue:44514", "issue:44554", - "issue:44561", "issue:44568", "issue:44610", "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", "issue:44964", "issue:44977", "issue:45290", @@ -8031,26 +8151,23 @@ "issue:46209", "issue:46365", "issue:46489", - "issue:46693", "issue:46710" ], "soft_pairs": [ - "issue:43643|issue:44561", - "issue:43782|issue:46693", - "issue:43278|issue:43688", "issue:33666|issue:36331", + "issue:43278|issue:43688", "issue:43720|issue:43927", - "issue:43606|issue:43927", - "issue:43504|issue:44610", "issue:43262|issue:43295", - "issue:43720|issue:44361", - "issue:44964|issue:45405", + "issue:43504|issue:44610", + "issue:43606|issue:43927", "issue:43493|issue:43825", "issue:44514|issue:45290", + "issue:43720|issue:44361", + "issue:44964|issue:45405", "issue:44554|issue:46365", - "issue:44977|issue:46209", "issue:44625|issue:45584", "issue:43525|issue:43572", + "issue:44977|issue:46209", "issue:43452|issue:44451", "issue:45823|issue:46050", "issue:28218|issue:33357", @@ -8064,216 +8181,262 @@ "issue:46209|issue:46710", "issue:33357|issue:33666", "issue:44568|issue:45812", - "issue:43278|issue:43701" + "issue:43278|issue:43701", + "issue:44488|issue:44843", + "issue:44849|issue:46209", + "issue:44792|issue:45405", + "issue:43927|issue:44361" ], - "prepared_review_unit_hash": "17b6f709fc28f3a64468b259b1f30480dba53aa33b2c337c18e96caf370cea25", + "prepared_review_unit_hash": "cb6e76d20a072719c701ea4a6b9c39120b337ad04d7ee04135a2e23508f13136", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36817, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "soft_pair_count": 32, + "serialized_chars": 37422, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous, but most soft edges are only superficially similar (often same subsystem, different model/input condition/root cause). I rejected all soft edges; none look like the same underlying bug or mergeable change.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44568 is the clearest concrete tokenizer regression in v5 and the best representative of the tokenizer-focused subset, even though the overall cluster is mixed.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with only a loose thematic overlap around tokenizer/model-regression reports. I would treat it as noisy rather than a true duplicate cluster.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45812 is the broadest and most central issue in the set: it describes a silent v4\u2192v5 tokenizer regression affecting all Granite models, with clear user impact and multiple references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44568 is the strongest standalone issue here: specific, reproducible, and centered on a concrete tokenizer behavior regression.", + "best_issue_reason": "issue:45812 is the strongest representative bug report here because it is concrete, regression-focused, and plausibly connected to several other tokenizer-related complaints in the group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "Both involve trust_remote_code/v5 breakage, but one is missing returned config fields and the other is removal of an internal helper; different failure modes." - }, - { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Completely different bugs: weight_only load failure vs FA2 long-context performance regression." + "reason": "Different problems: multi-GPU training support vs a Trainer custom loss signature mismatch." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Different training/eval issues: embedding dtype drift vs auxiliary-loss normalization." - }, - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Multi-GPU training support and a CustomTrainer signature mismatch are unrelated." + "reason": "Unrelated bugs: dtype drift in eval vs auxiliary-loss normalization." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Different code paths: packed-weight loading vs config losing custom token IDs on save/load." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "CPU offload device mismatch is a different code path from config field loss after serialization." + "reason": "Both involve processors, but one is audio chat-template sampling rate and the other is tokenizer/image handling regression." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Legacy field loading for BEiT segmentation is unrelated to an OmDet processor image-size mismatch." + "reason": "Unrelated model-loading issues: legacy BEiT field vs OmDet-Turbo processor image size mismatch." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image handling are different problems." + "reason": "Different failure modes: CPU offload device mismatch vs DiaConfig token-ID persistence." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task-time AttributeError are not the same bug." + "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task messaging." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Model loading failure and an unreleased PEFT version bump are unrelated." + "reason": "Both hit apply_chat_template, but the triggering inputs and failure modes differ materially." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are distinct issues." + "reason": "Packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Both are apply_chat_template crashes, but the triggering conditions differ (batched padding=False vs assistant tool-call messages without content)." + "reason": "Model-loading regression vs a dependency-version bump issue." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness and an import conflict with datasets are unrelated." - }, - { - "left": "issue:44977", - "right": "issue:46209", - "accept": false, - "reason": "Flash-attention generation issues and FP8/B200 inference failure are different hardware/model bugs." + "reason": "MPS attention correctness is unrelated to importing Trainer being blocked by datasets." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation after token alignment." + "reason": "Different model families and bugs: num_labels propagation vs Whisper empty-transcription generation." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing config fields, but they affect different models and different attributes; not the same underlying defect." + "reason": "Similar pattern, but different missing fields on different configs; not the same concrete bug." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue is unrelated to FP8 inference on B200." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loading breakage is not the same as a specific model failing to load." + "reason": "Both are from pretrained loading, but the model/tokenizer-specific causes are different." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device-map forward mismatch and sinq save/load quantization breakage are different failure modes." + "reason": "Device-map forward mismatch is unrelated to sinq quantized save/load corruption." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing behavior and a MacOS CLIP bus error are unrelated." + "reason": "Tokenizer spacing bug and Mac bus error are clearly unrelated." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Wrong SigLIP2 outputs and return_tensors being ignored in text_kwargs are separate bugs." + "reason": "SigLIP2 inference mismatch vs return_tensors being ignored are different issues." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient growth are different subsystems and causes." + "reason": "Model implementation discrepancy vs training instability under ZeRO-3 are different problems." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors and processor.tokenizer regression are not the same underlying bug." + "reason": "Doc-example errors are not the same bug as processor/tokenizer regression." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift is unrelated to the ZeRO-3 gradient regression." + "reason": "Eval dtype drift and exploding gradients under DeepSpeed are unrelated." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers and symptoms; not enough evidence of one shared defect." + "reason": "Both tokenizer regressions, but on different models and different symptoms; not one concrete bug." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head serialization inconsistency are different v5 regressions." + "reason": "Custom model init breakage is unrelated to inconsistent lm_head.weight serialization." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference failure on B200 is not the same as an accuracy regression after upgrade." + "reason": "FP8 inference on B200 is unrelated to the DeepSeek-R1 accuracy regression." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated." + "reason": "Mac bus error and multi-GPU training are unrelated." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior and the other is wrong token IDs for Granite models; different concrete bugs." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype change and resume_from_checkpoint key mismatch are unrelated." + "reason": "Embedding dtype drift is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Different loading failures: one is a model-specific load problem, the other is offline-mode breakage in _patch_mistral_regex." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure is unrelated to the PEFT version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config token-ID persistence and MLukeTokenizer task AttributeError are different bugs." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and minimum PEFT version mismatch are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43646", + "accept": false, + "reason": "Legacy-field load failure and custom model initialization regression are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43278", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to eval dtype changes." + }, + { + "left": "issue:43825", + "right": "issue:44977", + "accept": false, + "reason": "Pipeline error-message text is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43606", + "right": "issue:43688", + "accept": false, + "reason": "CPU offload device mismatch and auxiliary-loss normalization are unrelated." } ] }, @@ -8287,7 +8450,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 27, "review_unit_count": 60, "status": "reviewed", @@ -8297,6 +8460,11 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:42490", "issue:43257", "issue:43299", "issue:43334", @@ -8305,24 +8473,21 @@ "issue:43575", "issue:43606", "issue:43653", + "issue:43696", "issue:43824", "issue:43844", "issue:43873", - "issue:43927", "issue:43937", "issue:43994", "issue:44112", "issue:44291", - "issue:44361", "issue:44464", - "issue:44488", "issue:44493", "issue:44589", - "issue:44792", - "issue:44843", "issue:44849", "issue:44869", "issue:44964", + "issue:44977", "issue:45072", "issue:45200", "issue:45229", @@ -8334,7 +8499,6 @@ "issue:45759", "issue:45823", "issue:46050", - "issue:46209", "issue:46285", "issue:46399", "issue:46424", @@ -8346,238 +8510,238 @@ "issue:46846" ], "soft_pairs": [ - "issue:44849|issue:46209", - "issue:44488|issue:44843", - "issue:44792|issue:45405", - "issue:43927|issue:44361", "issue:43575|issue:45405", - "issue:43504|issue:43606", - "issue:43824|issue:44589", "issue:44849|issue:45357", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:46821|issue:46832", "issue:43257|issue:43299", "issue:45245|issue:46710", - "issue:46821|issue:46832", "issue:44493|issue:46285", "issue:46399|issue:46846", "issue:43334|issue:45759", - "issue:43606|issue:44112", "issue:43334|issue:43572", - "issue:43504|issue:43653", + "issue:43606|issue:44112", "issue:44589|issue:45520", "issue:43572|issue:44291", + "issue:43504|issue:43653", "issue:45072|issue:46832", "issue:44464|issue:46424", "issue:43937|issue:46701", "issue:43844|issue:44964", "issue:43873|issue:46050", - "issue:45200|issue:45229", "issue:43994|issue:44493", - "issue:44869|issue:46752", + "issue:45200|issue:45229", "issue:45229|issue:45823", - "issue:45588|issue:46050" + "issue:44869|issue:46752", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:29942|issue:30333", + "issue:44977|issue:46701" ], - "prepared_review_unit_hash": "15afbd13e430050d3fda7f31a749c4ffc2871cebaab58cf1129d563bc8c2959b", + "prepared_review_unit_hash": "9c74dab803e12cc202acda7a0b16f8f1af9dcdbc34b2c26c76fd0760759ec6ef", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35957, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "serialized_chars": 36490, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed soft pairs are mostly unrelated Transformers issues; none look like the same concrete bug/change, so I would reject all of them. I\u2019d use the most active, high-impact report as the representative issue for triage.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43873 has the strongest cluster signal overall: it is highly discussed, has inbound references, and describes a concrete runtime failure with broad user impact around offloading/quantization.", + "summary": "The suggested soft pairs are mostly broad topical similarities, not the same underlying bug or change. I would not merge any of them as duplicates; this cluster looks like a noisy mix of unrelated Transformers issues.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a true canonical duplicate for this cluster because the items span many unrelated failure modes; if a representative is needed, issue 43257 is the clearest concrete bug report, but it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue to anchor triage because it is active, well-scoped, and clearly reproducible; the other items are too diverse to serve as true duplicates of it.", + "best_issue_reason": "Issue 43257 is the strongest standalone issue in the set: it is concrete, reproducible, and has enough discussion to be a useful representative\u2014but only as a representative, not as a duplicate target for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44849", - "right": "issue:46209", - "accept": false, - "reason": "Same broad Qwen line, but different failures: hidden-states behavior vs FP8 inference on B200. Not the same code path." - }, - { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "One is a model loading failure for a specific checkpoint; the other is an unconditional hub metadata lookup breaking offline mode. Different bugs." - }, - { - "left": "issue:44792", + "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Janus image generation test failure is unrelated to a PEFT version bump." + "reason": "One is a Qwen2 TP OOM report; the other is a packaging/versioning problem about MIN_PEFT_VERSION. Different bugs and code paths." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Different model families and symptoms: custom token IDs lost on save/load vs tokenizer task AttributeError." + "reason": "Hidden-states output behavior in Qwen3.5 is unrelated to saving incorrect visual encoder keys during save_pretrained." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Qwen2 TP OOM is unrelated to the PEFT release-version issue." + "reason": "ImportError for a missing Qwen2.5-VL class and a Float8 storage lookup error are unrelated failures." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy config field loading for BEiT is not the same as Bark CPU offload device mismatch." + "reason": "A legacy-field load issue in BEiT segmentation and a CPU offload device-mismatch crash in bark-small are different subsystems and bugs." }, { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Import error for a Qwen2.5-VL class is unrelated to float8 storage lookup failure." - }, - { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Both involve Qwen3.5, but one is an output_hidden_states regression and the other is save_pretrained writing wrong visual keys. Different fixes." + "reason": "TimesFM window_size validation and RT-DETR feature-level handling are unrelated model-specific errors." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen MOE loading, but the reported breakage differs: accelerate+deepspeed conversion vs Qwen3VL MOE load failure. Not enough to treat as one bug." + "reason": "Both involve Qwen3/MoE, but one is about loading with accelerate+deepspeed and the other is a transformers-dev loading regression; not the same concrete bug." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count runtime error and post-upgrade accuracy regression are unrelated." - }, - { - "left": "issue:46821", - "right": "issue:46832", - "accept": false, - "reason": "TimesFM window_size AttributeError is unrelated to RT-DETR feature-level forwarding TypeError." + "reason": "Category-count overflow and an accuracy regression after upgrading transformers are not the same issue." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys across many models is not the same as CLIP text-model structure inconsistency." + "reason": "A position-id key warning and CLIP text-model structure inconsistency are different problems with different fix paths." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3.5, but one is kernel registration crashing and the other is TP plan omissions causing OOM/shape error. Different concrete problems." + "reason": "Missing decorator for apply_rotary_pos_emb registration is unrelated to missing linear_attn entries in the TP plan." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both concern Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config. Different failure points." - }, - { - "left": "issue:43606", - "right": "issue:44112", - "accept": false, - "reason": "Bark CPU offload device mismatch is unrelated to a stale GraniteSpeech CI test." + "reason": "Missing pad_token_id on Qwen3-VL text config and not unwrapping text_config in AutoModelForCausalLM are related only at a high level; they are different concrete failures." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Qwen3-VL loading AttributeError and StableLm missing pad_token_idx are separate config regressions." + "reason": "Qwen3-VL config loading and StableLmConfig missing pad_token_idx are separate model-specific compatibility bugs." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "BEiT legacy-field loading bug is unrelated to BigBirdTokenizer special-token registration." + "reason": "A real device-mismatch crash in model loading is not the same as a stale CI test for a device override." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure and flash_attention import KeyError are different runtime/import issues." + "reason": "Float8 storage lookup failure and a Python 3.13 flash_attn import KeyError are unrelated environment/runtime issues." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both involve 5.0-era loading regressions, but one is a missing config field and the other is an unexpected init_empty_weights argument. Not the same bug." + "reason": "StableLmConfig field compatibility and init_empty_weights receiving an unexpected argument are different API regressions." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy config loading and BigBirdTokenizer special-token registration are unrelated bugs." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "dtype mismatch in inference is unrelated to RT-DETR backbone feature-level handling." + "reason": "bfloat16 dtype mismatches in two wrappers and RT-DETR backbone/feature-level errors do not share the same fix." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as cache max-length being ignored outside quantized cache." + "reason": "Chunked generation with compiled forward is not the same as cache max-length being ignored outside quantized cache." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline output issues are unrelated." + "reason": "Invalid GenerationConfig for GLM-5 and an image-text-to-text pipeline failure are different code paths." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed gradient growth during training is unrelated to Phi-4-multimodal loading failure." + "reason": "ZeRO-3 gradient growth in training is unrelated to loading Phi-4 multimodal with latest transformers." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantized offloading behavior and quantized save/load breakage are both quantization-related but not the same concrete bug." + "reason": "Quantization offloading not working and sinq save/load breakage are both quantization-related, but they are not the same failure mode." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are not the same bug." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma4 text-only token defaults and Gemma4 31B multi-GPU OOM are different issues." + "reason": "Defaulting mm_token_type_ids to zeros and a multi-GPU CUDA OOM are unrelated issues." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "SigLIP2 pipeline nonsense outputs and position-id key warnings are different regressions." + "reason": "Both mention Gemma4, but one is an OOM during inference and the other is a device-map forward mismatch; different fixes." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding crash is unrelated to empty-list chat-template IndexError." + "reason": "Whisper timestamp decoding crash and empty-list chat-template IndexError are unrelated input-edge-case bugs." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Both are Gemma4, but one is CUDA OOM in multi-GPU inference and the other is a device mismatch with device_map=auto. Not the same code path." + "reason": "Flash-attention sinkless-model crash and quantized save/load breakage are different features and failure paths." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A local-path import warning and a GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a trainer _gpu_broadcast_one NoneType error are different issues." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to sinq quantized save/load corruption." + "reason": "Qwen3.5 flash-attention generation failure and a DiffusionGemma pipeline failure are different model-specific bugs." } ] }, @@ -8591,7 +8755,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 28, "review_unit_count": 60, "status": "reviewed", @@ -8603,26 +8767,25 @@ "nodes": [ "issue:15354", "issue:28218", - "issue:29159", "issue:29870", "issue:29942", - "issue:30333", - "issue:32090", "issue:34567", "issue:37428", "issue:38175", + "issue:39692", "issue:41720", "issue:42490", "issue:43065", "issue:43295", + "issue:43404", "issue:43450", "issue:43493", "issue:43540", "issue:43550", "issue:43572", "issue:43575", - "issue:43696", "issue:43701", + "issue:43824", "issue:43844", "issue:43873", "issue:43957", @@ -8631,11 +8794,12 @@ "issue:44554", "issue:44610", "issue:44734", - "issue:44977", + "issue:44987", "issue:45072", "issue:45084", "issue:45198", "issue:45200", + "issue:45356", "issue:45406", "issue:45446", "issue:45520", @@ -8646,25 +8810,20 @@ "issue:46178", "issue:46192", "issue:46369", - "issue:46701", "issue:46710", "issue:46821" ], "soft_pairs": [ - "issue:29159|issue:32090", - "issue:42490|issue:43696", - "issue:29942|issue:30333", - "issue:44977|issue:46701", - "issue:28218|issue:34567", "issue:45084|issue:45520", + "issue:28218|issue:34567", "issue:43065|issue:46369", - "issue:44554|issue:45446", "issue:15354|issue:38175", + "issue:44554|issue:45446", "issue:44423|issue:44734", "issue:41720|issue:46710", "issue:43493|issue:43701", "issue:45406|issue:46121", - "issue:44977|issue:46710", + "issue:43404|issue:46710", "issue:45072|issue:45198", "issue:43295|issue:43450", "issue:45588|issue:45759", @@ -8675,106 +8834,87 @@ "issue:45823|issue:46192", "issue:43295|issue:44610", "issue:43572|issue:46821", - "issue:43550|issue:43844", "issue:45200|issue:45823", + "issue:43550|issue:43844", "issue:29870|issue:29942", "issue:43450|issue:43575", - "issue:45520|issue:46178" + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:42490|issue:43493", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:39692|issue:46192" ], - "prepared_review_unit_hash": "e920157b789c6d255b7176f53383e5f01a4ec836ea16feec6116d2fce86690c5", + "prepared_review_unit_hash": "151dbff751ea8e8dc6171cfba483d7b6f9be604466010b391049b6f94dd666a0", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36474, - "estimated_input_tokens": 9119, - "estimated_eval_tokens": 18494 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36325, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it contains several small tokenizer/processor/multimodal subthemes, but no pair looks like the same underlying bug or change. I would not merge any of the soft edges.", - "confidence": 0.84, - "canonical_issue_reason": "No safe canonical issue: the items span unrelated bugs across tokenization, serving, model loading, training, quantization, and backend imports rather than one duplicate root cause.", + "summary": "The cluster is heterogeneous; the soft links mostly connect superficially similar tokenizer/processor/model-loading issues rather than the same underlying bug. No PRs are present.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 43295 is the broadest cross-cutting regression in the set, centered on processor/tokenizer behavior and multimodal custom code breakage, which best matches the cluster\u2019s loose theme.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor the cluster, issue 43295 is the closest hub because it has multiple soft adjacencies and is the broadest processor/tokenizer regression among the set.", + "best_issue_reason": "Issue 43295 is the best representative issue because it captures a high-level multimodal processor/tokenizer regression with wider applicability than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29159", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType failure." - }, - { - "left": "issue:42490", - "right": "issue:43696", - "accept": false, - "reason": "Trailing-slash import warning and Qwen OOM on load are different failure modes." - }, - { - "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 test failures do not match MLflow reporting behavior after training failure." - }, - { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Flash-attention generation bug and image-text-to-text pipeline breakage are distinct code paths." + "reason": "Different failures in unrelated areas: compiler/template-node parsing vs flash_attn import/version handling." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing behavior is unrelated to TrainerState.num_input_tokens_seen not updating." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "Non-template-node compile errors are not the same as a missing flash_attn backend import mapping." + "reason": "Tokenizer spacing bug and TrainerState token counter update are unrelated." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as SAM3 litetext memory overflow." + "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is a memory overflow; not the same bug." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "MPS attention correctness and a PyTorch version guard bug are different issues." + "reason": "TorchScript GeneratorExp export issue and SigLIP2 zero-probabilities issue are different code paths and symptoms." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + "reason": "MPS attention correctness and a flex_attention import version check are separate problems." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug affect different serve paths." + "reason": "Both affect serve, but one is continuous-batching multimodal input handling and the other is KV-cache continuation tensor indexing." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Auto device-mapping cuda asserts are not the same as an accuracy regression after upgrade." + "reason": "CUDA device-map assert on Qwen3 is unrelated to an accuracy regression in DeepSeek after upgrade." }, { "left": "issue:43493", @@ -8786,109 +8926,133 @@ "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Missing _tokenizer on Gemma4Processor and rope-validation type conversion are different defects." + "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are distinct regressions." }, { - "left": "issue:44977", + "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "Flash-attention generation failure is not the same as the DeepSeek accuracy regression." + "reason": "Weight tying in Mistral3 and DeepSeek accuracy regression are not the same issue." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch tests and Wav2Vec2 save/tokenization failure are separate problems." + "reason": "Dtype mismatches in inference and Wav2Vec2 save_pretrained/tokenization failures are unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video shape handling are different processor bugs." + "reason": "Processor.tokenizer regression and batched video shape bug are different multimodal bugs." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention.py s_aux=None crash and text_config unwrapping for multimodal configs are distinct." + "reason": "Flash-attention sinkless-model crash and Qwen multimodal config unwrapping are separate code-path issues." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Missing flash_supports_window_size import and meta-device model loading breakage are not the same bug." + "reason": "ImportError for a flash-attention helper and meta-device model loading breakage are different problems." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-input processing error and Gemma4 mm_token_type_ids defaults are different model-specific issues." + "reason": "Video input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression does not match offloading behavior with quantization." + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same bug." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/batching crash and return_tensors being ignored are different tokenizer behaviors." + "reason": "LayoutLMv2Tokenizer NER/padding crash and return_tensors being ignored are different tokenizer issues." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-mismatch in forward is unrelated to return_tensors handling." + "reason": "Gemma4 device-map mismatch and return_tensors handling are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer access regression is unrelated to OmDet input-size mismatch." + "reason": "Both involve processors, but one is a tokenizer/processor regression while the other is an OmDet-Turbo image-size mismatch." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are unrelated." + "reason": "StableLmConfig pad_token_idx missing and TimesFM window_size AttributeError are unrelated config issues." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "torch.compile SDPA failure is not the same as DeepSpeed ZeRO-3 gradient growth." + "reason": "Gemma4 token-type-id defaulting and Gemma4 PLE device mismatch are separate bugs." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "These are both Gemma4-related, but one is a missing default for mm_token_type_ids and the other is a device-map forward mismatch; not the same fix." + "reason": "torch.compile/SDPA failure and ZeRO-3 gradient increase are unrelated training/runtime issues." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate mask initialization bug and Flash Attention 2 tests do not share a root cause." + "reason": "BART decoder_attention_mask assignment bug and Flash Attention 2 test failures are different issues." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor output shape mismatch and tensor-parallel OOM are unrelated." + "reason": "Batched video processor shape bug and model-loading OOM are not the same underlying problem." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn import key errors and tensorflow_text backend mapping errors are different import/system issues." + "reason": "flash_attn import_utils KeyError and tensorflow_text backend mapping error are different import/backend issues." }, { - "left": "issue:46369", - "right": "issue:46821", + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig update regression and failure loading physical-intelligence/fast are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue and Kimi tokenizer codec/regex regression are different problems." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures: flash attention helper vs Qwen2.5 VL model symbol." + }, + { + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "SAM3 litetext memory overflow and TimesFM window_size AttributeError are unrelated." + "reason": "SigLIP2 doc-example errors and ignored return_tensors behavior are unrelated." } ] }, @@ -8902,7 +9066,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 29, "review_unit_count": 60, "status": "reviewed", @@ -8914,24 +9078,25 @@ "nodes": [ "issue:28218", "issue:35141", - "issue:37428", - "issue:39692", - "issue:42490", + "issue:41720", "issue:42915", "issue:43232", "issue:43262", "issue:43278", "issue:43295", "issue:43334", + "issue:43335", "issue:43450", "issue:43452", "issue:43493", "issue:43525", - "issue:43572", + "issue:43550", "issue:43653", "issue:43819", "issue:43824", + "issue:43827", "issue:43856", + "issue:43901", "issue:43950", "issue:43975", "issue:44112", @@ -8939,17 +9104,15 @@ "issue:44466", "issue:44479", "issue:44521", - "issue:44554", "issue:44737", "issue:44792", "issue:44849", "issue:44898", - "issue:44987", "issue:45127", "issue:45198", "issue:45200", "issue:45290", - "issue:45356", + "issue:45325", "issue:45381", "issue:45412", "issue:45563", @@ -8962,224 +9125,211 @@ "issue:46932" ], "soft_pairs": [ - "issue:43572|issue:44987", - "issue:44554|issue:45356", - "issue:42490|issue:43493", - "issue:37428|issue:43824", - "issue:39692|issue:46192", "issue:43232|issue:44849", "issue:43295|issue:43493", - "issue:44466|issue:45127", "issue:44521|issue:45290", + "issue:44466|issue:45127", "issue:45381|issue:46209", "issue:43653|issue:44112", - "issue:28218|issue:35141", "issue:43278|issue:43856", "issue:44737|issue:46894", + "issue:28218|issue:35141", + "issue:43824|issue:43975", "issue:42915|issue:43824", "issue:43950|issue:46285", - "issue:43824|issue:43975", "issue:43452|issue:46512", "issue:43262|issue:43450", - "issue:44442|issue:45198", "issue:45200|issue:46899", - "issue:43334|issue:43525", "issue:45200|issue:46932", + "issue:43334|issue:43525", + "issue:44442|issue:45198", "issue:44792|issue:45563", "issue:44479|issue:46192", + "issue:44898|issue:45412", "issue:43819|issue:44112", - "issue:44898|issue:45412" + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:43335|issue:43550", + "issue:41720|issue:46209" ], - "prepared_review_unit_hash": "d9f67e7b4850e5a49d958e0855e8609fbf55cd46fc6fa37f7ea2bca53ff63694", + "prepared_review_unit_hash": "e6a90756bee7dd4f427404a447127a2708b318cf5065b9f4c7134c3d421ffaae", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36230, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35339, + "estimated_input_tokens": 8835, + "estimated_eval_tokens": 17926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs are false positives: they share broad subsystems or symptom classes, but not the same underlying bug/change. No single issue here is a good duplicate canonical.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This cluster is noisy and mostly mixes unrelated issues across tokenization, multimodal processors, model config, and hardware-specific inference failures. None of the soft pairs look like safe duplicate merges.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44521 is the most central and referenced item in the set, and it sits in the broad multimodal `apply_chat_template`/processor area that recurs in nearby reports. It is the best representative of the cluster, though the surrounding items are not true duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44521 is the strongest single issue to anchor this noisy cluster because it is active, user-facing, and most likely to attract related processor/chat-template regressions. It is still only a loose representative, not a confirmed duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "Both involve loading/config issues, but one is a missing `pad_token_idx` in StableLmConfig and the other is a separate `transformers>=5.1.0` load failure for a specific model." - }, - { - "left": "issue:44554", - "right": "issue:45356", - "accept": false, - "reason": "Unrelated failures: an MPS attention correctness bug vs a Kimi-K2.5 tokenizer/codec regression." - }, - { - "left": "issue:42490", - "right": "issue:43493", - "accept": false, - "reason": "Different code paths: local-path trailing-slash import warning vs SigLIP2 implementation discrepancy." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different modules/models." - }, - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to `return_tensors` being ignored when `text_kwargs` is passed." - }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Different generation bugs: `_update_model_kwargs_for_generation` after `sync_gpus` vs a Qwen3.5 `output_hidden_states` issue." + "reason": "Different generation bugs: one is `_update_model_kwargs_for_generation` after `sync_gpus`, the other is Qwen3.5 hidden-states output behavior." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "`processor.tokenizer`/image-passing regression is not the same as the SigLIP2 model discrepancy." + "reason": "One is a processor/tokenizer API regression, the other is a SigLIP2 implementation discrepancy; same broad area but not the same defect." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Both touch tied weights, but one is serialization of `lm_head.weight` and the other is LoRA merge collapse after vocab extension." + "reason": "Both involve `apply_chat_template`, but one is all-zero assistant masks and the other is a crash on tool-call assistant messages; different failure modes and likely different fixes." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Same API surface (`apply_chat_template`), but one is all-zero assistant masks for multimodal inputs and the other is a tool-call/no-content crash." + "reason": "Serialization of `lm_head.weight` on different devices is not the same bug as LoRA merge collapse with extended vocab and tied weights." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "A Qwen video position-id regression and an FP8/B200 inference failure are unrelated bugs." + "reason": "Qwen2.5-VL vision position IDs for video input is unrelated to a generic FP8 inference failure on B200." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBird special-token registration and a GraniteSpeech CI/device-override failure are different issues." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during `resize_token_embeddings`." + "reason": "Tokenizer special-token registration bug and a GraniteSpeech CI device-override test failure are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in eval is not the same as Qwen3 MoE training memory usage." + "reason": "Training/eval embedding dtype drift is unrelated to Qwen3 MoE memory usage." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU placement bug vs CohereASR training-loss double-shift are unrelated." + "reason": "XLNet CPU `arange` placement bug and CohereASR double-shift training loss bug are different code paths." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Both touch tokenization/embeddings, but one is extra spacing after added tokens and the other is output embedding reinit after resizing." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error for a model class and a detokenization regression are not the same underlying issue." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a Qwen2_5_VL import error." + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import failure are unrelated model-loading problems." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on `from_pretrained()` is a different bug from CLIP text-model structural inconsistency." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "An import error for `Qwen2_5_VLForConditionalGeneration` does not match a DeepSeek tokenizer detokenization regression." + "reason": "Non-persistent buffer corruption on load and CLIP text-model structure inconsistency are distinct regressions." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "GGUF loading/from_pretrained failure and stale `config.dtype` after `from_config(dtype=...)` are separate problems." + "reason": "GGUF loading breakage is unrelated to `from_config(dtype=...)` leaving `model.config.dtype` stale." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video output-shape bugs are unrelated." + "reason": "Audio chat-template sampling-rate defaulting and batched video processor shape handling are different media-processing bugs." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Both are tokenizer/model loading problems, but they affect different models and different failure modes." + "reason": "`mm_token_type_ids` defaulting to zeros is not the same as unsafe dtype casts in quantized multimodal embedders." }, { "left": "issue:45200", - "right": "issue:46899", + "right": "issue:46932", "accept": false, - "reason": "Gemma4 text-only `mm_token_type_ids` defaults and 4-bit quantized embedder dtype casting are distinct multimodal bugs." + "reason": "Text-only `mm_token_type_ids` behavior and quantized vision/audio embedder dtype casting are separate issues." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing `pad_token_id`, but they hit different model configs and likely different code paths." + "reason": "Both mention missing `pad_token_id`, but on different config classes/models; this looks model-specific rather than one shared bug." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "`mm_token_type_ids` defaults for text-only fine-tuning is not the same as Gemma4 quantized vision/audio embedder dtype casting." + "reason": "FastSpeech2 tokenizer loading and Wav2Vec2 save/tokenization failure are different tokenizer/model problems." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and a stale paged-generate warning are unrelated." + "reason": "A Janus image-generation test failure is unrelated to a stale `num_return_sequences` warning in paged generation." }, { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "A video-input regression in Qwen VL models is unrelated to `return_tensors` being ignored with explicit `text_kwargs`." + "reason": "A video-input regression and a `return_tensors` override bug are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory retention are different defects." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent/STE mismatch and GraniteSpeech CI test flakiness do not describe the same bug." + "reason": "DAC latent reconstruction mismatch and GraniteSpeech CI device override failure do not share the same code path." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they reference different deprecated pipeline behaviors and different documentation fixes." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile SDPA failure are unrelated model bugs." + }, + { + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Perceiver non-default-resolution failure and RT-DETR memory release issues are unrelated." + "reason": "Hardware-specific Qwen3 A800 device-mapping assert and FP8 inference failure on B200 are different issues." } ] }, @@ -9193,7 +9343,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 30, "review_unit_count": 60, "status": "reviewed", @@ -9210,7 +9360,6 @@ "issue:33357", "issue:37428", "issue:38175", - "issue:41720", "issue:43278", "issue:43335", "issue:43388", @@ -9221,284 +9370,278 @@ "issue:43606", "issue:43611", "issue:43653", - "issue:43720", "issue:43819", "issue:43825", - "issue:43827", - "issue:43901", "issue:44112", "issue:44206", "issue:44448", "issue:44466", + "issue:44514", + "issue:44521", "issue:44561", "issue:44610", "issue:44743", "issue:44855", "issue:44857", + "issue:44995", "issue:45083", - "issue:45200", - "issue:45325", + "issue:45290", "issue:45412", "issue:45520", "issue:45584", + "issue:45588", "issue:45593", "issue:45759", + "issue:45859", "issue:46170", - "issue:46209", "issue:46234", "issue:46285", + "issue:46326", "issue:46424", "issue:46512", "issue:46821", "issue:46858" ], "soft_pairs": [ - "issue:45200|issue:45325", - "issue:41720|issue:46209", - "issue:43335|issue:43550", - "issue:43827|issue:43901", "issue:44561|issue:46234", "issue:43819|issue:45083", - "issue:43388|issue:43526", "issue:44610|issue:44857", + "issue:43388|issue:43526", "issue:44857|issue:45593", "issue:45759|issue:46285", - "issue:43606|issue:45083", - "issue:46424|issue:46858", + "issue:44995|issue:46858", "issue:46512|issue:46821", + "issue:46424|issue:46858", + "issue:43606|issue:45083", "issue:44206|issue:45584", - "issue:43335|issue:43653", "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:37428|issue:43425", "issue:29942|issue:32090", "issue:28282|issue:33357", "issue:43550|issue:44112", - "issue:37428|issue:43425", "issue:43611|issue:44466", "issue:43335|issue:43504", "issue:44448|issue:44743", - "issue:44855|issue:45083", "issue:45520|issue:46170", + "issue:44855|issue:45083", "issue:43278|issue:43825", "issue:43335|issue:45083", "issue:43335|issue:45593", "issue:43335|issue:44112", "issue:29127|issue:32090", - "issue:43720|issue:44112" + "issue:44514|issue:44521", + "issue:45290|issue:46326", + "issue:45588|issue:45859" ], - "prepared_review_unit_hash": "af3b1143bdf70c1b07d833312b2b3ceec931eec054f60e4af4d7db586d4f193c", + "prepared_review_unit_hash": "63379649a6ba00f4b16e17bd731d933bb43e3b5a2617738727d9358e3680182e", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37444, - "estimated_input_tokens": 9361, - "estimated_eval_tokens": 18978 + "soft_pair_count": 30, + "serialized_chars": 37139, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes unrelated bugs across models, cache behavior, import/version issues, docs, and CI failures. No soft edge looks like the same underlying change or bug.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad surface themes (imports, cache, chat templates, vision, CI). I don\u2019t see a true duplicate cluster here, so all soft edges should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out: the items span many different subsystems and failure modes, so treating any one as the duplicate anchor would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a good global representative because the pairwise similarities are thematic rather than the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "Different multimodal bugs in different models: Gemma 4 mm_token_type_ids vs Qwen2.5-VL rope indexing." - }, - { - "left": "issue:41720", - "right": "issue:46209", - "accept": false, - "reason": "Both are CUDA/GPU-related, but one is a Qwen3 auto device mapping assert and the other is FP8 inference on B200; not the same bug." - }, - { - "left": "issue:43335", - "right": "issue:43550", - "accept": false, - "reason": "Unrelated code paths: SwitchTransformers config construction vs Bamba torch.compile + SDPA failure." - }, - { - "left": "issue:43827", - "right": "issue:43901", - "accept": false, - "reason": "Both are docs-related, but they cover different pipeline APIs and different behavioral mismatches." - }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Different missing utility functions in different compatibility areas; not the same import failure." + "reason": "Different missing utilities in import_utils; they affect separate symbols and are not the same bug." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different subsystems: DAC latent decoding vs qwen3_omni_moe feature-length helper behavior." + "reason": "One is a DAC latent/STE mismatch, the other is a qwen3_omni_moe feature-length helper issue." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Different bugs in different image/metric utilities; no shared failing code path." + "reason": "Processor image-size mismatch vs AMP/CUDA loss crash; different code paths and symptoms." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Both are detection-related, but one is input-size preprocessing and the other is AMP loss instability." + "reason": "Both involve labels, but one drops elements in gather_for_metrics while the other truncates labels in BeitImageProcessorFast." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different detection-model issues: float16 CUDA crash vs auxiliary losses missing when denoising is off." + "reason": "One is a numeric stability crash, the other is missing auxiliary losses when denoising is disabled." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Different problems in different model families: unwrapping composite config vs CLIP structure inconsistency." + "reason": "Different composite-model/config structure regressions; not the same underlying loading issue." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Stale indexer cache on second forward pass vs device-tensor seq-length breaking static-cache slice arithmetic." + }, + { + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Unrelated bugs: CPU offload device mismatch vs qwen3_omni_moe feature-length helper." + "reason": "Stale model.config.dtype after from_config(dtype=...) is unrelated to a window_size AttributeError." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both involve cache internals, but they affect different methods and different failure modes." + "reason": "max_cache_length handling for quantized cache is a different bug from get_seq_length returning a device tensor." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Different issues: stale config dtype after from_config vs TimesFM window_size AttributeError." + "reason": "CPU offload device mismatch for bark-small is unrelated to a qwen3_omni_moe length helper bug." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different audio/model bugs: unsupported center arg in LasrFeatureExtractor vs Whisper empty transcription after token alignment." + "reason": "Unsupported center arg in feature extraction is a different failure from Whisper empty-transcription generation." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and RT-DETR memory leak are unrelated model-specific issues." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different components entirely: SwitchTransformers config bug vs BigBirdTokenizer special-token registration." + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs RT-DETR memory not released." + "reason": "Missing _flash_supports_window_size import and Torch 2.10 incompatibility are different breakages." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Different training/runtime failures: Flash Attention 2 tests vs Trainer _gpu_broadcast_one NoneType error." + "reason": "Flash Attention 2 test failures are unrelated to the NoneType passed to _gpu_broadcast_one." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Different environments and failure types: PyTorch ImportError vs MacOS bus error with a CLIP model." + "reason": "PyTorch-missing ImportError and a MacOS bus error in community CLIP are separate problems." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different failing paths: Bamba torch.compile/SDPA vs GraniteSpeech stale device override CI test." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Both mention version/import compatibility, but one is a specific missing symbol and the other is broad Torch 2.10 incompatibility." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is not the same as a stale GraniteSpeech CI test." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Loading regression vs serialization inconsistency; not the same underlying code path." + "reason": "base_model_prefix loading breakage and lm_head.weight serialization inconsistency are different v5 regressions." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different bugs in unrelated model classes: SwitchTransformers config vs Beit legacy-field loading." + "reason": "Creating a sparse layer at zero sparse layers is unrelated to BEiT pretrained-preset legacy-field loading." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different model behaviors: Pegasus output change across versions vs Qwen3.5 recurrent-state reset." + "reason": "Pegasus v4/v5 output differences are a different issue from recurrent states resetting in modular_qwen3_5." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Python 3.13 import parse error in DebertaV2 vs qwen3_omni_moe helper logic; unrelated." + "reason": "flash_attn lookup on Python 3.13 and Windows ROCm torch.distributed dependency failures are unrelated." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Different platform/import issues: flash_attn key lookup on Python 3.13 vs Windows AMD ROCm torch.distributed dependency." + "reason": "Python 3.13 JIT parsing/IndentationError is not the same as the qwen3_omni_moe helper behavior." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different regression types: dtype stale in config vs pipeline error-message text for removed translation tasks." + "reason": "dtype mismatch between train/eval and a pipeline translation-support message are unrelated." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Unrelated model/config bug vs qwen3_omni_moe helper function behavior." + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe output-length helper are different bugs." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different model families and symptoms; no shared implementation bug." + "reason": "A misbuilt sparse layer is unrelated to D-FINE not using auxiliary losses when denoising is off." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug and GraniteSpeech CI failure are unrelated." + "reason": "SwitchTransformers config creation is not the same as a GraniteSpeech CI device-override failure." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different error-handling bugs in different subsystems: LayoutLMv3 box info vs Trainer broadcast of NoneType." + "reason": "LayoutLMv3 box-validation messaging and Trainer _gpu_broadcast_one NoneType errors are unrelated." }, { - "left": "issue:43720", - "right": "issue:44112", + "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 yields zero assistant masks for multimodal input." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Tool-call/no-content crash and mistral_common continue_final_message behavior are different chat-template edge cases." + }, + { + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "BitNet accelerate-loading bug and GraniteSpeech stale device override test are unrelated." + "reason": "flash_attention.py s_aux=None crash and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are separate problems." } ] }, @@ -9512,7 +9655,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 31, "review_unit_count": 60, "status": "reviewed", @@ -9525,6 +9668,7 @@ "issue:26413", "issue:27957", "issue:28218", + "issue:29870", "issue:29942", "issue:31501", "issue:32090", @@ -9535,20 +9679,22 @@ "issue:38175", "issue:39692", "issue:42490", + "issue:43278", + "issue:43329", "issue:43526", "issue:43550", "issue:43575", "issue:43606", "issue:43701", + "issue:43720", "issue:43819", "issue:43854", + "issue:44112", "issue:44206", "issue:44351", "issue:44360", "issue:44448", "issue:44493", - "issue:44514", - "issue:44521", "issue:44561", "issue:44617", "issue:44779", @@ -9557,251 +9703,256 @@ "issue:45083", "issue:45127", "issue:45245", - "issue:45290", "issue:45310", "issue:45459", "issue:45478", - "issue:45588", "issue:45823", - "issue:45859", + "issue:45920", + "issue:46192", "issue:46234", - "issue:46326", "issue:46431", "issue:46566", "issue:46697" ], "soft_pairs": [ - "issue:44514|issue:44521", - "issue:45290|issue:46326", - "issue:45588|issue:45859", - "issue:42490|issue:43854", "issue:37428|issue:44351", + "issue:43720|issue:44112", + "issue:42490|issue:43854", "issue:34689|issue:35141", - "issue:45127|issue:45245", - "issue:39692|issue:43526", "issue:43819|issue:44493", + "issue:39692|issue:43526", "issue:46431|issue:46566", - "issue:44448|issue:44779", "issue:43606|issue:44857", - "issue:26413|issue:31501", + "issue:44448|issue:44779", "issue:45310|issue:45478", + "issue:26413|issue:31501", "issue:28218|issue:32090", + "issue:45127|issue:45245", "issue:45459|issue:46234", - "issue:43701|issue:45083", "issue:39692|issue:44493", "issue:44617|issue:46697", + "issue:43701|issue:45083", "issue:44206|issue:45823", "issue:32090|issue:33357", - "issue:42490|issue:43575", "issue:44857|issue:45072", + "issue:42490|issue:43575", "issue:43550|issue:45083", - "issue:44360|issue:44561", "issue:29942|issue:35141", "issue:27957|issue:34689", - "issue:38175|issue:44493" + "issue:38175|issue:44493", + "issue:44360|issue:44561", + "issue:43278|issue:43329", + "issue:29870|issue:32090", + "issue:45920|issue:46192" ], - "prepared_review_unit_hash": "26b9bcc993ee50944a73ce4c0f506e419303a6eb4c91f397507cc0656bff12c5", + "prepared_review_unit_hash": "432ea69242708d598fe532e6d0b3e1f320ee0a6ef6ba97f93f00bf26e7c52a0d", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35421, - "estimated_input_tokens": 8856, - "estimated_eval_tokens": 17968 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36459, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of near-matches across unrelated bugs. The only clear duplicate is the pair of identical Qwen3.5 Moe from_pretrained regression reports; the rest are same-subsystem but distinct issues and should stay separate.", - "confidence": 0.97, - "canonical_issue_reason": "issue:45310 is the better canonical issue: it is the older report and has the same exact title as issue:45478, indicating the same underlying Qwen3.5 Moe from_pretrained regression.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained regressions; the rest are similar only at a broad subsystem/topic level and should not be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earlier, clearer report for the one confirmed duplicate pair and best captures the concrete Qwen3.5 MoE from_pretrained regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest overall issue representative because it is the exact duplicate target for the only clear duplicate pair and is slightly more established/complete than the later clone.", + "best_issue_reason": "issue:45310 is the best representative issue for the cluster because it is the canonical target of the only true duplicate and is the most specific concrete bug report among the matched pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Both involve apply_chat_template, but one is a batched padding=False crash and the other is all-zero assistant masks for multimodal inputs; different bugs." - }, - { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Different failure modes: assistant tool-call/no-content crash vs mistral_common continue_final_message behavior." + "reason": "Both are import errors, but they concern different missing symbols and different code paths (_flash_supports_window_size vs HybridCache)." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Flash-attention sinkless-model AttributeError vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; not the same bug." + "reason": "Both are CI/runtime failures, but the root causes are unrelated: BitNet packed-weight loading vs GraniteSpeech stale device override." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path trailing-slash warning/import issue vs a separate model-loading test failure." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Missing _flash_supports_window_size import and missing HybridCache are different import regressions." + "reason": "A trailing-slash local-path warning is unrelated to a model-loading failure for zai-org/GLM-4.7-Flash." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model loading for Llama 3.2 Vision Instruct is unrelated to token embedding reinitialization after resize." + "reason": "Both involve model loading/init, but one is a specific Llama 3.2 vision loading breakage and the other is embedding reinitialization when resizing token embeddings." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 categories runtime error." + "reason": "Different bugs: DAC.from_latents/forward mismatch vs unexpected position-id keys in many models." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to BeitImageProcessorFast reduce_labels returning only one label." - }, - { - "left": "issue:43819", - "right": "issue:44493", - "accept": false, - "reason": "DAC.from_latents vs forward mismatch is a different problem from unexpected position-id keys in many models." + "reason": "Docs example failures for SigLIP2 are unrelated to BEiT Fast processor label reduction behavior." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template on a processor is unrelated to DiffusionGemma staying on meta with device_map=auto." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Both are version regressions, but one is Pegasus output drift and the other is DeepSeek tokenizer corruption; different code paths." + "reason": "Chat-template absence in a processor and DiffusionGemma staying on meta with device_map=auto are different issues." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to LwDetrImageLoss AMP CUDA crashes." + "reason": "CPU offload device mismatch for bark-small is not the same as a float16 AMP CUDA crash in LwDetrImageLoss." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "resume_from_checkpoint epoch_iterator failure and FineWeb training not starting are not the same underlying bug." + "reason": "Both are v5 regressions, but they affect different model/tokenizer code paths and are not the same underlying bug." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact duplicate reports with the same title and same Qwen3.5 Moe from_pretrained regression." + "reason": "These are effectively the same bug report: identical Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "The checkpoint-resume epoch_iterator error and a training-start failure for FineWeb are too different to be duplicates." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-space behavior is unrelated to Trainer _gpu_broadcast_one NoneType errors." + "reason": "Tokenizer spacing after an added token is unrelated to a Trainer _gpu_broadcast_one NoneType type error." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Tokenizer protobuf error handling is unrelated to the missing is_falcon_mamba_ssm_available utility." + "reason": "LoRA/extended-vocab collapse with tied embeddings is unrelated to the 2^24 category limit error." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "resume_from_checkpoint key mismatch and qwen3_omni_moe feat-length helper behavior are different bugs." + "reason": "Tokenizer protobuf error masking and a missing import-utils availability helper are unrelated import/exception bugs." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs issues are unrelated to position-id key warnings across models." + "reason": "SigLIP2 doc example failures are unrelated to the position-id key regression affecting many models." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR over-padding." + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are different regressions." + "reason": "A resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "NoneType broadcast error in Trainer is unrelated to the MacOS CLIP bus error." + "reason": "LasrFeatureExtractor's unsupported center arg and Gemma4 PLE device mismatch are different bugs." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Local model path warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are not the same issue." + "reason": "A Trainer broadcast type error is unrelated to the MacOS bus error on a CLIP community model." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related crashes, but they affect different models and code paths." + "reason": "Both mention dtype issues, but they affect different models/code paths and are not the same concrete failure." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe output-length helper behavior." + "reason": "A trailing-slash import warning is unrelated to an OOM when loading Qwen2-57B-A14B-Instruct with tensor parallelism." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to the v5 removal of is_torch_fx_available breaking remote-code models." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe feature-length helper issue." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resizing vocab." + "reason": "Flash Attention 2 test failures are not the same bug as output-embedding reinitialization after resizing token embeddings." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are different problems." + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 vision model-loading regressions are unrelated." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as unexpected position-id keys." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same issue as unexpected position-id keys across models." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer ReLU comment and removal of is_torch_fx_available breaking trust_remote_code models are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype drift and an undefined video-token helper are different code-path bugs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate() decoder_attention_mask initialization and the _gpu_broadcast_one NoneType failure are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "A tokenizer-v5 regression producing wrong token IDs is unrelated to return_tensors being ignored when text_kwargs is passed explicitly." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The duplicate call on issue:45310/issue:45478 is well supported by the identical title and high similarity, and the other soft-edge rejections do not overclaim duplication or mergeability beyond what the issue titles/bodies suggest." + "feedback": "The summary is well grounded in the packet and stays conservative: the only accepted soft pair is an exact-title duplicate with strong textual overlap (issue:45310 / issue:45478), and the rejected pairs are justified by clearly different bugs or code paths. No overstatement detected." }, "evaluator_used": true, "retried": false, @@ -9812,7 +9963,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 32, "review_unit_count": 60, "status": "reviewed", @@ -9838,7 +9989,6 @@ "issue:42175", "issue:42490", "issue:43278", - "issue:43329", "issue:43381", "issue:43526", "issue:43575", @@ -9846,6 +9996,7 @@ "issue:43873", "issue:43927", "issue:43976", + "issue:44186", "issue:44448", "issue:44466", "issue:44561", @@ -9855,6 +10006,7 @@ "issue:44857", "issue:44871", "issue:44977", + "issue:45198", "issue:45229", "issue:45290", "issue:45381", @@ -9863,268 +10015,266 @@ "issue:45563", "issue:45588", "issue:45698", + "issue:45803", "issue:45823", - "issue:45920", - "issue:46192", "issue:46399", "issue:46421", "issue:46655", "issue:46858" ], "soft_pairs": [ - "issue:43278|issue:43329", - "issue:29870|issue:32090", - "issue:45920|issue:46192", "issue:44448|issue:44977", "issue:45290|issue:45381", "issue:10000|issue:15354", - "issue:44855|issue:46399", - "issue:43927|issue:45698", "issue:44977|issue:45229", - "issue:40444|issue:43526", + "issue:44855|issue:46399", "issue:43278|issue:43381", + "issue:40444|issue:43526", "issue:29870|issue:33290", + "issue:43927|issue:45698", "issue:45290|issue:46655", "issue:44857|issue:45588", - "issue:32090|issue:33290", "issue:37428|issue:42175", + "issue:32090|issue:33290", "issue:46421|issue:46858", "issue:44561|issue:44779", "issue:43873|issue:45229", "issue:42490|issue:43873", - "issue:43976|issue:45440", "issue:25251|issue:32090", "issue:44448|issue:44466", + "issue:43976|issue:45440", "issue:44568|issue:45491", - "issue:44871|issue:44977", "issue:29127|issue:34567", "issue:45588|issue:45823", - "issue:43381|issue:43701", + "issue:44871|issue:44977", "issue:33357|issue:39692", + "issue:43381|issue:43701", "issue:41720|issue:45229", "issue:43278|issue:43575", - "issue:44977|issue:45563" + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44186|issue:45198" ], - "prepared_review_unit_hash": "e49cdaea0c32793b406001e1820b635d866f673b26bfb2a149fd1b56daac5308", + "prepared_review_unit_hash": "444f5f9289ead52a9d682695f84c93c11912dc901706a56d9c71bcb0b9dce25a", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37714, - "estimated_input_tokens": 9429, - "estimated_eval_tokens": 19114 + "soft_pair_count": 31, + "serialized_chars": 37330, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; the soft-similarity pairs do not describe the same underlying bug/change, so all soft edges are rejected. There are no PRs in the cluster.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits this cluster because the items span unrelated failures across tokenization, generation, training, cache, multimodal, and documentation areas.", + "summary": "This cluster is thematically related to Transformers bugs, but the soft-linked pairs are not true duplicates: they involve different models, APIs, and failure modes. I would not merge any of the suggested edges.", + "confidence": 0.93, + "canonical_issue_reason": "No pair looks like the same underlying bug. If one issue has to serve as the representative, issue 43873 is the best umbrella candidate because it is open, high-activity, and broadly about a core runtime path (offloading/quantization), but it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the broadest, most self-contained regression report in the set, with multiple affected models and a clear tokenizer-focused failure mode, so it is the best representative if one must be selected.", + "best_issue_reason": "Issue 43873 is the strongest single representative for the cluster as a whole due to its broader scope and higher discussion/inbound reference activity; however, it is still not a duplicate anchor for the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "Different bugs: dtype drift during eval vs undefined multimodal-token helpers in video parsing." - }, - { - "left": "issue:29870", - "right": "issue:32090", - "accept": false, - "reason": "Different code paths: BART generate() mask initialization vs Trainer GPU broadcast of None values." - }, - { - "left": "issue:45920", - "right": "issue:46192", - "accept": false, - "reason": "Both are tokenizer-related, but one is wrong token IDs across models and the other is return_tensors being ignored when text kwargs are passed." - }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different failures: Pegasus v4/v5 output divergence vs Qwen3.5 flash-attention generation crash." + "reason": "Different models and bugs: Pegasus v4/v5 output divergence vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Different surfaces: chat template tool-call crash vs Qwen2.5-VL video position-id bug." + "reason": "Different code paths: chat template/tool-call crash vs Qwen2.5-VL video vision_position_ids issue." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Unrelated issues: DistilBertModel error vs torch.jit.generator-expression export limitation." + "reason": "Unrelated failures: DistilBertModel German issue vs GeneratorExp/torch.jit.script export problem." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Both touch import/decorator parsing, but they are different models and distinct failures with no shared code-path." + "reason": "Different root causes: flash-attention generation bug vs multi-GPU CUDA OOM on Gemma4 31B." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module after save_pretrained." + "reason": "Different model/runtime problems: Python 3.13 import/JIT parsing error vs missing decorator registration in Qwen3.5 kernels." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Different problems: flash-attention generation bug vs multi-GPU OOM." + "reason": "Both involve eval mode, but one is dtype drift and the other is gradient checkpointing being disallowed; not the same bug." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Different subsystems: multimodal finetuning with iterable datasets vs BeitImageProcessorFast label reduction." + "reason": "Different subsystems: multimodal finetuning with multiple images vs BeitImageProcessorFast label reduction bug." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Different issues: eval dtype mismatch vs gradient checkpointing being disallowed in eval mode." + "reason": "Different failures: BART generate UnboundLocalError vs Adafactor/deepspeed OOM." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Different bugs: generation-time UnboundLocalError vs memory blow-up with Adafactor in DeepSpeed." + "reason": "Both touch save/load, but one loses custom token IDs in config while the other loads the wrong custom module; not the same underlying bug." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Different failures in different components: chat template tool-call handling vs video processor padding calculation." + "reason": "Different components: chat template tool-call crash vs SmolVLM video padding calculation bug." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different code paths: AMP loss crash vs flash_attention integration crash on sink-less models." + "reason": "Different crash sites and causes: float16 AMP loss issue vs flash_attention.py handling of s_aux=None." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Different trainer/deepspeed failures: NoneType broadcast vs optimizer OOM." + "reason": "Completely different issues: missing flash_attention import symbol vs TensorFlow not included in torch-only install." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Unrelated: flash-attention import error vs missing TensorFlow in a torch-only install." + "reason": "Different trainer/deepspeed failures: NoneType broadcast error vs optimizer memory OOM." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both concern cache behavior, but one is recompilation from lazy init and the other is device-tensor seq_length breaking slice arithmetic." + "reason": "Both relate to cache/prefill, but one is spurious recompilation from lazy init and the other is a device-tensor arithmetic bug." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Different regressions: trust_remote_code breakage from removed API vs incorrect tokenizer output for DeepSeek models." + "reason": "Different regressions: removal of is_torch_fx_available affecting trust_remote_code vs Deepseek tokenizer output changes in v5." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Different problems: quantization/offloading behavior vs multi-GPU OOM." + "reason": "Both are memory-related, but one is offloading/quantization behavior and the other is multi-GPU CUDA OOM; not the same bug." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Different issues: trailing-slash import warning vs offloading not working with quantization." - }, - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Different failures: Python-version compatibility issue vs divergence from remote DeepSeekV3 implementation." + "reason": "Different areas: local-path import warning vs offloading with quantization." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Different areas: pipeline top_k nesting change vs Trainer GPU broadcast TypeError." + "reason": "Different subsystems and symptoms: pipeline top_k nesting vs Trainer distributed broadcast type error." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different bugs: model output changes across versions vs serialization of lm_head.weight varying by device." + "reason": "Both are v5 regressions, but one is model output divergence and the other is serialization of tied weights; separate bugs." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Different tokenizer/model issues: missing BOS/EOS injection vs NaN embeddings from sliding-window attention." + "reason": "Different issues: Python version compatibility vs native DeepSeekV3MoE divergence from remote code." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Different failures: eos_token_id config mismatch vs flash-attention generation bug." + "reason": "Tokenizer special-token insertion bug vs Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "Different trainer/layout problems: error-message clarity vs num_input_tokens_seen not updating." + "reason": "Different concerns: error-message clarity in LayoutLMv3 vs TrainerState token-count tracking." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Different code paths: flash-attention crash on s_aux=None vs PLE device mismatch under device_map=auto." + "reason": "Different failure modes in different model paths: flash-attention auxiliary-state crash vs Gemma4 PLE device mismatch." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Different issues: eval-mode gradient-checkpointing restriction vs resume_from_checkpoint key mismatch." + "reason": "Different model/config bug vs flash-attention generation bug; no shared root cause." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Different problems: MacOS bus error with a CLIP model vs documentation example errors." + "reason": "One is a MacOS bus error in CLIP loading; the other is a SigLIP2 documentation example problem with quantization/model mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Different trainer lifecycle issues: eval-mode checkpointing restriction vs resume-from-checkpoint key mismatch." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Different failures: cudaErrorAssert from auto device mapping vs CUDA OOM." + "reason": "Different device-placement failures: cudaErrorAssert on auto mapping vs CUDA OOM in multi-GPU inference." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Unrelated: BF16-to-FP32 eval dtype change vs tensor-parallel OOM on a large Qwen model." + "reason": "Different problems: eval dtype change vs tensor-parallel loading OOM." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Different issues: flash-attention generation failure vs stale warning for num_return_sequences." + "reason": "Different generation bugs: flash-attention failure vs stale warning about num_return_sequences." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different components and defects: Wav2Vec2 save/tokenization failure vs bare-except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different model/tokenizer bugs: LayoutLMv2 tokenizer crashes vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Same as above: unrelated eval checkpointing and checkpoint-resume key mismatch bugs." } ] }, @@ -10138,7 +10288,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 33, "review_unit_count": 60, "status": "reviewed", @@ -10169,13 +10319,13 @@ "issue:43701", "issue:43756", "issue:43994", - "issue:44186", "issue:44206", "issue:44265", "issue:44361", "issue:44387", "issue:44442", "issue:44462", + "issue:44464", "issue:44479", "issue:44743", "issue:45072", @@ -10188,276 +10338,269 @@ "issue:45459", "issue:45491", "issue:45563", + "issue:45584", "issue:45588", "issue:45593", "issue:45712", - "issue:45803", "issue:46121", "issue:46369", "issue:46693", "issue:46701" ], "soft_pairs": [ - "issue:45198|issue:45803", - "issue:44186|issue:45198", "issue:44361|issue:45198", "issue:43611|issue:46121", "issue:43653|issue:44743", "issue:29870|issue:34689", - "issue:43756|issue:45440", "issue:45372|issue:45588", - "issue:29942|issue:30064", "issue:44206|issue:44479", + "issue:43756|issue:45440", "issue:42915|issue:42994", + "issue:29942|issue:30064", "issue:43653|issue:44442", - "issue:45459|issue:45712", "issue:45491|issue:46693", - "issue:44265|issue:45198", + "issue:45459|issue:45712", "issue:43412|issue:45588", + "issue:44265|issue:45198", "issue:43065|issue:43994", "issue:45372|issue:45406", "issue:29127|issue:33357", - "issue:45245|issue:45563", "issue:43065|issue:45412", + "issue:45245|issue:45563", "issue:43575|issue:43701", "issue:45440|issue:45593", "issue:42490|issue:43381", "issue:29127|issue:35141", "issue:45372|issue:45459", "issue:43421|issue:45491", - "issue:43066|issue:44462", - "issue:45406|issue:46701", "issue:43994|issue:45412", - "issue:43575|issue:44387", + "issue:45406|issue:46701", + "issue:43066|issue:44462", "issue:45412|issue:46369", - "issue:44442|issue:45072" + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584" ], - "prepared_review_unit_hash": "abc754a1ab3d88365ee151d6b10f2cff231c2bd2dd611440dd7799898eea1779", + "prepared_review_unit_hash": "6cafbdd3a5e5c8736182cd907b2164b6d6dab46199efcec435bca1213b2befea", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37712, - "estimated_input_tokens": 9428, - "estimated_eval_tokens": 19112 + "soft_pair_count": 32, + "serialized_chars": 37371, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose mix of unrelated Transformers issues across tokenizers, model loading, generation, quantization, memory, and exporter regressions. None of the soft-similarity pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This is not a duplicate cluster: the issues span many unrelated Transformers areas (tokenizers, generation, vision, export, quantization, memory, and model-loading regressions). All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not share one underlying bug, so there is no single representative duplicate to choose.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue: the cluster is heterogeneous, so any single issue would be arbitrary rather than a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45198", - "right": "issue:45803", - "accept": false, - "reason": "Different failure modes in different components: Wav2Vec2 save/tokenization vs Fuyu tensor conversion swallowing errors." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save_pretrained/tokenization failure are unrelated tokenizer bugs." - }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke task AttributeError is a different code path from Wav2Vec2 save/tokenization failure." + "reason": "Both are tokenizer-related failures, but they affect different models and different code paths (MLuke task usage vs Wav2Vec2 save/tokenization)." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression and Rope validation TypeError are separate configuration/loading issues." + "reason": "Unrelated bugs: loading with base_model_prefix vs rope-validation TypeError on JSON-loaded lists." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and Qwen3_5 recurrent-state reset are unrelated." + "reason": "Tokenizer special-token registration bug vs recurrent-state reset in Qwen3.5 MoE; different subsystems and symptoms." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision model-loading break are different problems." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Smollm3 RoPE-layer count bug and DeepSeekV3MoE divergence are different model-implementation mismatches." + "reason": "generate()-time UnboundLocalError in BART vs a model-loading regression for Llama 3.2 Vision; not the same bug." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma processor import failure and flash_attention None-handling crash do not share the same root cause." + "reason": "Gemma 4 processor import failure vs flash-attention integration crash on s_aux=None; different failure points." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + "reason": "Feature extractor argument regression vs video-input regression in Qwen VL models; different concrete issues." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and video-input regression affect different pipelines and code paths." + "reason": "Both concern model-implementation fidelity, but they are different models and different discrepancies." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized-model saving failure are separate quantization bugs." + "reason": "Quantization-related, but one is FP8 config/model failure and the other is quantized model saving; not the same bug." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "BigBird tokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer issues." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Protobuf import-error masking and leftover dummy classes/check_repo failure are unrelated maintenance bugs." + "reason": "Both touch tokenizers, but one is a missing special token registration and the other is AutoTokenizer loading a specific tokenizer class." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Gemma3 NaN embeddings and FA2 long-context performance regression are not the same defect." + "reason": "Both mention long-context/FA2, but one is NaN embeddings in Gemma3 and the other is a performance regression; different bugs." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "torch.export.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization." + "reason": "Tokenizer error masking vs leftover dummy classes; no shared underlying issue." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n executorch export issues and flash_attention s_aux=None crash are different subsystems." + "reason": "ExecuTorch export failure for Gemma3n vs flash-attention crash in sink-less models; unrelated code paths." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization failure; different problems." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Sam3PixelDecoder Conv2d cleanup and SigLIP2 AutoModel/pipeline nonsense outputs are unrelated." + "reason": "Different model-specific issues: dummy Conv2d in Sam3PixelDecoder vs bad AutoModel/pipeline outputs for SigLIP2." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor import error and Gemma4Processor missing _tokenizer in serve are related to the same model family but not the same concrete bug." + "reason": "Both involve Gemma 4, but one is a dependency import error during loading and the other is a missing _tokenizer attribute in serve." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-info error-message clarity and CLIP bus error on macOS are entirely different issues." + "reason": "LayoutLMv3 error messaging vs CLIP bus error on macOS; unrelated." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Category-count overflow and stale num_return_sequences warning are unrelated generate/data-shape problems." + "reason": "Sam3PixelDecoder dummy layer issue vs RT-DETR memory leak; different models and different symptoms." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Dummy class cleanup and RT-DETR memory leak are not the same code-path problem." + "reason": "Category-count runtime limit vs stale generate() warning; unrelated." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B and resume_from_checkpoint key mismatch are different bugs." + "reason": "Tensor-parallel OOM on Qwen2-57B vs resume_from_checkpoint key mismatch; not the same bug." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + "reason": "DeepSeekV3MoE implementation divergence vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction do not share a root cause." + "reason": "Local-path import warning vs gradient-checkpointing eval-mode restriction; unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error-message clarity and embedding reinitialization on resize are different issues." + "reason": "LayoutLMv3 box-clarity issue vs embedding reinitialization in post_init; different code paths." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import failure and protobuf-error masking affect different loading paths." + "reason": "Gemma 4 dependency import failure vs protobuf-related tokenizer error masking; different root causes." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Tokenizer post-processor update behavior and Gemma3 NaN embeddings are unrelated." + "reason": "Runtime special-token post-processor update bug vs Gemma3 mixed-length NaNs; unrelated." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are separate tokenizer-loading regressions." + "reason": "SigLIP2 inference mismatch vs RT-DETR memory leak; not the same underlying bug." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4 processor serve crash and DiffusionGemma pipeline failure are different failure points." + "reason": "Both are Gemma-related, but serve processor state and image-text-to-text pipeline failures are different issues." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "SigLIP2 wrong outputs and RT-DETR memory leak are unrelated model issues." + "reason": "Tokenizer decoder-type mismatch in v5 vs AutoTokenizer ignoring tokenizer.json; related area, but not the same defect." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Qwen2 tensor-parallel OOM and int4 reserved-memory regression are different memory problems with different triggers." + "reason": "Both are memory complaints, but one is a leak on deletion and the other is an overflow during sam3-litetext execution." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "RT-DETR deletion leak and SAM3 litetext memory overflow are different memory-management bugs." + "reason": "OOM in tensor-parallel model loading vs higher reserved memory under int4 quantization; different causes and fixes." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure and bfloat16 dtype mismatch are unrelated." + "reason": "AutoTokenizer loading failure vs dtype mismatch in bfloat16 inference; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty-transcription failure after token alignment; different bugs." } ] }, @@ -10471,7 +10614,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 34, "review_unit_count": 60, "status": "reviewed", @@ -10483,6 +10626,7 @@ "nodes": [ "issue:27957", "issue:29127", + "issue:29870", "issue:33290", "issue:34689", "issue:35141", @@ -10492,12 +10636,14 @@ "issue:43262", "issue:43334", "issue:43381", + "issue:43493", "issue:43526", "issue:43531", "issue:43646", "issue:43720", "issue:43761", "issue:43824", + "issue:43827", "issue:43873", "issue:43931", "issue:43994", @@ -10506,7 +10652,6 @@ "issue:44206", "issue:44279", "issue:44442", - "issue:44464", "issue:44514", "issue:44743", "issue:44811", @@ -10517,7 +10662,6 @@ "issue:45250", "issue:45381", "issue:45440", - "issue:45584", "issue:45588", "issue:45834", "issue:45859", @@ -10530,12 +10674,11 @@ "issue:46821" ], "soft_pairs": [ - "issue:44464|issue:45584", "issue:43526|issue:45834", "issue:42915|issue:43931", "issue:43526|issue:46693", - "issue:27957|issue:29127", "issue:43824|issue:44279", + "issue:27957|issue:29127", "issue:27957|issue:33290", "issue:43994|issue:46369", "issue:43526|issue:44186", @@ -10547,8 +10690,8 @@ "issue:43381|issue:43873", "issue:45588|issue:46821", "issue:43761|issue:45859", - "issue:43646|issue:44077", "issue:44514|issue:45381", + "issue:43646|issue:44077", "issue:44977|issue:45245", "issue:44743|issue:44811", "issue:44442|issue:44898", @@ -10556,198 +10699,206 @@ "issue:42490|issue:44743", "issue:45003|issue:45440", "issue:43720|issue:44442", - "issue:42175|issue:46234" + "issue:42175|issue:46234", + "issue:43493|issue:43827", + "issue:27957|issue:29870" ], - "prepared_review_unit_hash": "6a1112faa535f65e1545ea070481ac8f5ef000e3eecea893efb5095ec5378b38", + "prepared_review_unit_hash": "496d3b753e483b03458c5bdd6c8464532fa042a83dbee2e6919baf5c737fdc1f", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35021, - "estimated_input_tokens": 8756, - "estimated_eval_tokens": 17768 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35969, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very noisy: the soft-similarity links mostly connect unrelated issues that share broad keywords (Flash Attention, Qwen, loading, OCR, etc.) rather than the same underlying bug. I would not collapse these pairs as duplicates.", + "summary": "This is not a true duplicate cluster: the items span many unrelated regressions/features across vision, audio, quantization, loading, and docs. None of the soft pairs shows the same concrete bug or code path, so all should be rejected.", "confidence": 0.97, - "canonical_issue_reason": "issue:46640 is the broadest FA2-related ticket, so it is the closest thing to a hub, but the surrounding items are too heterogeneous to be true duplicates.", + "canonical_issue_reason": "No single issue is a good canonical for this set; the cluster is heterogeneous and the nearest-looking pairs still describe different bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46640 is the only plausible umbrella representative for the narrow Flash Attention subset, but it is not a safe cluster-wide canonical.", + "best_issue_reason": "No strong best issue candidate: a few items are thematically close (e.g. Flash Attention 2 or Qwen2.5-VL), but they do not collapse to one underlying fix.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Different bugs: compiled-forward generation inconsistency vs Whisper empty-transcription handling." - }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Unrelated image/OCR issues: reduce_labels bug vs long OCR input index error." + "reason": "Different failures: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR long-input indexing." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different model/pathology: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." + "reason": "Different Qwen problems: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch on load." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Same broad vision area only; reduce_labels is unrelated to FA2 long-context regression." + "reason": "Unrelated: image processor label handling vs FA2 long-context performance regression." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "XLM-Roberta FA2 support vs LayoutLMv3 error-message clarity; not the same bug." + "reason": "Missing import/export for Qwen2.5-VL class is not the same as a vague dependency issue." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Import error for a specific model class vs a generic dependency issue; no shared code-path." + "reason": "Different subsystems and bugs: Flash Attention 2 support vs LayoutLMv3 box-validation messaging." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "FA2 support request vs DeepSpeed Adafactor OOM; different subsystems and failures." + "reason": "FA2 model support and Adafactor OOM in DeepSpeed are unrelated." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP output correctness vs sam3-litetext memory overflow; unrelated symptoms and models." + "reason": "SigLIP2 incorrect outputs and SAM3-LiteText memory overflow are different issues." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer/processor bugs: Beit reduce_labels vs LayoutLMv2 NER padding/truncation crash." + "reason": "Image-processor label reduction bug is unrelated to LayoutLMv2 tokenizer padding/truncation crashes." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM in training vs model-loading breakage for a vision model; not the same issue." + "reason": "Adafactor/DeepSpeed OOM is not the same as Llama 3.2 Vision loading breakage." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Different code paths: optimizer OOM vs embedding reinitialization after resize." + "reason": "Optimizer memory blowup and embedding reinitialization are different code-path bugs." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-validation type error vs Qwen3.5 kernel registration crash; unrelated." + "reason": "Rope-validation TypeError and missing decorator during registration are separate failures." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Different Qwen families and failures: missing pad_token_id vs sliding_window behavior." + "reason": "Qwen3-VL pad_token_id load error is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention 2, but one is a generic topic and the other is a specific crash; not the same bug." + "reason": "Both mention Flash Attention 2, but the titles are too generic and no shared concrete failure path is evident." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior vs quantization/offloading issue; different problem." + "reason": "Gradient checkpointing in eval mode and quantization offloading are different bugs." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Whisper token/alignment failure vs TimesFM window_size AttributeError; no common underlying bug." + "reason": "FA integration crash on sink-less models is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVision hidden_states regression vs Qwen3_Moe CPU-offload incompatibility; unrelated." + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility do not share a fix." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Custom model initialization breakage vs patchtsmixer post_init policy; not the same fix." + "reason": "Batched chat-template padding crash and Qwen2.5-VL video vision_position_ids bug are distinct." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but batched template padding crash and wrong vision_position_ids are different defects." + "reason": "v5 custom model init breakage is not the same as patchtsmixer's optional post_init policy issue." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 FA2 generation bug vs category-cardinality runtime error; unrelated." + "reason": "Qwen3.5 flash-attention generation bug and a category-count runtime limit are unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state reset bug vs Whisper batch_decode special-token handling." + "reason": "Recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "AutoTokenizer load failure vs Perceiver resolution/interpolation failure; different code paths." + "reason": "Tokenizer loading failure and Perceiver non-default-resolution failure are different model paths." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs unsupported center arg crash; unrelated." + "reason": "Audio chat-template sampling-rate defaulting and LasrFeatureExtractor center-arg crash are unrelated." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning vs Qwen3 modular recurrent-state cache bug; no shared underlying issue." + "reason": "Local-path import warning has nothing to do with Qwen3.5 recurrent-state reset." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Sys.modules access bug vs DeepSeekV3 MoE divergence; only broad modeling overlap." + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence are not the same bug." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight accelerate-loading bug vs FastSpeech2Conformer tokenizer loading failure; different failure modes." + "reason": "BitNet packed-weight loading and FastSpeech2ConformerTokenizer loading are different failures." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Generic packaging/backend issue vs missing utility symbol; too broad and not the same bug." + "reason": "Missing TensorFlow backend after torch install is unrelated to a missing import_utils helper." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLM-Roberta Flash Attention 2 support and BART decoder_attention_mask generate error are different bugs." } ] }, @@ -10761,7 +10912,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 35, "review_unit_count": 60, "status": "reviewed", @@ -10771,17 +10922,18 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ + "issue:16998", + "issue:22355", "issue:25251", "issue:27957", "issue:28282", - "issue:29870", "issue:32090", "issue:42617", "issue:42907", "issue:43232", + "issue:43295", "issue:43316", "issue:43388", - "issue:43493", "issue:43525", "issue:43550", "issue:43575", @@ -10791,7 +10943,7 @@ "issue:43742", "issue:43749", "issue:43761", - "issue:43827", + "issue:43825", "issue:43873", "issue:43931", "issue:44062", @@ -10820,224 +10972,231 @@ "issue:46932" ], "soft_pairs": [ - "issue:43493|issue:43827", - "issue:27957|issue:29870", "issue:44077|issue:44479", - "issue:44062|issue:45907", "issue:43316|issue:43525", "issue:45325|issue:46697", + "issue:44062|issue:45907", "issue:43873|issue:44871", - "issue:44855|issue:45137", "issue:43749|issue:43931", "issue:43643|issue:44913", + "issue:44855|issue:45137", "issue:43316|issue:45759", - "issue:44190|issue:44496", "issue:44442|issue:45803", - "issue:43761|issue:44079", - "issue:43761|issue:44188", + "issue:44190|issue:44496", "issue:44987|issue:46178", - "issue:43931|issue:45216", + "issue:43761|issue:44079", "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43761|issue:44188", "issue:46829|issue:46932", "issue:43701|issue:46506", "issue:42617|issue:43575", "issue:42907|issue:45698", - "issue:43550|issue:43701", "issue:43575|issue:43742", + "issue:43550|issue:43701", "issue:27957|issue:32090", "issue:43606|issue:43701", - "issue:25251|issue:28282" + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871" ], - "prepared_review_unit_hash": "5fee99b432dceb31dfa9a7530e6cfc1515821cb0289d0687c6f971598dc65ec0", + "prepared_review_unit_hash": "25d1f0f42823a7e364516cb1cd9593409daa39b2526b2c77dec2853528b7ccc4", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35396, - "estimated_input_tokens": 8849, - "estimated_eval_tokens": 17954 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36164, + "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 mostly a loose collection of unrelated Transformers bug reports and feature regressions. The titles overlap superficially around configs, loading, generation, and model-specific issues, but they do not describe the same underlying defect. No soft-edge pair looks safe to merge.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43873 is the best representative here because it is the most active, broadly impactful bug report in the set and has multiple inbound references; the rest are mostly niche, model-specific failures.", + "summary": "I found no true duplicate pairs in this set. The soft matches are mostly superficial keyword overlaps across different models, configs, or failure modes, so they should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate issue stands out; the candidate pairs are heterogeneous and do not describe the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest issue candidate overall: open, heavily discussed, and clearly tied to a concrete runtime problem with wider user impact than the more isolated reports.", + "best_issue_reason": "issue:43873 is the broadest and most actively discussed standalone report, but it still does not subsume the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy is a model-implementation bug; the other is docs still referencing removed pipeline APIs. Same ecosystem, different problem." - }, - { - "left": "issue:27957", - "right": "issue:29870", - "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta and a BART generate() decoder_attention_mask bug affect different code paths and symptoms." - }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "One is about an optional post_init restriction in patchtsmixer; the other is a video-input regression across Qwen VL models. Not the same defect." - }, - { - "left": "issue:44062", - "right": "issue:45907", - "accept": false, - "reason": "AddedToken keyword collision and list_repo_files not forwarding revision are unrelated API bugs." + "reason": "Different problems: optional post_init validation vs a video-input regression for Qwen models." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config-shape issues for different models." + "reason": "Both are config/API discrepancies, but they involve different fields and different model families." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope position scaling and Swin2SR over-padding are different preprocessing/vision bugs." + "reason": "Different code paths: Qwen2.5-VL rope/position-id scaling vs Swin2SR image padding." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Quantization offloading failure is unrelated to Gemma eos_token_id config inconsistency." + "reason": "Tokenizer AddedToken keyword conflict is unrelated to list_repo_files not forwarding revision." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Python 3.13 IndentationError in a scripted model file and DeepSpeed ZeRO3 deque pop failure are not the same code-path problem." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are distinct issues." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL weight-shape mismatch are separate loading issues." + "reason": "FSDP CPU-RAM-efficient loading breakage is unrelated to a Qwen3-VL weight-shape mismatch." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct not persisting on reload involve different config serialization paths." + "reason": "Missing fields from trust_remote_code loading is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Both mention config handling, but one is a Gemma3TextConfig API discrepancy and the other is AutoModelForCausalLM.from_config unwrapping text_config for composite Qwen configs." + "reason": "Python 3.13 JIT parsing failure and DeepSpeed ZeRO3 deque underflow are separate failures." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Local dataset loading in a trainer script and an unrecognized model config error are unrelated." + "reason": "Both mention config objects, but one is a Gemma3TextConfig API discrepancy and the other is Qwen multimodal from_config unwrapping." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure and FuyuBatchFeature's bare except swallowing errors are distinct tokenizer/data-processing bugs." + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are not the same bug." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment bug do not share the same underlying failure." + "reason": "Loading physical-intelligence/fast failing is unrelated to a backend-mapping error for tensorflow_text." }, { "left": "issue:43761", - "right": "issue:44188", + "right": "issue:44079", "accept": false, - "reason": "Hidden_states being None in CLIPVisionModel is unrelated to attention kernel divergence under torch.compile." + "reason": "Hidden_states missing from CLIPVisionModel.forward is not the same as generic ModelOutput key assignment behavior." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "A model loading regression for physical-intelligence/fast is not the same as a backend registry error for tensorflow_text." + "reason": "Generation kwargs sync issue and gather_for_metrics label truncation are different trainer/runtime bugs." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on load and incorrect save_pretrained checkpoint contents are different lifecycle stages and different bugs." + "reason": "Qwen3-VL load-time shape mismatch and Qwen3.5 save_pretrained corruption are related only at a very broad level." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Generation kwargs after sync_gpus and gather_for_metrics dropping tuple labels are unrelated distributed-training issues." + "reason": "One is a missing output field; the other is divergent attention-kernel behavior under torch.compile." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism output field misassignment and Gemma4 quantized embedder dtype casting are different model families and failure modes." + "reason": "VideoPrism output field mix-up and Gemma4 quantized embedder dtype casting are unrelated." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "Checkpoint resume key mismatch and CPU/CUDA result divergence are separate issues." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen2-57B tensor-parallel OOM are different problems." + "reason": "A parallel script failure is unrelated to Qwen2-57B-A14B-Instruct OOM during tp loading." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are separate serialization issues." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different save/load bugs." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Bamba-9B-v2 torch.compile SDPA failure is unrelated to resume_from_checkpoint key mismatches." + "reason": "OOM under tensor-parallel load and key error loading MobileLLM are distinct model-loading failures." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM on a large Qwen model and a key error loading MobileLLM-125M are not the same bug." + "reason": "torch.compile SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta and Trainer GPU broadcast failing on NoneType are unrelated runtime issues." + "reason": "Flash Attention 2 support for XLMRoberta and a NoneType broadcast error in Trainer are unrelated." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch in bark-small is not the same as a resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch is not the same as checkpoint key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting behavior and missing PyTorch import for AutoModel are completely different problems." + "reason": "Pipeline top_k nesting behavior is unrelated to a missing PyTorch dependency." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and a pipeline translation error message issue are separate regressions." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length discussion is unrelated to a transformers.onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id inconsistency do not share the same code path." } ] }, @@ -11051,7 +11210,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 36, "review_unit_count": 60, "status": "reviewed", @@ -11061,10 +11220,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ - "issue:16998", - "issue:22355", "issue:43065", - "issue:43295", "issue:43316", "issue:43388", "issue:43404", @@ -11072,12 +11228,12 @@ "issue:43452", "issue:43504", "issue:43540", + "issue:43572", "issue:43646", "issue:43650", "issue:43688", "issue:43716", "issue:43761", - "issue:43825", "issue:44077", "issue:44162", "issue:44242", @@ -11092,6 +11248,8 @@ "issue:44871", "issue:44913", "issue:44977", + "issue:45127", + "issue:45200", "issue:45542", "issue:45584", "issue:45600", @@ -11100,6 +11258,7 @@ "issue:45803", "issue:46050", "issue:46170", + "issue:46178", "issue:46202", "issue:46234", "issue:46291", @@ -11111,11 +11270,8 @@ "issue:46894" ], "soft_pairs": [ - "issue:46234|issue:46291", - "issue:43295|issue:43825", - "issue:16998|issue:22355", - "issue:43295|issue:44871", "issue:44871|issue:45584", + "issue:46234|issue:46291", "issue:44464|issue:46421", "issue:44077|issue:44534", "issue:43316|issue:43716", @@ -11126,216 +11282,212 @@ "issue:45803|issue:46365", "issue:44162|issue:44792", "issue:43404|issue:43441", - "issue:45632|issue:46424", "issue:44242|issue:46894", + "issue:45632|issue:46424", "issue:45803|issue:46170", "issue:44610|issue:46369", "issue:43650|issue:46202", - "issue:43761|issue:44479", "issue:43540|issue:44514", - "issue:43504|issue:45698", + "issue:43761|issue:44479", "issue:45542|issue:46234", "issue:43065|issue:44617", - "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:43572|issue:46178", "issue:43388|issue:43688", - "issue:44792|issue:45600" + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:45127|issue:45200" ], - "prepared_review_unit_hash": "098c89b6da6953cd6a381812d6850c0c96a475e9633ac27678cd906b3470fbb6", + "prepared_review_unit_hash": "509e00bfc451f279ff80979ff041e94c4582aa48396d3e046b2ce656b594c60a", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35942, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "soft_pair_count": 27, + "serialized_chars": 35748, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span many unrelated Transformers bugs and feature issues. The soft-similarity pairs mostly share a broad subsystem or model family, but not the same concrete bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and the soft pairs are only superficially related.", + "summary": "This is not a true duplicate cluster: the issues span many unrelated models, configs, and subsystems, with only superficial title similarity. All soft-edge pairs look like separate bugs/changes and should stay split.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits: the items cover many unrelated regressions across different models and subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the broadest and most user-facing loading bug here, with the most discussion, so it is the best representative if one must be chosen.", + "best_issue_reason": "None of the issues is a strong global representative; the cluster lacks one underlying bug and should be split.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46234", - "right": "issue:46291", - "accept": false, - "reason": "Both are import-related, but one is a missing utility symbol and the other is a kernels version/revision dependency check; different bugs." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Processor/tokenizer regression versus an incorrect pipeline error message; same release window, not the same defect." - }, - { - "left": "issue:16998", - "right": "issue:22355", - "accept": false, - "reason": "Unrelated topics: model_max_length behavior versus missing transformers.onnx module." - }, - { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Different models and different failures: processor/tokenizer regression versus Gemma eos_token_id inconsistency." + "reason": "Both involve tokenization/eos handling, but they are different models and different failure modes (Gemma eos config mismatch vs Whisper empty transcription)." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "Gemma EOS config mismatch and Whisper empty-transcription failure are separate code paths." + "reason": "Both are import-utils/dependency issues, but one is a missing availability helper and the other is a pipeline import regression from kernels version handling." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked generation/cache, but one is output inconsistency and the other is recompilation from lazy cache init." + "reason": "Both mention chunked generation/cache behavior, but one is output inconsistency under compiled forward and the other is a recompilation issue from lazy cache initialization." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "PatchTSMixer post_init policy and non-persistent buffer initialization are unrelated." + "reason": "Both are v5 behavior regressions, but they describe different bugs: post_init allowance vs junk-filled non-persistent buffers." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image dtype mismatch are different problems." + "reason": "Different subsystems: config API discrepancy for Gemma3TextConfig vs image-preprocessor/model dtype mismatch for Mistral-3." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Gemma config API mismatch versus TimesFM window_size AttributeError; no shared bug." + "reason": "These are unrelated config issues in different model families; one is Gemma text config API, the other is a TimesFM window_size attribute error." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "EOS token config mismatch and sinq quantized roundtrip failure are different load/save issues." + "reason": "Both involve save/load roundtrips, but one is an eos_token_id config mismatch and the other is a broken quantized-model roundtrip." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Both concern model/config handling, but one is custom initialization breakage and the other is a GPTNeoX config field not persisting." + "reason": "The second is a specific GPTNeoXConfig reload bug; it does not look like the same underlying custom-model initialization breakage." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "One is a GGUF/from_pretrained regression, the other is an unrecognized model/config loading error." + "reason": "Both are from_pretrained loading failures, but one is a gguf_file API break and the other is a missing model_type in config.json." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in tensor conversion versus Trainer import failing due to datasets are unrelated." + "reason": "Completely different failures: Fuyu tensor conversion exception handling vs Trainer import interference from datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 model breakage and a Janus test failure are different artifacts and code paths." + "reason": "Unrelated model families and code paths: ESM2 breakage vs a janus image-generation test failure." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Tied lm_head weights versus FlashAttention failure in Ministral-3 are not the same bug." + "reason": "Same family name, but different bugs: weight tying in Mistral3ForConditionalGeneration vs FlashAttention failure in Ministral-3." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "Both mention cache, but one is remote-code cache path collision and the other is max_cache_length semantics." + "reason": "Both touch training loss, but one is missing load-balancing loss under a flag and the other is a double-shift bug in ASR loss computation." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Load-balancing loss omission and training-loss double-shift are distinct loss-calculation bugs." + "reason": "Different cache bugs: path collision for local trust_remote_code models vs max_cache_length being ignored outside quantized cache." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Exception-swallowing in tensor conversion versus Windows/ROCm import dependency failure are unrelated." + "reason": "No overlap in underlying bug: exception handling in FuyuBatchFeature vs Windows/ROCm import errors from torch.distributed dependency." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Input resolution mismatch for OmDet-Turbo and Sam3LiteText OOM are different model issues." + "reason": "Both are vision-model issues, but one is a processor size mismatch and the other is an OOM report for sam3-litetext." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The titles are unrelated; one is a vague data request, the other is a Gemma tokenizer roundtrip bug." - }, - { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "CLIP vision hidden_states regression and Qwen video-input regression are different models and failures." + "reason": "No shared underlying bug; this is a placeholder/data issue versus a Gemma tokenizer/model roundtrip failure." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Different Qwen variants and different failures: video processing ValueError versus batched chat template crash." + "reason": "Both are Qwen multimodal bugs, but the failing code paths differ: video-input validation vs batched chat-template padding behavior." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Legacy-field pretrained preset loading and wrong custom module resolution after save/load are separate loading bugs." + "reason": "Different models and regressions: CLIPVisionModel hidden_states output vs Qwen video-input regression." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TF backend detection and a missing import_utils helper are unrelated." + "reason": "Unrelated backend/import problems: TensorBoard without TensorFlow vs missing import_utils helper for falcon mamba availability." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d implementation and Sam3Video OOM are not the same defect." + "reason": "Same broad SAM3 area, but not the same bug: dummy Conv2d in Sam3PixelDecoder vs OOM in Sam3Video." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve pretrained loading, but one is a legacy config field for BEiT and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "A Janus image-generation test failure and a Qwen3.5 flash-attention generation issue do not share a concrete bug." + "reason": "Completely unrelated: StableLmConfig pad_token_idx regression vs a tensorflow_text backend mapping error." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering dropping tuple labels and auxiliary loss normalization are different training issues." + "reason": "Different training/eval bugs in different stacks: gather_for_metrics label truncation vs auxiliary-loss normalization." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different failures in different models: janus image-generation test vs Qwen3.5 flash-attention generation regression." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus test failure and stale Sam3LiteText auto_mappings references are unrelated." + "reason": "One is a failed generation test, the other is an auto_mappings CI break from removed Sam3LiteText configs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different Gemma-related issues: LoRA/extended-vocab collapse vs missing mm_token_type_ids defaulting behavior." } ] }, @@ -11349,7 +11501,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 37, "review_unit_count": 60, "status": "reviewed", @@ -11371,13 +11523,13 @@ "issue:43525", "issue:43531", "issue:43550", - "issue:43572", "issue:43644", "issue:43673", "issue:43827", "issue:43931", "issue:43994", "issue:44060", + "issue:44077", "issue:44190", "issue:44242", "issue:44534", @@ -11386,19 +11538,19 @@ "issue:44743", "issue:44855", "issue:44869", + "issue:44877", "issue:44913", + "issue:44933", "issue:44964", "issue:45072", - "issue:45127", - "issue:45200", "issue:45245", + "issue:45362", "issue:45406", "issue:45563", "issue:45584", "issue:45588", "issue:45632", "issue:46082", - "issue:46178", "issue:46421", "issue:46617", "issue:46640", @@ -11409,8 +11561,6 @@ "issue:46932" ], "soft_pairs": [ - "issue:43572|issue:46178", - "issue:45127|issue:45200", "issue:43673|issue:44743", "issue:43352|issue:46640", "issue:44190|issue:44964", @@ -11420,213 +11570,215 @@ "issue:44734|issue:45406", "issue:35141|issue:42490", "issue:45072|issue:46932", - "issue:44855|issue:45588", "issue:43827|issue:43994", - "issue:45245|issue:46858", "issue:44869|issue:46832", + "issue:45245|issue:46858", "issue:46082|issue:46697", + "issue:44855|issue:45588", "issue:45632|issue:46617", - "issue:29870|issue:35141", "issue:43673|issue:46421", - "issue:43931|issue:44060", + "issue:29870|issue:35141", "issue:44617|issue:45584", + "issue:43931|issue:44060", "issue:44242|issue:46897", "issue:43644|issue:44913", - "issue:43335|issue:44855", "issue:25251|issue:27957", "issue:45563|issue:45584", - "issue:43550|issue:44190" + "issue:43335|issue:44855", + "issue:44933|issue:45362", + "issue:43550|issue:44190", + "issue:44077|issue:44877" ], - "prepared_review_unit_hash": "a26f7d4dde06a7177070b1c548009c142c5178482e517dd8d8409a63c56b5a6c", + "prepared_review_unit_hash": "fd73615bfc11dd87d3cc6908b34ef1127df2260dc1a3fe60cd6a1f30f9ca56ef", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36011, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the paired issues span unrelated bugs in configs, generation, caching, pipelines, docs, and model-specific behavior. The soft-similarity links are mostly false positives based on shared vocabulary rather than the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the items are too diverse to represent one bug cluster.", + "summary": "These items are superficially similar in places, but they describe distinct bugs or changes across different models, pipelines, and code paths. None of the soft pairs should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is safe here: the set spans unrelated bugs, so there is no shared underlying defect to represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue:46640 is the broadest/most generic title, but it is still not a good canonical issue because the cluster is not one coherent problem.", + "best_issue_reason": "No issue is a reliable global representative; the closest broad one is `issue:43644`, but it still only covers a specific buffer-init bug and not the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43572", - "right": "issue:46178", - "accept": false, - "reason": "Different problems: StableLmConfig missing pad_token_idx after a v5 update vs an unsupported tensorflow_text backend mapping error." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "Both touch embedding behavior, but one is LoRA merge collapse with extended vocab and the other is Gemma4 multimodal token-type defaults for text-only finetuning." - }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache/generation, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states when cache is used with seq_len>1." + "reason": "Both involve cache behavior, but one is a missing GenerationMixin cache in chunked prefill and the other is recurrent-state reset logic in modular_qwen3_5; different bugs and code paths." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "The titles are both about Flash Attention, but one is a model support-gate issue and the other is too generic to show the same code-path bug." + "reason": "Both mention Flash Attention 2, but 43352 is a model-specific unsupported-feature report while 46640 is a different generic FA2 issue; not the same fix." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Dataset-loading in an example script is unrelated to a model-loading failure for Phi-4 multimodal." + "reason": "A local dataset loading failure in an example script is unrelated to a multimodal model load error in latest transformers." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Both are vision/video-adjacent, but one is a pipeline processor-selection bug and the other is a missing field on Sam3VisionEncoderOutput." + "reason": "Pipeline processor lookup vs a SAM3 vision encoder attribute error are different subsystems and failures." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk after v5 upgrade is unrelated to GPTNeoX rotary_pct reverting on reload." + "reason": "One is a broad v5 buffer initialization regression; the other is a GPTNeoXConfig reload bug for `rotary_pct`." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different configs and failure modes: missing pad_token_id on Llama4Config vs a sliding_window issue in Qwen3-MoE." + "reason": "A missing `pad_token_id` attribute in Llama4Config is unrelated to Qwen3-MoE sliding-window behavior." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache continuation indexing bug is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Both touch transformers serve, but one is KV-cache indexing and the other is a missing `_tokenizer` on Gemma4Processor; distinct code paths." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Reinitializing output embeddings after resize is unrelated to the local-path trailing-slash import warning." + "reason": "Embedding reinitialization after resize is unrelated to import-path warning behavior for local models with trailing slashes." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both mention dtype/casting, but they affect different models and different execution paths, so they are not the same fix." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 JIT parsing/IndentationError is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Both involve dtype casting, but the affected models and concrete failures differ; this is not one mergeable bug." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to a model producing bad outputs with AutoModel and pipeline." + "reason": "Docs still referencing `pipeline()` is unrelated to a SigLIP2 AutoModel/pipeline inference issue." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Category-cardinality limits are unrelated to device-tensor slice arithmetic in static cache prefill." + "reason": "Whisper trailing replacement-character decoding crash and RT-DETR feature-level mismatch are different model-specific bugs." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Whisper word-timestamp decoding on a trailing replacement character is unrelated to RT-DETR feature-level count handling." + "reason": "Category cardinality limits and cache sequence-length tensor arithmetic are unrelated defects." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are unrelated bugs." + "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image padding behavior." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Both involve trust_remote_code/cache handling, but one is a leaf-directory name collision and the other is a cache FileNotFoundError; too different to merge." + "reason": "A Python 3.13 TorchScript parsing issue is not the same as a flash-attention `s_aux=None` crash." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "BART generate() decoder_attention_mask initialization is unrelated to post_init reinitializing resized embeddings." + "reason": "Both reference trust_remote_code caching, but one is a leaf-directory path collision and the other is a file-not-found from cache; not the same concrete bug." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both touch chunked prefill/cache behavior, but one reports missing cache initialization while the other reports spurious recompilation; not the same concrete bug." + "reason": "Both mention cache, but one is missing cache in prefill and the other is lazy-init causing recompilation; different symptoms and fixes." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading issues." + "reason": "Bart generate() decoder mask initialization and token-embedding resize reinit are unrelated." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper failing on empty transcription." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "A Qwen3-VL weight-shape mismatch and a Qwen3-Next tied-weights warning are different model-loading issues." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Both are training-loss bugs, but they affect different models and different loss computations." + "reason": "Load-balancing loss logic in MoE training is unrelated to Florence2's double-shift training-loss bug." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Buffers filled with junk after v5 is unrelated to GPTNeoXConfig rotary_pct resetting on reload." - }, - { - "left": "issue:43335", - "right": "issue:44855", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction and the DebertaV2 JIT parsing error are unrelated." + "reason": "A broad non-persistent-buffer regression is not the same as GPTNeoXConfig `rotary_pct` not persisting on reload." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Pipeline `top_k` nesting behavior and XLMRoberta Flash Attention 2 support are unrelated." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale paged-generate warning is unrelated to Whisper empty-transcription failure." + "reason": "A stale warning in paged generate() is unrelated to Whisper's empty-transcription crash." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers config creating a sparse layer and a Python parsing/import error have no shared underlying bug." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from `image_utils` is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile with SDPA on Bamba-9B-v2 is unrelated to a local-dataset loading failure in an example script." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in an example script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init policy and strict granite_speech config loading are different configuration issues." } ] }, @@ -11640,7 +11792,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 38, "review_unit_count": 60, "status": "reviewed", @@ -11659,30 +11811,30 @@ "issue:43335", "issue:43526", "issue:43540", + "issue:43643", "issue:43673", "issue:43854", - "issue:44077", "issue:44112", "issue:44190", + "issue:44246", "issue:44462", "issue:44464", "issue:44479", + "issue:44496", "issue:44521", "issue:44610", "issue:44617", "issue:44734", "issue:44737", "issue:44779", - "issue:44877", - "issue:44933", "issue:44938", "issue:44964", + "issue:45003", "issue:45127", "issue:45245", "issue:45276", "issue:45290", "issue:45357", - "issue:45362", "issue:45381", "issue:45542", "issue:45563", @@ -11700,230 +11852,244 @@ "issue:46858" ], "soft_pairs": [ - "issue:44933|issue:45362", - "issue:44077|issue:44877", - "issue:41720|issue:45245", "issue:45381|issue:46369", + "issue:41720|issue:45245", "issue:44479|issue:44734", "issue:43335|issue:44190", "issue:43065|issue:44610", "issue:39692|issue:44190", - "issue:45127|issue:45357", "issue:44464|issue:45563", + "issue:45127|issue:45357", "issue:45381|issue:46655", - "issue:44779|issue:46489", "issue:44617|issue:46369", "issue:43295|issue:45276", + "issue:44779|issue:46489", "issue:44112|issue:45600", - "issue:43526|issue:46697", "issue:45290|issue:46752", + "issue:43526|issue:46697", "issue:45276|issue:45584", - "issue:44737|issue:45803", "issue:43540|issue:44734", - "issue:44462|issue:45907", + "issue:44737|issue:45803", "issue:44521|issue:45381", "issue:44938|issue:45542", "issue:25251|issue:29870", - "issue:43673|issue:46858", + "issue:44462|issue:45907", "issue:43854|issue:44964", - "issue:45632|issue:46234" + "issue:43673|issue:46858", + "issue:45632|issue:46234", + "issue:43643|issue:44496", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:44112|issue:44964" ], - "prepared_review_unit_hash": "b90549f5399f4d2539911307772ea0785eeb0e22d7a931627eab1a256999a08d", + "prepared_review_unit_hash": "8b9f9d78e703d8669eecf0e8564c4723d45c02a90b6858e3a328befabf49553d", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35908, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "soft_pair_count": 29, + "serialized_chars": 36613, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the issues span unrelated models, processors, generation paths, and CI/documentation failures. Only the DeepSeek tokenizer pair looks like a true near-duplicate; the rest are similarity-only but not the same underlying bug.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44779 is the broader, earlier report of the DeepSeek tokenizer regression in v5; issue:46489 is a narrower DeepSeek-Coder v1 manifestation and explicitly references the earlier fix gap.", + "summary": "Most pairs are only loosely related by subsystem or model family and should stay separate. The only clear duplicate-like pair is the DeepSeek tokenizer regression reports (44779 and 46489).", + "confidence": 0.84, + "canonical_issue_reason": "issue:46489 is the more specific DeepSeek tokenizer regression report and points to the suspected gap in PR #44801, making it the better canonical representative of the tokenizer bug cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the best issue to anchor the only clear duplicate-like thread in this set because it describes the regression at the most general level.", + "best_issue_reason": "issue:46489 has the clearest repro scope and root-cause context, so it is the strongest issue to anchor triage and deduping.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "Both mention breakage around transformers/chat, but one is a missing import and the other is a Qwen3.5 chat crash; different failure modes and code paths." - }, - { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Both involve config validation, but they concern different models and different checks; not the same bug." + "reason": "Different model families and failures: Qwen video position IDs vs Sam3LiteText memory overflow." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "A device-mapping CUDA assert and a categories-limit RuntimeError are unrelated failures." - }, - { - "left": "issue:45381", - "right": "issue:46369", - "accept": false, - "reason": "Different model families and symptoms: Qwen video position IDs vs Sam3-LiteText memory overflow." + "reason": "Unrelated problems: CUDA assert during Qwen3 auto device mapping vs category-count limit in another path." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are generation regressions, but one is video-input processing and the other is KV-cache continuation indexing in serve." + "reason": "Different code paths: Qwen video-input regression vs serve/KV-cache tensor indexing crash." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer config construction and local dataset loading are unrelated." + "reason": "No shared bug: SwitchTransformers sparse-layer config issue vs local dataset loading in an example script." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Different models and different problems: dummy layer construction vs processor/model image-size mismatch." + "reason": "Different concrete issue: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Documentation/example errors for SigLIP2 do not match the local dataset loader issue." + "reason": "Docs/example problems in SigLIP2 vs local dataset loading failure; not the same underlying bug." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "LoRA/embedding collapse and incorrect visual encoder save keys are separate model-state bugs." + "reason": "Both generation-related, but one is output inconsistency under compile and the other is a stale warning." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Chunked compiled generation inconsistency and a stale warning about num_return_sequences are not the same defect." + "reason": "Unrelated areas: LoRA/extended-vocab model collapse vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but one is wrong vision_position_ids and the other is padding calculation in a different model." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Same underlying DeepSeek tokenizer regression in v5+; 46489 is a specific DeepSeek-Coder v1 report and cites the earlier fix gap." + "reason": "Both video-related, but different models and failure modes: vision_position_ids vs padding calculation." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "CUDA OOM in Sam3Video is not the same as memory overflow in Sam3-LiteText." + "reason": "Same broad Sam3 family, but one is OOM in Sam3Video and the other is memory overflow in Sam3-LiteText; not the same bug." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer API regression and gemma4 embedding-resize behavior are different code paths." + "reason": "Different regressions: processor/tokenizer API breakage vs resize_token_embeddings not updating tied embeddings." }, { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference." + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression in v5+; 46489 is a more specific instance of the same underlying bug." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Different image-processor bugs: label reduction vs over-padding." + "reason": "Both CI-related, but one is a stale GraniteSpeech device-override test and the other is a broken auto_mappings reference." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both hit apply_chat_template, but one is tool-call assistant messages and the other is an empty list; separate edge cases." + "reason": "Same API surface, but different failures: tool-call assistant messages vs empty list IndexError." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription handling are unrelated." + "reason": "Different image processor bugs: reduced labels vs over-padding when already divisible." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "CPU tensor allocation in XLNet and a bare-except error-handling bug in FuyuBatchFeature are unrelated." + "reason": "No shared root cause: embedding resize propagation vs Whisper empty-transcription generation failure." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and serve KV-cache continuation indexing are different bugs." + "reason": "Different subsystems and symptoms: Qwen3OmniMoe video processing ValueError vs serve KV-cache indexing crash." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading precedence and list_repo_files revision forwarding are unrelated API issues." + "reason": "Unrelated issues: XLNet CPU tensor allocation vs Fuyu batch conversion swallowing exceptions." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal/chat-adjacent, but one is assistant mask generation and the other is video position IDs." + "reason": "Both multimodal/chat-template adjacent, but assistant-mask zeros and vision_position_ids are different bugs." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure and undefined tf backend handling are not the same problem." + "reason": "Different loading problems: Python 3.14 import failure vs TensorFlow/tensorboard backend misdetection." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k nesting and Bart decoder_attention_mask assignment are different generation bugs." + "reason": "Different pipeline/generation bug vs Bart generate() UnboundLocalError." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Both involve cache/prefill, but one is a missing GenerationMixin cache and the other is device-tensor seq-length arithmetic in static cache." + "reason": "Different API regressions: tokenizer.json selection vs list_repo_files revision forwarding." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and different load failures; not a duplicate." + "reason": "Both model-loading failures, but for different models and likely different config/test issues." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both cache-related, but one is a missing cache in chunked prefill and the other is a device-tensor arithmetic bug in static cache." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "A local-model trust_remote_code cache collision and a missing availability helper are unrelated." + "reason": "Unrelated: trust_remote_code cache-path collision vs missing import_utils helper." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading failures: missing fields with trust_remote_code vs unrecognized model due to missing model_type." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related at a high level, but not the same concrete bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different models and failure modes: Phi-4 multimodal load failure vs Sam3LiteText CI breakage." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure is unrelated to Phi-4 multimodal loading." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:44779 and issue:46489, is plausibly the same DeepSeek tokenizer regression family with the latter as a narrower DeepSeek-Coder v1 report. The rest of the pairwise rejections are appropriately cautious given the titles and available evidence." + "feedback": "Grounded overall. The only accepted pair (44779/46489) is supported by matching DeepSeek tokenizer regression titles, and the other soft-edge verdicts stay conservative by distinguishing different models, subsystems, or failure modes without overclaiming duplicates." }, "evaluator_used": true, "retried": false, @@ -11934,7 +12100,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 39, "review_unit_count": 60, "status": "reviewed", @@ -11958,34 +12124,35 @@ "issue:43381", "issue:43404", "issue:43441", + "issue:43479", "issue:43526", "issue:43531", "issue:43582", - "issue:43643", "issue:43650", "issue:43673", "issue:43901", "issue:43976", "issue:44016", - "issue:44112", + "issue:44062", "issue:44220", - "issue:44246", "issue:44279", "issue:44295", "issue:44336", "issue:44496", "issue:44521", "issue:44683", - "issue:44964", + "issue:44792", "issue:44987", - "issue:45003", "issue:45042", "issue:45083", "issue:45216", "issue:45335", + "issue:45375", "issue:45446", + "issue:45588", "issue:45593", "issue:45600", + "issue:45759", "issue:46082", "issue:46121", "issue:46424", @@ -11993,23 +12160,19 @@ "issue:46932" ], "soft_pairs": [ - "issue:44246|issue:45003", - "issue:43643|issue:44496", - "issue:44964|issue:45600", - "issue:44112|issue:44964", "issue:27957|issue:35141", "issue:42175|issue:44279", "issue:42796|issue:44521", "issue:46082|issue:46121", - "issue:32090|issue:35141", "issue:36246|issue:41628", + "issue:32090|issue:35141", "issue:43404|issue:45216", - "issue:43531|issue:45600", "issue:36246|issue:38617", + "issue:43531|issue:45600", "issue:41950|issue:44016", "issue:44295|issue:46506", - "issue:43673|issue:46424", "issue:43650|issue:44220", + "issue:43673|issue:46424", "issue:43582|issue:46932", "issue:43295|issue:45335", "issue:43976|issue:44987", @@ -12017,220 +12180,244 @@ "issue:44016|issue:44220", "issue:44496|issue:45042", "issue:43526|issue:43901", - "issue:43381|issue:45593", "issue:44683|issue:45446", + "issue:43381|issue:45593", "issue:42907|issue:43441", "issue:43901|issue:44496", - "issue:43673|issue:44336" + "issue:43673|issue:44336", + "issue:43479|issue:45375", + "issue:44496|issue:45759", + "issue:43976|issue:44279", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43441|issue:45588" ], - "prepared_review_unit_hash": "38f2909bd15ee80b47d61b0e0cea9c443344246fd855fcb2dad0bcb6017daed9", + "prepared_review_unit_hash": "53a15cfe0dd0806a874cbb0965c354bf2994164891f294cddca4368426ec9041", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35736, - "estimated_input_tokens": 8934, - "estimated_eval_tokens": 18124 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: the soft pairs are mostly superficially similar by subsystem or wording, but they describe different bugs, regressions, or docs/test issues. I would not merge any of these pairs as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These issues are thematically related to Transformers, but the soft pairs mostly share only broad subsystem keywords. I do not see any true duplicate-equivalent pairs; the bugs touch different models, APIs, and failure modes.", + "confidence": 0.59, + "canonical_issue_reason": "No single issue is an obvious duplicate target across this heterogeneous set. If one representative anchor is needed, issue #44521 is the clearest user-facing regression with ongoing discussion and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #44521 is the most broadly scoped and well-documented item here, making it the best representative issue for this loose cluster of Transformers regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Both touch import behavior, but one is intermittent import slowness and the other is a specific unsafe sys.modules access bug; different failures." - }, - { - "left": "issue:43643", - "right": "issue:44496", - "accept": false, - "reason": "Different config-loading problems: remote-code configs missing fields vs an unrecognized model lacking model_type." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Phi-4 multimodal loading failure and Sam3LiteText auto-mapping CI breakage are unrelated model/config issues." - }, - { - "left": "issue:44112", - "right": "issue:44964", - "accept": false, - "reason": "CI stale-device-override test failure is not the same bug as a Phi-4 multimodal model loading regression." - }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention support for XLMRoberta is unrelated to token-embedding resize reinitialization in post_init." + "reason": "Different bugs: FlashAttention 2 support for XLMRoberta vs embedding reinitialization after resize_token_embeddings." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "One is a packaging extra omission for TensorFlow; the other is a vague dependency problem with no matching concrete code path." + "reason": "Different scope: missing TensorFlow in a torch install vs a vague dependency problem with no shared code path." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant-mask generation are different tokenizer/template bugs." + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are unrelated failures." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head_dim validation and rope-parameter dict conversion with JSON lists are separate config-validation issues." + "reason": "Both are config-validation related, but one is Llama head_dim rejection and the other is rope-key list typing; not the same bug." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Distributed Trainer NoneType broadcast error is unrelated to embedding resize/reinit behavior." + "reason": "Missing Qwen2_5_VLImageProcessor export is different from AutoImageProcessor import failure." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Both are import errors, but for different symbols/classes and likely different export paths." + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/post_init reinitialization." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Both involve model weights/saving, but the concrete failures are different models and different code paths." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mapping references are unrelated." + "reason": "Both are import errors, but they concern different symbols and different modules." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing layer_type_validation import are different API breakages." + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are separate issues." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A video-classification pipeline lookup bug is unrelated to a notebook syntax error." + "reason": "Pipeline image-processor lookup bug and notebook syntax error are unrelated." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Buffer access error for position_ids is not the same as CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "Position_ids buffer access error is unrelated to CPU/CUDA numerical differences in PPDocLayoutV3." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Chunked-prefill cache missing and max_cache_length only affecting quantized cache are distinct cache issues." + "reason": "The first item is not a concrete bug report; the second is an audio feature-extraction issue." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Placeholder-like 'ADD THE DATA' is not the same bug as _torch_extract_fbank_features()." + "reason": "Both mention cache, but one is a GenerationMixin chunked-prefill regression and the other is a cache-length config bug." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedder dtype casting are different failures." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor.tokenizer/image input regression is different from decoder.embed_tokens not updating after resize_token_embeddings." + "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize bug are not the same code-path problem." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version compatibility break and failure loading a specific model are different problems." + "reason": "Python 3.9 compatibility breakage is different from a specific model-loading failure on v5.1.0." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Qwen3_omni_moe feature-length helper behavior and PPDocLayoutV3 CPU/CUDA drift are unrelated." + "reason": "Qwen3_omni_moe feature-length helper behavior is unrelated to PPDocLayoutV3 CPU/CUDA divergence." }, { "left": "issue:44016", - "right": "issue:44220", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken duplicate keyword TypeError are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Notebook syntax error and feature-extraction bug do not share the same underlying code path." + "reason": "Failed janus image-generation test is not the same bug as cache max length handling." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Missing model_type in config and PIL image processors wrongly requiring torchvision are separate loading/dep issues." + "reason": "Unrecognized model config and PIL image processors requiring torchvision are different loading/runtime issues." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to outdated pipeline documentation." + "reason": "BeitImageProcessorFast reduce_labels bug and documentation mismatch for return_all_scores do not share a concrete fix." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and missing auxiliary losses in D-FINE are different behaviors." + "reason": "Both involve flex_attention, but one is a torch>=2.9 compilation failure and the other is an incorrect version gate for AuxRequest import." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Torch 2.9 flex_attention compilation failure and AuxRequest version-check gating are distinct flex_attention bugs." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention failure in Ministral-3 are different model-specific issues." + "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention failure in Ministral-3 are distinct bugs." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Pipeline docs mismatch and unrecognized-model config loading failure are unrelated." + "reason": "Docs mentioning return_all_scores is not the same as failing to recognize a model in config.json." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache missing in chunked_prefill and ANSI codes emitted by loading_report are unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "reason": "Cache missing in GenerationMixin and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default multimodal config initialization and missing deepstack_visual_indexes are different config-schema bugs." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model in config.json is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility and a dependency issue are not the same underlying defect." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Syntax error in a notebook and AddedToken special argument collision are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Test failure in janus image generation is not the same as cache max length being ignored." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral FlashAttention failure and sink-less-model s_aux=None crash are different FlashAttention-related bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -12238,7 +12425,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 40, "review_unit_count": 60, "status": "reviewed", @@ -12253,56 +12440,50 @@ "issue:42796", "issue:43295", "issue:43299", - "issue:43441", "issue:43479", + "issue:43525", "issue:43577", "issue:43650", + "issue:43653", "issue:43824", "issue:43854", "issue:43901", "issue:43976", "issue:44016", - "issue:44062", "issue:44075", + "issue:44242", "issue:44279", + "issue:44291", "issue:44327", "issue:44351", "issue:44368", "issue:44466", - "issue:44496", "issue:44521", "issue:44779", - "issue:44792", "issue:44933", "issue:45020", + "issue:45200", "issue:45216", "issue:45276", "issue:45278", "issue:45335", "issue:45357", - "issue:45375", "issue:45405", "issue:45584", - "issue:45588", - "issue:45759", + "issue:45593", "issue:45812", + "issue:45823", "issue:46082", "issue:46123", + "issue:46209", "issue:46369", "issue:46399", - "issue:46424", "issue:46512", "issue:46515", "issue:46693", "issue:46752" ], "soft_pairs": [ - "issue:43479|issue:45375", - "issue:44496|issue:45759", - "issue:44016|issue:44062", - "issue:43976|issue:44279", - "issue:44792|issue:46424", - "issue:43441|issue:45588", "issue:43824|issue:44933", "issue:44521|issue:46693", "issue:44279|issue:46515", @@ -12316,206 +12497,218 @@ "issue:39692|issue:43901", "issue:44075|issue:44368", "issue:43577|issue:45216", + "issue:42796|issue:43650", "issue:46082|issue:46512", "issue:43976|issue:45405", - "issue:42796|issue:43650", - "issue:44779|issue:45812", "issue:44351|issue:45278", "issue:41950|issue:45020", + "issue:44779|issue:45812", "issue:43299|issue:45357", "issue:44466|issue:45276", - "issue:43299|issue:43854" + "issue:43299|issue:43854", + "issue:43653|issue:45593", + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43650|issue:46209", + "issue:43479|issue:43525", + "issue:44016|issue:44291" ], - "prepared_review_unit_hash": "5f9f6e77355d656937b592498a669c80e1a6f403aaf069dd57dc2bc1b62e4678", + "prepared_review_unit_hash": "7fc1730a5e43d31c1826ba3146ab87857b1374fbbd3e01d1cc3e3b58e89e003c", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35646, - "estimated_input_tokens": 8912, - "estimated_eval_tokens": 18080 + "serialized_chars": 35567, + "estimated_input_tokens": 8892, + "estimated_eval_tokens": 18040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: docs, tokenizer, multimodal loading, save/load serialization, pipeline behavior, dependency, and performance bugs. None of the soft pairs look like the same underlying issue, so I rejected all of them.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45216 is the clearest self-contained regression report in the set: it has a specific version boundary, a concrete broken save_pretrained behavior, and a narrow repro/expected-vs-actual shape.", + "summary": "This cluster is heterogeneous: many issues share surface themes like regressions, import failures, tokenizer problems, or multimodal/model-loading breakage, but they point to different code paths and concrete failures. I don\u2019t see any soft pair that looks like the same underlying bug/change, so all candidate merges are rejected. The broadest issue here is the remote_code regression report, but the cluster does not form a clean single-topic duplicate set.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative regression report in the set; several others are narrower model-specific breakages, so it is the least-bad cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the most actionable and well-scoped bug report among this mixed cluster, with a precise regression claim and a directly testable failure mode.", + "best_issue_reason": "Issue 45020 has the widest scope and best fits as a representative umbrella for a mixed regression cluster, even though it is not a true duplicate target for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43479", - "right": "issue:45375", - "accept": false, - "reason": "Different bugs in different composite config fields: default vision/audio config initialization vs missing deepstack_visual_indexes being dropped by @strict." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Both are model-loading complaints, but one is an unrecognized model/config issue while the other is from_config failing to unwrap text_config for Qwen multimodal configs." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error and AddedToken argument duplication are unrelated failure modes." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "One is a Python-version compatibility complaint; the other is a generic dependency issue with no concrete shared bug." - }, - { - "left": "issue:44792", - "right": "issue:46424", - "accept": false, - "reason": "Janus test failure and cache max length semantics are different code paths and symptoms." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Both mention flash attention, but the failing code paths and root causes differ: Ministral FlashAttention vs sink-less models hitting s_aux=None." - }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different import errors in different modules/models; not the same missing symbol or path." + "reason": "Both are import errors, but they involve different symbols/modules and likely different fixes." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "apply_chat_template assistant mask generation is unrelated to a FA2 long-context performance regression." + "reason": "Multimodal assistant-mask correctness and FA2 long-context performance are different bugs." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency problems, but they concern different dependencies and failure modes." + "reason": "Generic dependency complaints, but one is transformers-related and the other is a torch-version incompatibility." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings not propagating vs Whisper failing on empty transcription after align_special_tokens are distinct bugs." + "reason": "Resize-token-embeddings propagation and Whisper empty-transcription handling are unrelated code paths." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Both are IndexErrors, but they occur in unrelated paths with different triggers and fixes." + "reason": "QA top-k bounds crash and empty chat-template crash are different pipeline failures." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Final-partial-batch handling and memory overflow are not the same bug." + "reason": "Partial-batch pipeline bookkeeping and model memory overflow are not the same underlying issue." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Different regression classes: multimodal model loading failure vs incorrect checkpoint serialization in save_pretrained." + "reason": "Both touch Qwen3.5, but one is a load-time model issue and the other is save_pretrained checkpoint corruption." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig validation of head_dim is unrelated to a Qwen3.5 kernel registration/decorator crash." + "reason": "Config validation for head_dim is unrelated to a missing decorator on rotary kernel registration." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Unrelated dependency complaints: one broad transformers dependency issue, one specific unreleased PEFT minimum version bump." + "reason": "Both mention dependencies, but transformers versioning and unreleased peft requirements are separate problems." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is processor/tokenizer API handling for custom multimodal code and the other is Deepseek token output correctness." + "reason": "Processor/tokenizer regression and Deepseek tokenization regression affect different APIs and failure modes." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are documentation issues, but they cover different APIs and different mistakes." + "reason": "Both are docs issues, but they concern different examples and different API behaviors." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer-parameter usage and a tied-embeddings warning are unrelated." + "reason": "SGD argument handling and tie_word_embeddings warnings are unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are different model families and different bugs." + "reason": "A dtype propagation bug in BLIP2 is distinct from Qwen3.5 save_pretrained key serialization." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Config validation for head_dim is unrelated to from_config leaving model.config.dtype stale." + "reason": "A tokenizer BPE-marker bug and a placeholder 'ADD THE DATA' issue are not duplicates." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Tokenizer BPE-marker handling has nothing in common with the placeholder 'ADD THE DATA' issue." + "reason": "One is a config rejection case; the other is stale config dtype after from_config, so they are different bugs." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Both involve tokenizer regressions, but they affect different model families with different symptoms and likely different code paths." + "reason": "Python-version support and unreleased dependency versioning are separate compatibility problems." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A missing HybridCache export is not the same as broad import errors after a version upgrade." + "reason": "A specific missing import and a broad upgrade-induced import breakage are not the same concrete bug." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup and remote_code breakage are different problems." + "reason": "Pipeline processor lookup bug and broad remote_code regression are too different to merge." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they are model-specific and hit different tokenization behavior." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen 3.5 regressions, but one is a loading failure while the other is incorrect visual encoder key serialization." + "reason": "Loading failure and incorrect save_pretrained visual encoder keys are different Qwen3.5 issues." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Inconsistent lm_head serialization depending on device is unrelated to Gemma4 resize_token_embeddings not updating embeddings." + "reason": "Serialization of tied weights and resize_token_embeddings propagation are distinct problems." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL Moe loading and a GLM-4.7-Flash unit-test load problem are distinct model-specific failures." + "reason": "Different model families and different failure modes; no shared code-path evidence." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token decoding and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss and Gemma4 token-id defaults are different model-training bugs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 PLE device placement are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder issue cannot be treated as the same underlying bug as FP8 inference on B200." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Default multimodal config initialization and missing pad_token_id on Llama4Config are separate config issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch are not the same change or bug." } ] }, @@ -12529,7 +12722,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 41, "review_unit_count": 60, "status": "reviewed", @@ -12540,32 +12733,31 @@ "cluster_id": "cluster-10000-503", "nodes": [ "issue:33290", - "issue:41950", "issue:42175", + "issue:42796", "issue:42994", "issue:43317", "issue:43441", - "issue:43479", "issue:43525", - "issue:43650", - "issue:43653", + "issue:43643", "issue:43673", "issue:43723", "issue:43761", "issue:43824", + "issue:43881", "issue:43901", "issue:43976", "issue:43994", "issue:44016", "issue:44162", - "issue:44242", + "issue:44188", "issue:44246", "issue:44261", "issue:44263", - "issue:44291", "issue:44336", "issue:44361", "issue:44462", + "issue:44589", "issue:44623", "issue:44671", "issue:44683", @@ -12573,7 +12765,7 @@ "issue:44779", "issue:45081", "issue:45103", - "issue:45200", + "issue:45362", "issue:45372", "issue:45397", "issue:45542", @@ -12581,246 +12773,253 @@ "issue:45600", "issue:45656", "issue:45712", + "issue:45800", "issue:45823", "issue:45834", "issue:45859", "issue:45907", - "issue:46209", "issue:46851" ], "soft_pairs": [ - "issue:43653|issue:45593", - "issue:44242|issue:45200", - "issue:41950|issue:45823", - "issue:43650|issue:46209", "issue:44462|issue:45081", - "issue:43479|issue:43525", - "issue:44016|issue:44291", "issue:44683|issue:45542", "issue:44361|issue:45593", - "issue:45081|issue:45907", "issue:43441|issue:45834", + "issue:45081|issue:45907", "issue:33290|issue:45656", "issue:45103|issue:45372", - "issue:44336|issue:46851", "issue:42994|issue:43317", + "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:43673|issue:43761", "issue:43901|issue:43994", + "issue:43673|issue:43761", + "issue:44623|issue:45397", "issue:43901|issue:44246", "issue:43723|issue:44162", - "issue:43824|issue:43976" + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:42796|issue:43441", + "issue:44016|issue:45823", + "issue:45542|issue:45800", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:44589|issue:45362" ], - "prepared_review_unit_hash": "0a93d19b6e0b4bed71f24ddb66e2af45dc258838d06859b739daa2d117562da6", + "prepared_review_unit_hash": "48003a776e0040ef57abe661c23d4cebf6ffd203d0d5855b93fa18e142b3ef6d", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35710, - "estimated_input_tokens": 8928, - "estimated_eval_tokens": 18112 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35353, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of unrelated issues; none of the soft-edge pairs look like true duplicates or the same underlying fix.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across tokenizers, configs, pipelines, quantization, deepspeed, and docs.", + "summary": "This cluster is mostly a grab bag of unrelated closed issues. The soft edges are generally only superficial topic similarity (tokenizers, loading, v5 regressions, deepspeed, quantization) and do not describe the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue cleanly serves as a duplicate canonical for the whole set; the items span many distinct code paths and models rather than one shared defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #44462 is the strongest standalone report here: it is a concrete, reproducible tokenizer-loading bug with clear user impact, but it is not a canonical representative for the whole set.", + "best_issue_reason": "If one issue must represent the set, #43723 is the broadest user-facing loading regression, but it is still not a duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43653", - "right": "issue:45593", - "accept": false, - "reason": "Different bugs and subsystems: BigBird tokenizer special-token decode issue vs D-FINE auxiliary-loss logic." - }, - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "Moe load-balancing loss vs Gemma 4 text-only mm_token_type_ids handling; not the same code path." - }, - { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Video classification processor lookup bug vs Gemma4 device-mapping forward mismatch." - }, - { - "left": "issue:43650", - "right": "issue:46209", - "accept": false, - "reason": "Placeholder/data request vs FP8 inference failure on B200; unrelated." - }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizers, but one is AutoTokenizer file selection and the other is Mistral regex patching crash; different failures." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Different config issues: default multimodal subconfigs vs missing pad_token_id on Llama4Config." - }, - { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized loading failure." + "reason": "Both touch tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash; different root causes and fixes." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention torch-compat bug vs TensorFlow backend installation issue." + "reason": "Completely different bugs: torch>=2.9 flex_attention compile failure vs packaging/backend install confusion." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError vs D-FINE loss behavior; unrelated." + "reason": "Different subsystems and failure modes: MLukeTokenizer AttributeError vs D-FINE auxiliary loss behavior." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer regex patch crash vs list_repo_files revision forwarding; different APIs and bugs." + "reason": "Both are model-specific bugs, but one is FlashAttention on Ministral-3 and the other is Kosmos2.5 OCR index errors; not the same issue." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "FlashAttention regression for Ministral-3 vs Kosmos2.5 OCR long-input index error; different models and failure modes." + "reason": "Tokenizer regex loading crash vs list_repo_files revision forwarding; unrelated code paths." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer stepping." + "reason": "Both involve deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is duplicate optimizer steps; distinct bugs." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring future-annotations crash vs Gemma 4 processor import dependency failure; unrelated." + "reason": "Auto-docstring future-annotations crash and ReasoningEffort import failure are unrelated implementation defects." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "ANSI color output in loading_report vs Qwen3.5 variable-length position_ids bug." + "reason": "Both relate to quantized/dequantized models, but one is saving failure and the other is load/offload with device_map=auto; different paths." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Quantized model save failure vs dequantized model load/offload failure; opposite operations and different paths." + "reason": "ANSI codes in loading_report and Qwen3.5 variable-length position_ids are unrelated." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU offload incompatibility in rotary embedding vs variable-length position_ids handling." + "reason": "Same model family, but CPU-offload rotary embedding bug is not the same as variable-length position_ids handling." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files vs a slowdown report after upgrading versions; not the same bug." + "reason": "processor.save_pretrained missing files and a Chinese report about inference slowdown do not describe the same bug." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different issues in different components: MLA layernorm precision/config vs torch.split return handling." + "reason": "Different model internals: missing rms_norm_eps precision issue vs torch.split return handling in GlmMoeDsaIndexer." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Broken auto_mappings references vs leftover dummy classes in dummy_pt_objects; both maintenance/CI, but distinct file-level problems." + "reason": "Both are repo hygiene/CI-related, but one is stale auto_mappings references and the other is leftover dummy classes; distinct fixes." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Backend installation packaging issue vs Python version compatibility regression; unrelated." + "reason": "Packaging/backend dependency issue vs Python version compatibility regression; not the same underlying problem." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is CamemBERT masked LM output and the other is Deepseek tokenizer correctness; not the same fix." + "reason": "Both are incorrect outputs in v5, but CamemBERT masked LM predictions and Deepseek tokenizer results are different model/code-path bugs." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Processor save_pretrained file omission vs Gemma-4 zero3 from_pretrained problem; different code paths." + "reason": "Docs mismatch about return_all_scores vs incorrect SigLIP2 outputs; unrelated." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Cache missing during chunked prefill vs CLIPVisionModel hidden_states regression; different model/runtime behavior." + "reason": "Both are v5 regressions, but one is GenerationMixin chunked_prefill cache and the other is CLIPVisionModel hidden_states; different fixes." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Docs mismatch for return_all_scores vs SigLIP2 nonsensical AutoModel/pipeline results; different issues." + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are different loading/saving issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch vs import latency; no shared underlying bug." + "reason": "Documentation mismatch vs intermittent slow import; no shared bug." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer.from_pretrained loading problem vs ESM2 broken workflow; different models and symptoms." + "reason": "AutoTokenizer loading regression and ESM2 breakage are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model/config failures: Llama4Config missing pad_token_id vs glm-4v-9b loading failure." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2_5_VL import vs Python3.9/3.10 compatibility regression; unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and Python version support are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling and FlashAttention failures are separate model-specific bugs." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TF backend install issue vs torch 2.4.1 compatibility problem; different layers." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and ANSI output in loading_report have no common code path." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing config fields, but one is a model-specific pad_token_id attribute error and the other is trust_remote_code returning incomplete configs." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated model/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 42, "review_unit_count": 60, "status": "reviewed", @@ -12830,35 +13029,34 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ + "issue:36246", "issue:41628", "issue:42491", - "issue:42796", + "issue:42757", + "issue:42886", "issue:43299", - "issue:43441", - "issue:43525", "issue:43526", "issue:43531", "issue:43540", - "issue:43643", + "issue:43550", "issue:43784", - "issue:43881", "issue:43976", - "issue:44016", - "issue:44188", "issue:44242", "issue:44246", "issue:44295", "issue:44297", "issue:44336", "issue:44373", + "issue:44451", "issue:44485", "issue:44496", - "issue:44589", + "issue:44779", "issue:44871", "issue:45003", "issue:45072", "issue:45083", "issue:45103", + "issue:45292", "issue:45325", "issue:45362", "issue:45397", @@ -12867,33 +13065,27 @@ "issue:45563", "issue:45588", "issue:45593", - "issue:45800", - "issue:45823", + "issue:46132", "issue:46291", "issue:46399", + "issue:46506", "issue:46614", "issue:46655", "issue:46665", "issue:46726", "issue:46752", + "issue:46821", "issue:46829", "issue:46851" ], "soft_pairs": [ - "issue:43525|issue:43881", "issue:46291|issue:46399", - "issue:42796|issue:43441", - "issue:44188|issue:44336", - "issue:45542|issue:45800", - "issue:44016|issue:45823", - "issue:43525|issue:43643", - "issue:44336|issue:44373", - "issue:44589|issue:45362", "issue:45325|issue:46851", + "issue:44336|issue:44373", "issue:46655|issue:46726", "issue:44246|issue:44496", - "issue:45083|issue:46851", "issue:41628|issue:43976", + "issue:45083|issue:46851", "issue:43784|issue:45542", "issue:44297|issue:45397", "issue:46399|issue:46851", @@ -12902,223 +13094,223 @@ "issue:43526|issue:45003", "issue:43540|issue:46752", "issue:45072|issue:46829", - "issue:46614|issue:46665", "issue:42491|issue:43299", + "issue:46614|issue:46665", "issue:43531|issue:45362", "issue:45588|issue:46851", "issue:44246|issue:44871", - "issue:44295|issue:45397", "issue:44242|issue:45593", - "issue:44336|issue:44485" + "issue:44295|issue:45397", + "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:36246|issue:42757" ], - "prepared_review_unit_hash": "2d260fc4ecfa4661ed96e77ed9264e4e1917094f64940b1db07b04bb69716393", + "prepared_review_unit_hash": "6bf17fc101ea88bb44b603abf9acf05a186d1dec40d5af0be82822c59494cfe7", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36710, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "soft_pair_count": 29, + "serialized_chars": 36456, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 }, "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 model/subsystem themes, but not the same concrete bug or change. I would not merge any of the proposed soft edges as duplicates. If a representative issue is needed, issue:44246 is the most broadly discussed/general, but it is still only a weak cluster anchor.", - "confidence": 0.39, - "canonical_issue_reason": "issue:44246 has the strongest discussion signal and the broadest, most general framing in this set, so it is the least specific representative; however, this cluster does not look like a true duplicate set.", + "summary": "This cluster is a grab bag of mostly unrelated Transformers bug reports (imports, model-specific regressions, tokenizer issues, and runtime errors). None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single duplicate issue clearly unifies the cluster; if one issue must serve as the representative, issue 46399 is the most concrete and actionable standalone bug report (narrow Qwen3.5 code-path failure with a specific registration error).", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 is the most suitable issue to stand in as the cluster representative because it is actively discussed and generic enough to sit near the center of the noisy similarity set.", + "best_issue_reason": "Issue 46399 is the strongest standalone candidate: it describes a specific, reproducible failure in one code path and is easier to act on than the broader or more ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Both are model-loading failures, but one is a missing pad_token_id on Llama4Config and the other is a glm-4v-9b loading failure; different underlying bugs." - }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both involve kernels, but one is an import/version requirement problem in transformers.pipelines and the other is a Qwen3.5 kernel registration crash; not the same fix." + "reason": "Both mention kernels/import behavior, but one is a pipelines import dependency issue and the other is a Qwen3.5 rotary/registration crash; different code paths and fixes." }, { - "left": "issue:42796", - "right": "issue:43441", - "accept": false, - "reason": "Tokenizer BPE marker handling and FlashAttention loading failures in Ministral-3 are different code paths and failure modes." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Attention-kernel divergence under torch.compile and ANSI code emission in loading_report are unrelated." - }, - { - "left": "issue:45542", - "right": "issue:45800", - "accept": false, - "reason": "TensorBoard-without-TensorFlow backend handling and torch/transformers version incompatibility are different compatibility issues." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "A notebook syntax error and a Gemma4 device_map forward mismatch are not the same underlying problem." - }, - { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to trust_remote_code returning incomplete AutoConfig fields." + "reason": "Both are Qwen-family position-id bugs, but one is Qwen2.5-VL temporal scaling and the other is Qwen3.5 variable-length chat input handling; not the same underlying defect." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are clearly different." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Missing Float8 storage support and a Qwen3.5 chat crash are not the same bug." - }, - { - "left": "issue:45325", - "right": "issue:46851", - "accept": false, - "reason": "Both mention position_ids, but one is a Qwen2.5-VL still-image RoPE scaling bug and the other is a Qwen3.5 variable-length input issue." + "reason": "ANSI-code logging behavior and a docstring typo are unrelated." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Incorrect video padding in SmolVLM and missing vision backend handling in AutoProcessor are different problems." + "reason": "Both touch vision processing, but one is a SmolVLM video padding bug and the other is an AutoProcessor missing-backend import/error path; different failures." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Load-balancing loss omission in an MoE setting and an unrecognized-model/config error are unrelated." + "reason": "A performance complaint on importing transformers is unrelated to an unrecognized-model/config.json error." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "A qwen3_omni_moe feature-length helper bug is not the same as a Qwen3.5 position_ids handling bug." + "reason": "An import error for AutoImageProcessor is not the same as a Python-version compatibility regression." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "AutoImageProcessor import failure and Python-version compatibility for Transformers 5.1.0 are different issues." + "reason": "Different Qwen variants and different helpers: output-length calculation vs variable-length position_ids." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError and TensorBoard/TensorFlow backend resolution are unrelated import-time failures." + "reason": "These are separate import/back-end issues affecting different packages and failure modes." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and Gemma4 zero3 from_pretrained failure are not the same code-path." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a gemma-4 from_pretrained/zero3 issue." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Qwen3.5 kernel registration failure and variable-length position_ids handling are separate bugs." + "reason": "Same broad model family, but one is a use_kernels registration crash and the other is variable-length input/position_ids behavior; different bugs." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race and a stale generate() warning are different concerns." + "reason": "Pytest-xdist file races and a stale generate() warning are unrelated." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring crashes with future annotations and a missing decorator for Qwen3.5 kernels are unrelated." + "reason": "Auto-docstring annotation handling has no relation to Qwen3.5 kernel registration." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels behavior and unsafe sys.modules access in modeling_utils do not share the same defect." + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and empty-list chat template handling are different crash sites." + "reason": "Video-input processing in Qwen3OmniMoe and empty-chat-list handling are different code paths." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel and VideoPrism hidden_states/output-field mixup are not the same change." + "reason": "These are distinct model-specific inference/output bugs with no shared underlying change." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "A stale phonemizer backend after language switching and inconsistent from_pretrained behavior inside Python classes are different bugs." + "reason": "Both concern Qwen MoE loading/versioning, but one is LoRA portability across hf4.x/hf5.x and the other is a Qwen3VL MoE loading regression in dev0; not the same bug." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Both are Qwen3 MoE-related, but one is LoRA compatibility across hf4.x/hf5.x and the other is a Qwen3VL MoE loading regression; too distinct to merge." + "reason": "Phonemizer language caching and from_pretrained behavior inside Python classes are unrelated." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE and a Qwen3.5 chat crash are different underlying failures." + "reason": "Sliding-window behavior in Qwen3-MoE and a Qwen3.5 chat crash are different failures." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "FlashAttention crashing on sink-less models with s_aux=None is unrelated to Qwen3.5 variable-length position_ids." + "reason": "Flash-attention sinkless-model crash and variable-length position_ids are unrelated." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Load-balancing loss suppression and Gemma-3 eos_token_id inconsistency are different model/config bugs." + "reason": "Import performance and Gemma eos_token_id configuration are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing auxiliary loss under a flag, but they are different models and different loss mechanisms, so not the same underlying bug." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading position_ids after buffer registration and a Gemma4 zero3 from_pretrained failure are not the same bug." + "reason": "A position_ids buffer access error is unrelated to gemma-4 from_pretrained/zero3 behavior." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Missing load-balancing loss when output_router_logits=False and missing auxiliary losses when denoising is off are similar in theme but different model-specific behaviors." + "reason": "Unsafe sys.modules access and a TimesFM window_size AttributeError are separate defects." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI code leakage in loading_report and GLM-5 RoPE implementation discussion are unrelated." + "reason": "Loading-report ANSI codes and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are different problems." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and CPU-vs-CUDA output differences in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model-loading failure for ScandiBERT and empty chat-template handling are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and output-embedding resizing are different code paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is a missing model export and the other is a missing hub utility; unrelated root causes." } ] }, @@ -13132,7 +13324,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 43, "review_unit_count": 60, "status": "reviewed", @@ -13142,71 +13334,65 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ + "issue:29870", + "issue:30333", "issue:36246", "issue:41950", - "issue:42757", - "issue:42886", + "issue:42199", "issue:43257", "issue:43262", "issue:43295", "issue:43475", "issue:43526", "issue:43540", - "issue:43550", "issue:43596", "issue:43901", + "issue:44038", "issue:44162", "issue:44220", "issue:44242", "issue:44246", "issue:44295", "issue:44351", - "issue:44451", "issue:44466", "issue:44479", "issue:44496", "issue:44623", "issue:44749", - "issue:44779", "issue:44857", "issue:44877", + "issue:44987", "issue:45003", "issue:45137", "issue:45200", "issue:45292", "issue:45335", "issue:45375", + "issue:45459", "issue:45561", "issue:45584", "issue:45600", "issue:45759", "issue:45859", - "issue:46132", + "issue:46170", "issue:46369", "issue:46399", "issue:46506", "issue:46655", "issue:46726", - "issue:46752", - "issue:46821", + "issue:46851", "issue:46897" ], "soft_pairs": [ - "issue:45003|issue:46821", - "issue:42886|issue:46132", - "issue:43550|issue:46506", - "issue:44451|issue:46752", - "issue:44779|issue:45292", "issue:43901|issue:45003", - "issue:36246|issue:42757", - "issue:43257|issue:45137", "issue:36246|issue:44351", + "issue:43257|issue:45137", "issue:41950|issue:44220", "issue:44496|issue:45003", - "issue:45003|issue:45561", "issue:43540|issue:46655", - "issue:43262|issue:44246", + "issue:45003|issue:45561", "issue:45375|issue:45759", + "issue:43262|issue:44246", "issue:44162|issue:45200", "issue:44479|issue:46655", "issue:45859|issue:46399", @@ -13220,210 +13406,209 @@ "issue:36246|issue:43596", "issue:44242|issue:44857", "issue:44623|issue:46726", - "issue:43526|issue:46897" + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:44479|issue:46170" ], - "prepared_review_unit_hash": "d98739e0882e202d80edfc23d20c09aa75739e1a0d3f3af6e5be4de5bc102148", + "prepared_review_unit_hash": "072deda892b764d4f50e40b95e598276fa6676fb56830f51f5dbfcfea3642511", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36456, - "estimated_input_tokens": 9114, - "estimated_eval_tokens": 18484 + "soft_pair_count": 28, + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: import/load/config regressions, a few multimodal/video bugs, and several unrelated model-specific failures. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44479 is the broadest concrete regression report in the set, spanning multiple Qwen video models and aligning with the closest neighboring video-input report; it is a better umbrella anchor than the more narrow or purely internal issues.", + "summary": "All soft pairs look like false positives. The set is highly heterogeneous: unrelated bugs across model loading, video/audio processors, training, serialization, and infrastructure.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue stands out; these items are not a duplicate cluster but a mixed bag of unrelated problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest high-signal user-facing bug report here, with a clear versioned regression and multiple affected models.", + "best_issue_reason": "If forced to choose an anchor, issue:45003 is the broadest core-code bug, but it still does not represent the rest of the set well.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45003", - "right": "issue:46821", - "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a TimesFM window_size AttributeError." - }, - { - "left": "issue:42886", - "right": "issue:46132", - "accept": false, - "reason": "Offline-cache tokenizer loading and AttentionInterface.register behavior are different code paths and failures." - }, - { - "left": "issue:43550", - "right": "issue:46506", - "accept": false, - "reason": "Bamba torch.compile/SDPA crash is not the same bug as PPDocLayoutV3 CPU/CUDA output divergence." - }, - { - "left": "issue:44451", - "right": "issue:46752", - "accept": false, - "reason": "Model loading failure and empty-list apply_chat_template IndexError are unrelated." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "DeepSeek tokenizer correctness and resize_token_embeddings propagation are different issues." - }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + "reason": "Docs mismatch for TextClassificationPipeline vs unsafe sys.modules access in modeling_utils; different bugs." }, { "left": "issue:36246", - "right": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and packages with no shared code path." + "reason": "Different import failures: missing Qwen2_5_VLImageProcessor vs missing HybridCache." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is not the same as a ZeRO3 deque IndexError." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Importing Qwen2_5_VLImageProcessor and importing HybridCache are unrelated missing-symbol failures." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to Zero3 deque underflow." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor lookup and fbank feature extraction are different subsystems." + "reason": "Video pipeline image-processor lookup is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Missing model_type in config loading is not the same as unsafe sys.modules access." - }, - { - "left": "issue:45003", - "right": "issue:45561", - "accept": false, - "reason": "Module lookup logic and pytest-xdist file-race behavior do not share the same underlying bug." + "reason": "Unrecognized model config loading vs sys.modules access bug; not the same code path." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but they are different model-specific processing bugs with different failure modes." + "reason": "Qwen3OmniMoe video validation error vs SmolVLM padding-calculation bug." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Audio sampling-rate defaulting and import latency are unrelated." + "reason": "Unsafe sys.modules access is unrelated to the pytest-xdist captured_info.txt race." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing config field handling and text_config unwrapping are separate composite-config bugs." + "reason": "Missing config field dropped by strict vs AutoModelForCausalLM unwrap behavior for composite configs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to import-time slowdown." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are unrelated model-specific issues." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids default are different model bugs." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both involve video inputs, but the affected models and the concrete bugs differ; they are not the same underlying regression." + "reason": "Qwen video-input regression vs SmolVLM video processor padding bug." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU-offload incompatibility in rotary embedding is distinct from a use_kernels registration/decorator crash." + "reason": "Both involve Qwen3.5, but CPU offload incompatibility and missing decorator registration are distinct failures." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "A position_ids buffer read error is unrelated to a performance regression after upgrading transformers." + "reason": "Buffer position_ids access error vs performance regression after upgrade; different symptoms and causes." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM 3 video attribute error and SAM 3 LiteText memory overflow are different failures." + "reason": "Missing fpn_position_embeddings attribute vs memory overflow in sam3-litetext are not the same bug." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and stale auto_mappings config references are unrelated." + "reason": "DeepSpeed Zero3 deque underflow is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor.tokenizer/image forwarding regression and embedding resize propagation are different bugs." + "reason": "Processor/tokenizer regression differs from resize_token_embeddings not updating output embeddings." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription handling are not the same code-path problem." + "reason": "Embedding resize propagation bug and Whisper empty transcription bug are unrelated." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "These are both weight/embedding-related, but one is serialization inconsistency and the other is resize propagation to decoder embeddings." + "reason": "Serialization inconsistency of tied weights is different from t5gemma resize_token_embeddings propagation." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config rejection for granite_speech and missing deepstack_visual_indexes in Qwen configs are unrelated config-schema issues." + "reason": "Strict config loading failure is unrelated to missing deepstack_visual_indexes field handling." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen image-processor import failure and DeepSpeed/BertModel ZeRO3 IndexError are unrelated." + "reason": "Different import/runtime failures: missing Qwen2.5 VL image processor vs Zero3/BertModel index error." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE load-balancing loss omission and LwDetrImageLoss AMP crash are different training bugs." + "reason": "Missing load-balancing loss is unrelated to float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "processor.save_pretrained file omissions and AutoProcessor backend-missing errors are different save/load pathways." + "reason": "processor.save_pretrained missing files is not the same as AutoProcessor backend-missing image-processor error." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BEiT reduce_labels truncation and Florence2 double-shift training loss are not the same bug." + "reason": "BEiT image-processor label reduction bug is unrelated to Florence2 double-shift training loss." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure in transformers>=5.1.0 is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA divergence are different code paths." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to MLFlow job status reporting." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class issue is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video regression and Windows ROCm torch.distributed dependency issue are unrelated." } ] }, @@ -13437,7 +13622,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 44, "review_unit_count": 60, "status": "reviewed", @@ -13447,9 +13632,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ - "issue:29870", - "issue:30333", - "issue:42199", "issue:42886", "issue:43065", "issue:43352", @@ -13458,27 +13640,30 @@ "issue:43526", "issue:43540", "issue:43653", + "issue:43701", "issue:43723", "issue:43906", "issue:43931", - "issue:44038", + "issue:43994", "issue:44060", "issue:44077", "issue:44162", "issue:44188", + "issue:44297", + "issue:44361", "issue:44368", - "issue:44479", "issue:44483", + "issue:44623", + "issue:44749", "issue:44877", "issue:44977", - "issue:44987", "issue:44995", + "issue:45103", "issue:45200", "issue:45229", "issue:45250", "issue:45397", "issue:45412", - "issue:45459", "issue:45563", "issue:45588", "issue:45656", @@ -13490,238 +13675,252 @@ "issue:46202", "issue:46421", "issue:46431", - "issue:46506", "issue:46710", + "issue:46726", "issue:46832", - "issue:46851", + "issue:46858", "issue:46894" ], "soft_pairs": [ - "issue:44987|issue:45459", - "issue:44038|issue:46506", - "issue:29870|issue:30333", - "issue:42199|issue:46851", "issue:44060|issue:44077", + "issue:44368|issue:44977", "issue:43526|issue:46894", - "issue:44479|issue:46170", "issue:43653|issue:44162", - "issue:44368|issue:44977", - "issue:43352|issue:45250", "issue:45412|issue:46123", + "issue:43352|issue:45250", "issue:42886|issue:45229", - "issue:45397|issue:45656", "issue:43475|issue:43540", "issue:44877|issue:46170", "issue:46170|issue:46832", - "issue:43723|issue:46710", + "issue:45397|issue:45656", "issue:43065|issue:43408", + "issue:43723|issue:46710", "issue:44368|issue:45563", + "issue:43931|issue:44368", "issue:44995|issue:45200", "issue:45987|issue:46082", - "issue:43931|issue:44368", "issue:44188|issue:46202", - "issue:44483|issue:46202", "issue:43906|issue:46202", + "issue:44483|issue:46202", "issue:44188|issue:46421", "issue:44995|issue:45588", - "issue:45685|issue:46431" + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749" ], - "prepared_review_unit_hash": "762d4df2054c58df5fca29d60661e35d928679ed8d15b30b9edd8d7bd0d96cee", + "prepared_review_unit_hash": "a8749ed612a1117552b7c364bff3c6c23b5ebc6f6b2135d0fbb6a87aa0679777", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36113, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "soft_pair_count": 30, + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the soft edges are mostly false positives linking unrelated model-, tokenizer-, training-, and infrastructure-specific bugs. No PRs are present in the cluster.", - "confidence": 0.97, - "canonical_issue_reason": "Issue:44479 is the most representative concrete regression report in the set: it has a clear version boundary, a reproducible video-input failure, and spans multiple related Qwen model variants.", + "summary": "The cluster is mostly a collection of unrelated bug reports with a few superficial keyword overlaps (tokenizer, cache, Gemma, SAM3, Flash Attention). I do not see any pair that clearly describes the same underlying bug/change, so no soft edges should be accepted.", + "confidence": 0.87, + "canonical_issue_reason": "issue:46858 is the most concrete and code-path-specific report in the set: it names the failing method, the broken return type, and the backend/torch.compile conditions. If one issue has to anchor the cluster, this is the clearest candidate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:44479 is the best single issue to keep as a canonical example because it is specific, actionable, and broader than the single-model reports, while the rest of the cluster is mostly unrelated.", + "best_issue_reason": "issue:46858 is the strongest standalone report because it is narrowly scoped, reproducible, and points to an exact fix area (`cache.get_seq_length()` / static cache arithmetic on non-CUDA backends).", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Tokenizer loading failure vs protobuf decode-error masking; different failure modes and code paths." - }, - { - "left": "issue:44038", - "right": "issue:46506", - "accept": false, - "reason": "Qwen3-VL-Moe version bug vs CPU/CUDA result divergence in a different model; unrelated." - }, - { - "left": "issue:29870", - "right": "issue:30333", - "accept": false, - "reason": "Bart generate() UnboundLocalError vs MLflow reporting issue; completely different subsystems." - }, - { - "left": "issue:42199", - "right": "issue:46851", - "accept": false, - "reason": "DETR cardinality assertion vs Qwen3.5 variable-length position_ids; unrelated model families." - }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weights warning vs patchtsmixer post_init policy; not the same bug." + "reason": "Different model/subsystem and different failure mode; only superficial wording overlap." }, { - "left": "issue:43526", - "right": "issue:46894", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "BEiT label reduction bug vs CohereASR training-loss shift bug; only a vague pattern match." + "reason": "One is a tied-embeddings warning, the other is a flash-attention generation bug; not the same issue." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43526", + "right": "issue:46894", "accept": false, - "reason": "Video-input regression in Qwen variants vs Windows/ROCm torch.distributed import problem; unrelated." + "reason": "Image label reduction vs ASR training-loss shifting are unrelated code paths." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBird tokenizer special-token bug vs ESM2 breakage; different models and symptoms." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct bugs." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Warning about tie_word_embeddings in Qwen3.5 fine-tuning vs flash-attention generation failure; different issues." + "reason": "Memory release on delete vs partial-batch pipeline bookkeeping are unrelated problems." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Nemotron Flash Attention 2 support gap vs a generic Flash Attention 2.0 issue; too broad and not the same concrete bug." - }, - { - "left": "issue:45412", - "right": "issue:46123", - "accept": false, - "reason": "RT-DETR memory leak vs MaskGenerationPipeline final-batch dropping; unrelated behavior." + "reason": "Model-specific Flash Attention 2 support gating is not the same as the generic Flash Attention 2 topic." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU OOM; no shared bug path." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "Gemma-4 zero3 loading failure vs Deepspeed double optimizer step; different code paths." + "reason": "Tokenizer cache/offline loading and Gemma multi-GPU OOM are different failures." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM 3 video encoder attribute error vs Qwen3OmniMoe video-input ValueError; unrelated." + "reason": "SAM3 vision encoder attribute error and Qwen3OmniMoe video-input ValueError are different multimodal bugs." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config parsing vs Windows/ROCm distributed import failure; different layers." + "reason": "Strict config loading and Windows/ROCm torch.distributed import issues are unrelated." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "ROCm/Windows import issue vs RT-DETR forward shape error; unrelated." + "reason": "Import/dependency failure vs RT-DETR forward-shape TypeError; different code paths." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer loading issue in v5 vs model accuracy regression after upgrade; not the same defect." + "reason": "Gemma-4 zero3 loading and double optimizer-step under deepspeed are not the same bug." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs wrong model type warning for sam3_tracker; related area but different bugs." + "reason": "Same SAM3 family, but dummy Conv2d placeholder and model-type warning are different issues." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer load failure in v5 and accuracy regression after upgrade are different concerns." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Tie-word-embeddings warning vs stale num_return_sequences warning; distinct generation warnings." + "reason": "Tie-word-embeddings warning and paged-generate stale warning involve different mechanisms." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch when loading Qwen3-VL is unrelated to the tied-embeddings warning." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache crash vs Gemma4 mm_token_type_ids defaulting; unrelated." + "reason": "Stale indexer-cache crash on second forward is not the same as mm_token_type_ids defaults." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; different configuration/runtime problems." - }, - { - "left": "issue:43931", - "right": "issue:44368", - "accept": false, - "reason": "Qwen3-VL weight-shape loading mismatch vs Qwen3.5 tie-word-embeddings warning; unrelated." + "reason": "StaticCache return-type bug and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip issue; different subsystems." + "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure are different bugs." }, { - "left": "issue:44483", + "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Chat/completions API regression vs Gemma pipeline roundtrip failure; unrelated." + "reason": "An isolated reproduction of another issue is not enough to treat these as the same bug; the titles do not match a concrete shared failure." }, { - "left": "issue:43906", + "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Isolated reproduction of another issue vs Gemma pipeline tokenizer roundtrip failure; not the same bug." + "reason": "Chat/completions request rejection and Gemma token roundtrip failure are unrelated." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Attention kernel divergence under compile vs cache lazy-init recompilation; different performance/logic bugs." + "reason": "Both mention cache/compile, but one is branching-induced kernel divergence and the other is lazy cache init causing recompilation; different code paths." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "GlmMoeDsa second-pass crash vs flash_attention.py s_aux=None AttributeError; unrelated." + "reason": "Second-forward stale cache crash and flash_attention.py s_aux=None AttributeError are different failure sites." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram_int error in moe code vs missing chat template error; different model/input handling issues." + "reason": "MPS histogram support in MoE and missing chat template in a processor are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Future-annotations AttributeError in auto-docstring and static-cache seq-length tensor bug are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 decoder placeholder layer and mask-generation partial-batch handling are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks and a performance regression after upgrade are different bug classes." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer metadata mismatch and the other is missing processor files; not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsense outputs with AutoModel/pipeline and missing-vision-backend processor lookup are different issues." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression from upgrade and deepspeed optimizer double-step are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and data-filtering slowdown are different code paths and symptoms." } ] }, @@ -13735,7 +13934,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 45, "review_unit_count": 60, "status": "reviewed", @@ -13749,290 +13948,276 @@ "issue:30990", "issue:39692", "issue:41628", + "issue:42371", "issue:42994", - "issue:43065", "issue:43232", "issue:43441", "issue:43475", "issue:43482", + "issue:43525", "issue:43643", "issue:43646", "issue:43673", - "issue:43701", "issue:43723", + "issue:43784", + "issue:43873", "issue:43986", - "issue:43994", "issue:44038", "issue:44162", "issue:44188", - "issue:44297", - "issue:44361", "issue:44373", "issue:44623", - "issue:44749", "issue:44869", "issue:44871", "issue:44933", + "issue:44945", "issue:44964", - "issue:45103", + "issue:45092", "issue:45137", "issue:45230", "issue:45310", "issue:45356", "issue:45375", "issue:45397", + "issue:45406", "issue:45478", "issue:45656", - "issue:46123", "issue:46132", + "issue:46202", "issue:46326", + "issue:46399", "issue:46463", "issue:46726", "issue:46752", "issue:46821", "issue:46851", - "issue:46858", "issue:46877" ], "soft_pairs": [ - "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:44871|issue:46132", "issue:43646|issue:44162", "issue:44623|issue:45656", + "issue:44871|issue:46132", "issue:43441|issue:46752", "issue:43475|issue:43643", "issue:42994|issue:43482", "issue:45375|issue:45478", - "issue:44188|issue:46851", "issue:43475|issue:46821", - "issue:43232|issue:43673", "issue:28282|issue:30990", + "issue:44188|issue:46851", "issue:44964|issue:45137", - "issue:44869|issue:45356", + "issue:43232|issue:43673", "issue:45310|issue:45375", "issue:46463|issue:46877", "issue:39692|issue:46726", "issue:41628|issue:44933", + "issue:44869|issue:45356", + "issue:43986|issue:46726", "issue:44373|issue:46851", "issue:45230|issue:45397", - "issue:43986|issue:46726", "issue:44038|issue:44623", - "issue:43723|issue:46326" + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45406|issue:46202", + "issue:43784|issue:46399" ], - "prepared_review_unit_hash": "4a181e19719c51abeb87376c71a743e13d66e2af838b70cc813536eb8aeb780f", + "prepared_review_unit_hash": "70dcf96c186dce2bf2058b4d67bae80bc6b403bf321f8cfe9f72373fa2a08b2c", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36158, - "estimated_input_tokens": 9040, - "estimated_eval_tokens": 18336 + "soft_pair_count": 27, + "serialized_chars": 35432, + "estimated_input_tokens": 8858, + "estimated_eval_tokens": 17972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct model-, tokenizer-, processor-, or backend-specific regressions. The only clear duplicate family in the soft links is the Qwen3.5 MoE from_pretrained failure around the missing `deepstack_visual_indexes` field.", - "confidence": 0.81, - "canonical_issue_reason": "`issue:43646` is the broadest representative here: a Transformers 5.0 custom-initialization regression that best captures the cluster\u2019s general v5 breakage theme without being tied to one niche model.", + "summary": "This cluster is mostly a loose mix of Transformers v5 regressions, model-loading/API breakages, and a few unrelated docs/runtime issues. Only the two Qwen3.5 Moe from_pretrained reports look like the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43646 is the broadest umbrella in the set: Transformers 5.0.0 breaking custom model initialization. Several other items are narrower v5 loading/init regressions that fit under that theme.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43646` has the best triage value as the cluster representative because it is clearly stated, broadly scoped, and central to the repeated v5 API-break pattern in this set.", + "best_issue_reason": "Issue 43646 is the best representative because it captures the shared upstream regression theme most broadly, without being tied to a single model family or API surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45103", - "right": "issue:46858", - "accept": false, - "reason": "Different failure modes: autodoc/annotations crash vs static-cache slice arithmetic bug." - }, - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "Tokenizer AttributeError on tasks vs a performance slowdown after upgrade; unrelated code paths." - }, - { - "left": "issue:43065", - "right": "issue:46123", - "accept": false, - "reason": "SAM3 pixel-decoder dummy layer vs MaskGenerationPipeline final-batch dropping; different bugs." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Tokenizer metadata mismatch vs processor save_pretrained missing files; similar area, different bug." - }, - { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Wrong SigLIP2 outputs with AutoModel/pipeline vs missing-vision-backend AutoProcessor error." + "reason": "Both are v5-related regressions, but one is custom model init and the other is ESM2-specific breakage; different failure modes and code paths." }, { - "left": "issue:44749", + "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Data filtering slowdown vs double optimizer.step with deepspeed; not the same issue." - }, - { - "left": "issue:43701", - "right": "issue:44749", - "accept": false, - "reason": "Checkpoint key mismatch vs preprocessing slowdown; different subsystems." + "reason": "Processor.save_pretrained missing files is unrelated to a Deepspeed optimizer-step duplication bug." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "eos_token_id config mismatch vs attention-registration behavior change; distinct bugs." - }, - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Both are broad regressions, but one is custom model initialization and the other is an ESM2-specific breakage." - }, - { - "left": "issue:44623", - "right": "issue:45656", - "accept": false, - "reason": "Processor serialization bug vs deepspeed optimizer-step duplication; unrelated." + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are distinct issues." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention failure on Ministral-3 vs empty-list chat template IndexError; different code paths." + "reason": "FlashAttention failure for Ministral-3 is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing SAM3 output field vs trust_remote_code config field loss; both involve fields, but not the same bug." + "reason": "SAM3 attribute failure and trust_remote_code missing-fields behavior are different bugs." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure vs GGUF loading failure; opposite operations and different models." + "reason": "Quantized model saving failure is unrelated to Qwen2.5-GGUF loading under transformers v5." }, { "left": "issue:45375", "right": "issue:45478", "accept": true, - "reason": "Same Qwen3.5 MoE from_pretrained regression; the missing `deepstack_visual_indexes` field matches the reported failure." - }, - { - "left": "issue:44188", - "right": "issue:46851", - "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs Qwen3.5 variable-length position_ids bug; different defects." + "reason": "Same reported Qwen3.5 Moe from_pretrained error, same model family, same v5 loading failure." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "SAM3 vision output attribute error vs TimesFM window_size AttributeError; different models and code paths." + "reason": "SAM3 vision encoder attr error and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs chunked_prefill cache-missing regression; unrelated generation bugs." + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are different problems." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "Missing PyTorch ImportError vs SentenceTransformers loading hang; different symptoms and causes." + "reason": "torch.compile attention-kernel divergence is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal load failure vs DeepSpeed ZeRO3 deque pop error; unrelated." + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque error do not share the same bug." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Whisper timestamp decode crash vs Kimi-K2.5 tokenizer regression; different components." + "reason": "Generation kwargs update after sync_gpus is not the same as missing GenerationMixin cache in chunked_prefill." }, { "left": "issue:45310", "right": "issue:45375", - "accept": true, - "reason": "Same Qwen3.5 MoE from_pretrained failure family; `deepstack_visual_indexes` is the concrete missing-field cause." + "accept": false, + "reason": "Qwen3.5 Moe from_pretrained error and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different failures." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Decoder-input validation error message vs auto_docstring import-time diagnostics; unrelated." + "reason": "T5 decoder-input validation messaging and auto_docstring stdout pollution are unrelated." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 doc-example errors vs missing-vision-backend AutoProcessor crash; different issues." + "reason": "SigLIP2 doc example errors are unrelated to AutoProcessor backend-missing error handling." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "AutoImageProcessor import failure vs image_utils nonexistent import; both import-related but different symbols." + "reason": "Both are import-related, but they involve different symbols and likely different API surfaces." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are different tokenization issues." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Missing torchvision during AutoProcessor loading is not the same as the video offloading/quantization issue." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "Wrong docstring for position_ids vs actual Qwen3.5 variable-length position_ids bug." + "reason": "Wrong position_ids docstring is documentation-only; the other issue is an actual runtime behavior bug." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report vs gemma-4 ZeRO3 from_pretrained failure; not the same underlying bug." + "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not the same underlying issue." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "AutoProcessor video-model crash without torchvision vs unrecognized image processor without vision backend; different missing-dependency paths." + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug vs processor save_pretrained missing files; unrelated." + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are distinct regressions." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading regression vs `continue_final_message` behavior bug; different components." + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and incorrect pipeline-parallel LLM output are separate runtime issues." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma \u2581 roundtrip failure are different Gemma bugs with different symptoms." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration ValueError are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering summary is grounded in the packet, and the soft-edge decisions stay conservative. The only accepted duplicate family is the Qwen3.5 MoE from_pretrained regression around the missing `deepstack_visual_indexes` field, which is supported by the issue titles. The rest of the pair rejections are generally cautious and aligned with the distinct titles/subsystems shown in the packet." + "feedback": "The summary stays grounded in the packet and the soft-edge calls are conservative overall. The only accepted pair, issue:45375 with issue:45478, is clearly the same Qwen3.5 Moe from_pretrained regression. The broader clustering remarks are cautious enough and do not overstate unrelated issues as the same bug." }, "evaluator_used": true, "retried": false, @@ -14043,7 +14228,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 46, "review_unit_count": 60, "status": "reviewed", @@ -14060,7 +14245,6 @@ "issue:36010", "issue:41628", "issue:42175", - "issue:42371", "issue:42673", "issue:42831", "issue:42898", @@ -14069,57 +14253,53 @@ "issue:43278", "issue:43479", "issue:43504", - "issue:43525", "issue:43704", - "issue:43784", + "issue:43723", "issue:43824", - "issue:43873", "issue:43976", "issue:44038", "issue:44222", "issue:44351", "issue:44496", "issue:44568", + "issue:44623", "issue:44792", "issue:44857", + "issue:44869", "issue:44933", "issue:44945", "issue:45081", - "issue:45092", "issue:45103", "issue:45137", "issue:45310", "issue:45405", - "issue:45406", "issue:45561", "issue:45593", "issue:45600", "issue:45712", "issue:45753", + "issue:45812", + "issue:46077", + "issue:46123", "issue:46202", - "issue:46399", + "issue:46693", "issue:46701", "issue:46829", "issue:46877" ], "soft_pairs": [ - "issue:42994|issue:43525", - "issue:42371|issue:45092", - "issue:43873|issue:44945", - "issue:45406|issue:46202", - "issue:43784|issue:46399", "issue:44857|issue:46877", "issue:44945|issue:45753", - "issue:45593|issue:46877", "issue:41628|issue:44351", + "issue:45593|issue:46877", "issue:45081|issue:45103", "issue:36010|issue:41628", "issue:46202|issue:46701", "issue:43278|issue:45137", "issue:44038|issue:45310", "issue:42673|issue:43704", - "issue:44222|issue:45310", "issue:42994|issue:43824", + "issue:44222|issue:45310", "issue:42831|issue:44222", "issue:43232|issue:44792", "issue:43504|issue:45561", @@ -14132,225 +14312,237 @@ "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:42175|issue:45712", - "issue:43479|issue:46829" + "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" ], - "prepared_review_unit_hash": "1439a8b3445e38a16bdaa4f7b8ba25cf85816020b71ae07afd418f3d53fb7b61", + "prepared_review_unit_hash": "b4fed583a66bd31a2613681dbbda7316640e19643b712c317c0c89bc250280e1", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36578, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "soft_pair_count": 31, + "serialized_chars": 36873, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of Transformers issues spanning imports, quantization/offloading, tokenization, multimodal models, and test/CI infrastructure. Most soft links are topical rather than true duplicates; the clearest duplicate pair is the repeated Qwen3ForCausalLM VRAM-leak report in 42673/43704.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical duplicate clearly stands out. Issue 43873 is a plausible representative for the open quantization/offloading area because it has broad active discussion and inbound references, but it is not uniquely central: issue 45561 is also open and has the same inbound reference count in the packet.", + "summary": "This cluster is mostly unrelated issue reports across different bugs. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak issue; use the earlier, more discussed report as canonical.", + "confidence": 0.95, + "canonical_issue_reason": "issue:42673 is the earlier, higher-activity report for the exact Qwen3ForCausalLM multi-dataloader-thread VRAM leak, making it the best canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is a reasonable cluster representative because it is an open, broadly scoped quantization/offloading report with substantial discussion and inbound references, but it should be treated as representative rather than uniquely central given the comparable inbound reference count on 45561.", + "best_issue_reason": "issue:42673 has the strongest evidence and discussion for the same concrete bug as issue:43704, so it is the best representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42994", - "right": "issue:43525", - "accept": false, - "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different bugs with different code paths." - }, - { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "TF32 settings guidance is unrelated to the remote-code/meta-initialization incompatibility in InternVL2." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization offloading and incorrect pipeline-parallel output are separate runtime problems." - }, - { - "left": "issue:45406", - "right": "issue:46202", - "accept": false, - "reason": "Missing Gemma4Processor._tokenizer and Gemma pipeline roundtrip on \u2581 are different tokenizer/pipeline failures." - }, - { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "An import-time NameError for nn and a Qwen3.5 kernel registration crash are unrelated regressions." - }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA loss crash in LwDetr and auto_docstring stdout logging are unrelated subsystems." + "reason": "Different bugs: AMP/CUDA crash in LwDetrImageLoss vs import-time docstring lint noise." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel incorrect output and a Qwen3_5 image infinite loop are not the same failure mode." + "reason": "Different symptoms and code paths: pipeline parallelism output corruption vs a Qwen3_5 image-specific infinite loop." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and auto_docstring import-time diagnostics are unrelated issues." + "reason": "Both are import errors, but for different symbols and modules; not the same underlying bug." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and separate export regressions." + "reason": "Unrelated: D-FINE auxiliary-loss behavior vs auto_docstring import-time logging." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral tokenizer patch crash and future-annotations docstring crash do not share a concrete code path." + "reason": "Different crashes in unrelated subsystems: tokenizer regex patching vs auto_docstring with future annotations." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin and AutoImageProcessor import failures are distinct missing-export bugs." + "reason": "Both are import failures, but of different APIs; too broad to treat as one bug." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "These are related by Gemma family and pipeline area, but they are different underlying bugs." + "reason": "Both mention Gemma, but one is tokenizer roundtrip and the other is an image-text pipeline failure." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in eval and a DeepSpeed ZeRO3 deque IndexError are unrelated." + "reason": "Training/eval dtype drift is unrelated to the ZeRO3 deque IndexError." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3 Moe variants, but they affect different versions and different failure surfaces." + "reason": "Related model family, but different models and different version-specific from_pretrained failures." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same title, same model, and the same VRAM-leak symptom in multiple dataloader threads strongly indicate duplicate reports of the same bug." + "reason": "Exact duplicate title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "FP8 save_pretrained failure and Qwen3.5 from_pretrained incompatibility are separate model lifecycle issues." + "reason": "Quantized model saving failure is unrelated to importing a missing class." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Quantized model saving and Qwen2_5_VL import failure are unrelated bugs." + "reason": "Both involve Qwen3.5 MoE/FP8, but one is save_pretrained while the other is from_pretrained loading; not the same bug." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained failure are different concrete problems." + "reason": "FP8 accuracy regression is different from FP8 MoE save_pretrained failure." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs update after sync_gpus and janus image-generation test failure are not the same issue." + "reason": "Generation kwargs/sync_gpus bug is unrelated to a janus image-generation test failure." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Beit legacy-field loading and pytest-xdist file race are unrelated issues." + "reason": "Different areas: model preset loading vs pytest-xdist file race in testing utilities." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "A test-worker race and stale auto_mappings references are separate CI/test-maintenance problems." + "reason": "Test-worker file race is unrelated to stale auto_mappings references." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model config and xdist race on captured_info.txt do not share a code path." + "reason": "Model config recognition failure is unrelated to captured_info.txt race conditions." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend installation and a missing image_utils import are different dependency/import bugs." + "reason": "Package-install backend omission is unrelated to a missing image_utils import." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version bump timing and auto_docstring import-time logging are unrelated." + "reason": "Release/version pinning problem is unrelated to docstring lint output." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting after failed training and AdaFactor OOM in deepspeed are separate training-path issues." + "reason": "MLflow reporting on failed training jobs is unrelated to a DeepSpeed OOM." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility breakage and a missing image_utils import are unrelated regressions." + "reason": "Python version compatibility issue is unrelated to a missing import from image_utils." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-Transformers loading hang and token-embedding resize reinitialization are different bugs." + "reason": "Loading hang and token-embedding reinit are different model lifecycle bugs." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenization-related, but they describe different defects and behaviors." + "reason": "Both are tokenizer regressions, but they affect different behaviors and are not the same concrete issue." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Missing TensorFlow backend in install extras and leftover dummy PT classes are separate packaging/CI issues." + "reason": "Backend extra installation issue is unrelated to leftover dummy classes and repo-check failures." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Phi4MultimodalConfig default-init bug and VideoPrism hidden_state/output mismatch are different multimodal model issues." + "reason": "Multimodal config defaults and video-classification output wiring are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save files is unrelated to Qwen3.5 MoE loading errors." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction bug is unrelated to the partial-batch pipeline state bug." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are GPU/memory related, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 performance regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior vs wrong token IDs for Granite models." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config initialization bug is unrelated to Whisper word timestamp decode crashing on a trailing replacement character." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer changes in v5, but one is tokenizer loading and the other is special-token insertion behavior." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The clustering is mostly conservative, but the representative-issue rationale overstates the evidence. In the packet, issue 43873 is not clearly \"the most central\" or the one with the most inbound references: issue 45561 is also open and has the same inbound reference count (6). Please phrase 43873 as a plausible representative, not a uniquely central one, and avoid ranking claims not directly supported by the packet. The summary\u2019s broad topical description and the duplicate call on 42673/43704 are otherwise grounded." + "accept": true, + "feedback": "The summary is well grounded in the packet: the two Qwen3ForCausalLM issues have identical titles, the later one has less activity, and the canonical choice is conservative. The soft-edge verdicts also stay cautious and are supported by the issue titles without overclaiming." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14358,7 +14550,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 47, "review_unit_count": 60, "status": "reviewed", @@ -14376,11 +14568,13 @@ "issue:36331", "issue:39692", "issue:42222", - "issue:42673", + "issue:42796", + "issue:42831", "issue:42898", "issue:43116", "issue:43295", "issue:43479", + "issue:43644", "issue:43723", "issue:43784", "issue:43824", @@ -14393,36 +14587,29 @@ "issue:44222", "issue:44295", "issue:44297", - "issue:44568", + "issue:44360", + "issue:44448", "issue:44623", "issue:44625", "issue:44734", "issue:44779", - "issue:44869", + "issue:44933", "issue:45092", "issue:45103", "issue:45125", "issue:45200", - "issue:45310", + "issue:45245", "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:45812", - "issue:46077", - "issue:46123", + "issue:46132", "issue:46231", - "issue:46693", + "issue:46762", "issue:46877", "issue:46909" ], "soft_pairs": [ - "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:44625|issue:46877", "issue:44016|issue:46231", "issue:39692|issue:46909", @@ -14431,10 +14618,10 @@ "issue:43784|issue:43824", "issue:44734|issue:45103", "issue:43874|issue:45092", - "issue:27957|issue:30333", - "issue:30333|issue:34689", "issue:42222|issue:45200", + "issue:27957|issue:30333", "issue:42898|issue:43295", + "issue:30333|issue:34689", "issue:42898|issue:45356", "issue:44295|issue:45656", "issue:30333|issue:36331", @@ -14443,198 +14630,225 @@ "issue:22355|issue:28282", "issue:44222|issue:44297", "issue:44075|issue:46231", - "issue:44060|issue:45125" + "issue:44060|issue:45125", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:42796|issue:43723", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44360|issue:46762", + "issue:45245|issue:46132", + "issue:44222|issue:44623" ], - "prepared_review_unit_hash": "047437477f05b8a4088e4e11f6362570c61f8bcb1088b353e6efe4ed5c11b9b9", + "prepared_review_unit_hash": "1a0925d0896f7d125092184c8eaeca17fad2da98a30b1a5a5a8fb946ae1cf4e8", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35432, - "estimated_input_tokens": 8858, - "estimated_eval_tokens": 17972 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "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. Several share broad themes like v5 regressions, tokenizers, or multimodal models, but none of the soft pairs look like the same underlying bug/change.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45812 is the strongest standalone issue in the set: it reports a concrete, high-impact silent regression with clear scope (all Granite models) and a specific behavior change from v4 to v5.", + "summary": "This cluster is a loose collection of unrelated Transformers issues spanning tokenizers, multimodal models, training, docs, and runtime regressions. None of the soft-linked pairs look like true duplicates or the same fix target, so no mergeable canonical item emerges.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the most actionable and broadly relevant report in the cluster, with a clear regression claim and model family impact.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Different failures: processor save/load file handling vs Qwen3.5 MoE from_pretrained regression." - }, - { - "left": "issue:46077", - "right": "issue:46123", - "accept": false, - "reason": "Different code paths: Gemma4 attention mask construction vs pipeline final-batch result dropping." - }, - { - "left": "issue:42673", - "right": "issue:46693", - "accept": false, - "reason": "Both are performance-related, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 slowdown/regression." - }, - { - "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "Both mention v5 tokenizer changes, but one is clean-up spacing behavior and the other is wrong token IDs for Granite models." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Unrelated multimodal config-init bug vs Whisper timestamp decode crash." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "Different tokenizer regressions affecting different APIs/models; not the same underlying bug." - }, { "left": "issue:44625", "right": "issue:46877", "accept": false, - "reason": "Different subsystems: Qwen3.5 num_labels propagation vs auto_docstring import-time stdout logging." + "reason": "Different problems: config propagation for Qwen3.5 vs auto_docstring printing diagnostics at import time." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Both are docs-related, but one is a notebook syntax error and the other is a parameter-name documentation mismatch." + "reason": "Notebook syntax error and a documentation parameter-name mismatch are separate docs issues." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Different broken documentation examples for different models and failure modes." + "reason": "Different example failures for different models (SigLIP2 vs DIA) with different symptoms." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they concern different tokenizers and distinct incorrect outputs." + "reason": "Both tokenizer-related, but one is a v5 tokenization-space behavior change and the other is a Deepseek tokenizer regression." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Unrelated: multimodal config defaults vs ModelOutput key assignment semantics." + "reason": "One is multimodal config initialization; the other is ModelOutput key assignment logic." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import errors for different packages/models; no shared underlying fix is evident." + "reason": "Different import errors with different causes and packages/models." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Different failures: serve/KV-cache indexing crash vs auto_docstring crash with future annotations." + "reason": "Server KV-cache indexing crash is unrelated to auto_docstring\u2019s annotation-handling AttributeError." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Different multimodal model issues: missing image-patch method vs remote-code meta-init incompatibility." + "reason": "Both concern multimodal models, but the code paths differ: missing processor method vs meta-init incompatibility." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Completely different areas: Flash Attention on XLMRoberta vs MLFlow status reporting." + "reason": "Different model families and distinct bugs: broken VitPose models vs Gemma 4 mm_token_type_ids defaulting." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Different bugs: MLFlow reporting vs model loading regression for Llama 3.2 Vision." + "reason": "Flash Attention 2 on XLMRoberta is unrelated to MLFlow reporting after failed training jobs." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Different model families and failures: VitPose imports broken vs Gemma4 multimodal token type defaults." + "reason": "Both are v5 regressions, but one is tokenization cleanup behavior and the other is processor/tokenizer image-passing behavior." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Related to v5 processor/tokenizer behavior, but one is clean_up_tokenization_spaces and the other is processor.tokenizer access/image-to-tokenizer regression." + "reason": "MLFlow job-status reporting and Llama 3.2 model loading are unrelated issues." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and specific codec/warning behavior." + "reason": "Different tokenizer regressions affecting different models and code paths." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Unrelated: position_ids buffer reading vs duplicated optimizer steps under DeepSpeed." + "reason": "Position_ids buffer access bug is unrelated to Deepspeed causing optimizer.step() to run twice." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Different training issues: MLFlow finalization vs custom trainer loss-signature breakage." + "reason": "Failed-job MLFlow reporting and CustomTrainer compute_loss signature incompatibility are separate training issues." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Both use example scripts, but one is multi-label classification output handling and the other is local dataset loading." + "reason": "Different example scripts and failures: empty multi-label outputs vs local dataset loading." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Different maintenance issues: dependency version bump vs leftover dummy PT classes." + "reason": "PEFT version pinning and leftover dummy PT objects are unrelated maintenance issues." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import-time dependency issues, but one is missing transformers.onnx and the other is missing PyTorch." + "reason": "Both are import/dependency errors, but one is missing transformers.onnx while the other is missing PyTorch for AutoModel." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Different save_pretrained bugs: FP8 MoE serialization vs tokenizer_class metadata mismatch." + "reason": "Both involve save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer behavior bug vs documentation typo; no shared underlying change." + "reason": "SGD arguments not being used is an implementation bug; the other is a docs parameter-name typo." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Different Qwen model issues with unrelated tensor-parallel/warning behavior." + "reason": "Different Qwen3 issues: incorrect tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences are unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent image_utils import and leftover dummy classes are different cleanup problems." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer issues, but one is BPE-marker handling and the other is AutoTokenizer loading." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Deepspeed optimizer double-stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config initialization for Phi4Multimodal is unrelated to non-persistent buffer corruption in v5." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Minimax attention numerical drift are not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to AttentionInterface.register semantics." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but they affect different objects and failure modes." } ] }, @@ -14648,7 +14862,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 48, "review_unit_count": 60, "status": "reviewed", @@ -14658,316 +14872,295 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ + "issue:22355", + "issue:27957", "issue:30990", "issue:38175", "issue:41628", "issue:42757", - "issue:42796", "issue:42831", "issue:42907", "issue:43122", "issue:43232", "issue:43475", - "issue:43479", "issue:43644", "issue:43723", "issue:44190", "issue:44222", + "issue:44261", "issue:44263", + "issue:44279", "issue:44295", "issue:44297", "issue:44360", "issue:44373", - "issue:44448", + "issue:44483", "issue:44484", "issue:44485", "issue:44623", - "issue:44933", "issue:44977", "issue:45071", "issue:45092", - "issue:45245", "issue:45310", "issue:45357", - "issue:45656", - "issue:45712", + "issue:45381", + "issue:45406", "issue:45834", "issue:46050", "issue:46082", "issue:46132", "issue:46209", "issue:46305", + "issue:46328", "issue:46369", "issue:46424", "issue:46431", "issue:46614", "issue:46655", "issue:46710", - "issue:46762", "issue:46909", "issue:46932" - ], - "soft_pairs": [ - "issue:44448|issue:46132", - "issue:44933|issue:45712", - "issue:44360|issue:46762", - "issue:42796|issue:43723", - "issue:42831|issue:44623", - "issue:44297|issue:45656", - "issue:45245|issue:46132", - "issue:44222|issue:44623", - "issue:43479|issue:43644", + ], + "soft_pairs": [ "issue:46132|issue:46710", - "issue:44373|issue:44485", "issue:41628|issue:42757", + "issue:44373|issue:44485", "issue:44297|issue:45310", "issue:45071|issue:46082", "issue:43723|issue:44977", "issue:46614|issue:46932", "issue:44222|issue:44484", - "issue:43122|issue:46209", "issue:44190|issue:46082", + "issue:43122|issue:46209", "issue:44263|issue:45092", "issue:43232|issue:46424", "issue:43232|issue:45834", "issue:43475|issue:46305", "issue:30990|issue:38175", "issue:46209|issue:46431", - "issue:44295|issue:44623", "issue:46305|issue:46655", - "issue:44263|issue:44373", + "issue:44295|issue:44623", "issue:44263|issue:44360", - "issue:45092|issue:45357", + "issue:44263|issue:44373", "issue:42907|issue:46050", + "issue:45092|issue:45357", "issue:46369|issue:46909", - "issue:42831|issue:45310" + "issue:42831|issue:45310", + "issue:45381|issue:46305", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:22355|issue:27957", + "issue:44261|issue:45092", + "issue:43644|issue:46305" ], - "prepared_review_unit_hash": "0bc7197008c5c0566d63690955dc0da252b1fdb5c463373d8024f11dffb9db0e", + "prepared_review_unit_hash": "f242296e72c5a434914eafeb21446d98166770653243d000702b373259c4ffae", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37167, - "estimated_input_tokens": 9292, - "estimated_eval_tokens": 18840 + "soft_pair_count": 30, + "serialized_chars": 36216, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely a grab bag of unrelated Transformers issues; the soft-similarity pairs mostly share broad keywords or subsystems, but not the same concrete bug. I would not merge any of the proposed soft edges.", - "confidence": 0.9, - "canonical_issue_reason": "issue:44263 is the most central issue in the soft graph (it appears in three candidate pairs) and is a concrete, reproducible code-path bug, so it is the best single representative if one must be chosen.", + "summary": "This is a noisy mixed cluster of mostly unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #44263 is the most concrete, code-path-specific bug in the set and the best representative of the small DSA/indexer subtheme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44263 is the strongest standalone issue here: specific behavior, clear component scope (GlmMoeDsaIndexer), and it has the highest apparent linkage among the soft candidates.", + "best_issue_reason": "#44263 has a narrow repro surface and implementation-level scope, making it the clearest issue to anchor this otherwise heterogeneous cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44448", - "right": "issue:46132", - "accept": false, - "reason": "Different bugs: Pegasus model output drift vs attention registration behavior change." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Import surface issue vs leftover dummy class cleanup; no shared failure mode." - }, - { - "left": "issue:44360", - "right": "issue:46762", - "accept": false, - "reason": "Both involve attention/DSA themes, but the concrete problems are different and not the same bug." - }, - { - "left": "issue:42796", - "right": "issue:43723", - "accept": false, - "reason": "Tokenizer BPE-marker handling vs generic AutoTokenizer loading failure." - }, - { - "left": "issue:42831", - "right": "issue:44623", - "accept": false, - "reason": "FP8 accuracy issue and processor.save_pretrained missing files are unrelated." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer config mismatch vs deepspeed double optimizer-step behavior." - }, - { - "left": "issue:45245", - "right": "issue:46132", - "accept": false, - "reason": "Category-limit runtime error is unrelated to AttentionInterface.register behavior." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "Different save_pretrained failures affecting different components and code paths." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Config initialization bug vs non-persistent buffer initialization regression." - }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "Attention registration semantics vs model accuracy regression after upgrade." + "reason": "Different problems: attention registration behavior change vs accuracy regression after a version upgrade." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Docstring issue vs RoPE implementation bug." + "reason": "Unrelated import failures from different packages/modules." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are separate API breakages." + "reason": "A docstring problem is not the same as a RoPE implementation bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs Qwen3.5 from_pretrained error." + "reason": "Tokenizer metadata mismatch in save_pretrained is distinct from a Qwen3.5 from_pretrained failure." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type checking regression is not the same as LlamaConfig head_dim validation." + "reason": "Generic PreTrainedConfig type-checking breakage is not the same as LlamaConfig head_dim validation." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure vs flash-attention generation issue." + "reason": "Tokenizer loading regression and flash-attention generation failure are different code paths." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state vs quantized vision/audio dtype casting." + "reason": "Stale phonemizer backend state is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug and max_shard_size question are unrelated." + "reason": "FP8 save_pretrained failure is not the same as a question about max_shard_size defaults." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Tokenization change across versions vs FP8 inference failure on B200." + "reason": "Local dataset loading script issue is unrelated to a config validation error." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Dataset-loading script issue vs LlamaConfig validation behavior." + "reason": "Tokenizer behavior regression and FP8 inference failure on B200 are different bugs." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer split logic vs remote-code checkpoint/meta-init incompatibility." + "reason": "DSA indexer split behavior and remote-code/meta-init incompatibility do not share the same failure mode." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update bug vs cache length configuration bug." + "reason": "Generation kwargs update bug and cache-length handling are separate mechanisms." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Different generation-time bug than the Kosmos2.5 OCR overflow issue." + "reason": "Generation state update bug and OCR long-input index error are not the same underlying issue." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Missing vision encoder field vs streaming mask off-by-one." + "reason": "Missing attribute on SAM3 video output is unrelated to a sliding-window off-by-one." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Loading hang for Sentence Transformers vs zero-probability outputs in SigLIP2." + "reason": "Loading hang and zero-probability outputs are different symptoms with different likely causes." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 B200 inference failure vs missing chat template on a processor." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "Buffer registration/access bug vs missing files on processor save_pretrained." + "reason": "FP8 inference on B200 and missing chat template are unrelated." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Streaming window off-by-one vs video processor padding calculation." + "reason": "Both involve video processing, but the concrete bugs differ: mask off-by-one vs padding calculation." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Actual DSA/indexer bug vs docstring-only issue." + "reason": "Buffer access error and missing processor save files are different save/load bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same broad GlmMoeDsaIndexer area, but the reported bugs differ enough that they are not clearly duplicates." + "reason": "Same subsystem, but different concrete bugs: split return handling vs missing ReLU." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Meta-init incompatibility for old checkpoints vs save_pretrained saving wrong visual encoder keys." + "reason": "Different bug from a docstring issue." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Different quantization/save-load failures in different model families." + "reason": "Dequantized save failure and broken quantized round-trip are related only broadly, not the same code-path problem." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different failure surfaces." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Memory overflow in sam3-litetext vs broken DIA docs example." + "reason": "Model memory overflow is not the same as a broken documentation example." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy problem vs Qwen3.5 MoE from_pretrained error." + "reason": "FP8 accuracy regression and Qwen3.5 from_pretrained error are not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different model family and different failure mode; not the same underlying issue." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue is unrelated to a SequenceFeatureExtractor.pad performance bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Server request handling failure and Gemma4Processor missing _tokenizer are distinct issues." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA precision error due to rms_norm_eps is unrelated to meta-initialization incompatibility." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and a streaming mask off-by-one are different bugs." } ] }, @@ -14981,7 +15174,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 49, "review_unit_count": 60, "status": "reviewed", @@ -14998,6 +15191,7 @@ "issue:33357", "issue:39401", "issue:41628", + "issue:42371", "issue:42757", "issue:42796", "issue:42831", @@ -15009,282 +15203,285 @@ "issue:43232", "issue:43408", "issue:43540", - "issue:43644", + "issue:43576", "issue:43646", + "issue:43756", + "issue:43784", "issue:43824", + "issue:43937", "issue:43976", "issue:44038", + "issue:44060", "issue:44188", - "issue:44261", - "issue:44279", + "issue:44263", "issue:44295", "issue:44297", "issue:44373", - "issue:44483", "issue:44488", "issue:44568", "issue:44829", "issue:44945", "issue:44964", - "issue:45092", "issue:45278", "issue:45381", - "issue:45406", "issue:45593", "issue:45753", "issue:46002", - "issue:46305", - "issue:46328", + "issue:46172", "issue:46369", "issue:46402", + "issue:46762", "issue:46909" ], "soft_pairs": [ - "issue:44279|issue:46328", - "issue:45381|issue:46305", - "issue:44483|issue:45406", - "issue:22355|issue:27957", - "issue:44261|issue:45092", "issue:44829|issue:46002", - "issue:43644|issue:46305", "issue:42831|issue:44038", "issue:41628|issue:43824", "issue:43408|issue:46402", - "issue:42831|issue:45753", "issue:22355|issue:28218", + "issue:42831|issue:45753", "issue:39401|issue:44568", - "issue:44188|issue:44373", "issue:42886|issue:42994", - "issue:27957|issue:30990", "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:44188|issue:44373", "issue:42757|issue:45278", "issue:43408|issue:46369", "issue:43232|issue:45593", "issue:42796|issue:43122", - "issue:43646|issue:46002", "issue:45381|issue:46909", + "issue:43646|issue:46002", "issue:43540|issue:46909", "issue:30990|issue:33357", "issue:42907|issue:44945", "issue:42907|issue:44964", "issue:43976|issue:44945", "issue:39401|issue:44488", - "issue:44295|issue:44297" + "issue:42371|issue:44263", + "issue:43756|issue:44060", + "issue:44295|issue:44297", + "issue:43576|issue:43784", + "issue:41628|issue:45278", + "issue:46172|issue:46762", + "issue:42907|issue:43937" ], - "prepared_review_unit_hash": "b4fa1d0a675c422cfaf75925c031ead07dfeee799be103300f4e1343f984d963", + "prepared_review_unit_hash": "d153a3c7bb0ca671aa1873489cac63897c8bd7cedec88a304457cc634ce4d728", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35621, - "estimated_input_tokens": 8906, - "estimated_eval_tokens": 18068 + "serialized_chars": 36061, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair appears to be a true duplicate; the high-similarity matches are mostly across different subsystems or different symptom classes, so all are rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out for the full set; these reports span unrelated import, tokenizer, model-loading, and runtime bugs.", + "summary": "The cluster is still mostly heterogeneous, and the packet does not provide explicit duplicate evidence. The closest pair, issue:44829 and issue:46002, looks only tentatively similar at the symptom level, so it should stay unmerged absent stronger evidence.", + "confidence": 0.61, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping the whole set. If forced to pick a representative, the most concrete/high-signal reports are the narrowly scoped bug descriptions, but they are not interchangeable with the others.", + "best_issue_reason": "issue:46002 is the closest representative for the NaNs/classification-head symptom family because it is the more concrete report, but the evidence only supports tentative similarity rather than a confirmed duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44279", - "right": "issue:46328", - "accept": false, - "reason": "Different problems: a vague dependency/import issue vs a tokenizer padding performance regression." - }, - { - "left": "issue:45381", - "right": "issue:46305", - "accept": false, - "reason": "Both involve vision/video-style models, but one is wrong vision position ids and the other is a streaming window off-by-one bug." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Different failure modes: chat/completions request rejection vs a Gemma4Processor attribute error during serving." - }, - { - "left": "issue:22355", - "right": "issue:27957", - "accept": false, - "reason": "Unrelated topics: missing transformers.onnx module vs XLM-RoBERTa Flash Attention 2 support." - }, - { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "Both mention initialization/precision issues, but one is MLA q_a_layernorm eps handling and the other is remote-code meta initialization incompatibility." - }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Different code paths: flash_attention_3 training degeneration vs NaNs in classification heads after checkout/init." - }, - { - "left": "issue:43644", - "right": "issue:46305", - "accept": false, - "reason": "One is non-persistent buffer junk on v5.0.0, the other is an off-by-one in a sliding window mask; not the same bug." + "reason": "Tentatively similar only: both mention classification-head training instability/NaN-like behavior, but the packet gives no explicit duplicate evidence and the failure contexts differ enough to avoid merging." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Both are accuracy-related, but they concern different models and likely different FP8/vision behaviors." + "reason": "Both are model-specific regressions, but they describe different bugs and different code paths." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols/models and likely different missing-export causes." + "reason": "Both are import errors, but for different symbols/models and likely different root causes." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Different objects and symptoms: sam3_video vs sam3_litetext weight loading." + "reason": "Same broad SAM3 area, but the warning vs missing-weights failures are different concrete problems." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Different symptoms and model types: FP8 accuracy issue vs infinite loop on a specific image." + "reason": "Different issues: ONNX import failure vs tokenizer spacing behavior." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "No overlap beyond tokenizer/library context; one is an ONNX import failure and the other is added-token spacing behavior." + "reason": "Different model bugs: FP8 accuracy concerns vs an image-specific infinite loop." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but one is wrong offset mappings and the other is missing BOS/EOS insertion." + "reason": "Both are tokenizer-related, but the symptoms and models differ." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Runtime divergence under torch.compile vs a docstring issue for position_ids; clearly not the same bug." + "reason": "Offline cache loading and quantized-model saving are different code-path failures." }, { "left": "issue:42886", - "right": "issue:42994", + "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure vs quantized model save failure; different APIs and failure points." + "reason": "Tokenizer/loading related only at a broad level; the concrete failures differ." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Different subsystems: Flash Attention 2 support for a model vs Sentence Transformers loading hang." + "reason": "Different model/runtime failures with different symptoms." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Offline tokenizer cache loading vs wrong tokenizer decoder type in v5; related area but distinct defects." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a position_ids docstring issue." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad bundle of import errors after upgrade, not the same concrete missing is_offline_mode symbol." + "reason": "Both involve imports after an upgrade, but they are too broad and not the same concrete failure." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Different sam3 issues: model-type warning vs memory overflow when calling the model." + "reason": "Same family (SAM3) but different failures: model-type warning vs memory overflow." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary losses." + "reason": "Generation-state handling and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Tokenizer BPE marker handling vs version-to-version tokenization drift; similar domain, different concrete bug." + "reason": "Both are tokenization regressions, but the target models and symptoms differ." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:45381", + "right": "issue:46909", "accept": false, - "reason": "Custom model initialization breakage vs NaNs in classification heads; not the same underlying defect." + "reason": "Different domains entirely: video position IDs vs a documentation example bug." }, { - "left": "issue:45381", - "right": "issue:46909", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Video input position-id bug vs a broken DIA documentation example; unrelated." + "reason": "Custom model initialization breakage is not the same bug as NaNs in classification heads." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video ValueError vs documentation example issue; unrelated." + "reason": "Video-processing ValueError is unrelated to a documentation example bug." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are loading/runtime issues, but one is a hang and the other is a macOS bus error on a specific CLIP model." + "reason": "Different models/platforms with different runtime symptoms." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving/dequantization vs incorrect outputs under pipeline parallelism; different bug classes." + "reason": "Model-saving failure and pipeline-parallel output divergence are different problems." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is unrelated to loading Phi-4 multimodal." + "reason": "Saving/dequantization issues are unrelated to a multimodal model load failure." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility regression vs pipeline parallelism output corruption." + "reason": "Python-version incompatibility is unrelated to pipeline-parallel correctness." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Offset mapping tokenizer bug vs model loading failure for cjvt/sleng-bert." + "reason": "Both are tokenizer/loading-related, but one is wrong offsets and the other is a load failure." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and torch.split return behavior are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific architecture bugs." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading position_ids after buffer registration vs tokenizer_class metadata mismatch in save_pretrained." + "reason": "A registered-buffer read issue and tokenizer metadata mismatch are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Environment command regression and an import NameError are separate issues." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "The latter is broader, but this is not the same concrete import failure." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical/transpose behavior in unrelated model families." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model-saving failure is unrelated to invalid GenerationConfig validation." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is too confident relative to the packet. There is no explicit duplicate evidence, and all soft pairs are marked deterministic_accept=false. In particular, treating issue:44829 and issue:46002 as the \"same underlying bug\" and calling issue:46002 the \"best representative\" because of the \"strongest duplicate evidence\" overstates what the packet supports. Please soften that verdict to a tentative similarity at most, or leave it unmerged unless there is stronger evidence." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -15292,7 +15489,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 50, "review_unit_count": 60, "status": "reviewed", @@ -15306,11 +15503,11 @@ "issue:29127", "issue:29159", "issue:36296", + "issue:38617", "issue:39401", - "issue:41628", "issue:42175", - "issue:42371", "issue:42757", + "issue:42898", "issue:42907", "issue:43116", "issue:43122", @@ -15318,16 +15515,14 @@ "issue:43408", "issue:43452", "issue:43475", - "issue:43576", - "issue:43756", + "issue:43493", "issue:43784", "issue:43824", "issue:43937", "issue:44038", - "issue:44060", "issue:44117", + "issue:44188", "issue:44222", - "issue:44263", "issue:44295", "issue:44297", "issue:44351", @@ -15346,251 +15541,253 @@ "issue:45290", "issue:45478", "issue:45600", - "issue:46172", + "issue:45753", + "issue:46231", "issue:46326", + "issue:46328", "issue:46614", - "issue:46762" + "issue:46877" ], "soft_pairs": [ - "issue:42371|issue:44263", - "issue:43756|issue:44060", - "issue:43576|issue:43784", - "issue:46172|issue:46762", - "issue:42907|issue:43937", - "issue:41628|issue:45278", "issue:43784|issue:45600", "issue:39401|issue:44521", "issue:44117|issue:44704", "issue:44625|issue:44829", - "issue:44360|issue:44485", "issue:43408|issue:43475", - "issue:43122|issue:44521", "issue:44704|issue:45290", + "issue:43122|issue:44521", + "issue:44360|issue:44485", "issue:43122|issue:46326", "issue:42907|issue:43452", "issue:44038|issue:44297", "issue:22355|issue:29159", - "issue:44038|issue:44295", "issue:45216|issue:45478", + "issue:44038|issue:44295", "issue:39401|issue:46614", "issue:44038|issue:44222", - "issue:43116|issue:45200", "issue:43824|issue:44351", + "issue:43116|issue:45200", "issue:43122|issue:44779", - "issue:36296|issue:43116", "issue:43278|issue:44945", + "issue:36296|issue:43116", "issue:42757|issue:44351", "issue:22355|issue:29127", - "issue:42175|issue:44938" + "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" ], - "prepared_review_unit_hash": "850dc6583acbd665a19b07e9820a1d7b0becbd49637c728a597666d88dc1b6b7", + "prepared_review_unit_hash": "3c678673e588c0b28ee5991ccdf865831b8f0acc1150962482aaed9acda93a3b", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36380, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "serialized_chars": 36465, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the items span unrelated Transformers issues across tokenizers, imports, model configs, save/load, and parallelism. None of the soft-edge pairs look like the same concrete bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue fits well because the cluster is heterogeneous; the reports do not converge on one underlying defect.", + "summary": "The cluster is not a true duplicate set: the items span unrelated import errors, tokenizer regressions, multimodal chat-template bugs, model-specific failures, training issues, and docs/perf reports. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster; the apparent matches are mostly lexical, not the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the closest umbrella item because it broadly covers the import-regression theme, but it still does not subsume the rest of the cluster.", + "best_issue_reason": "No issue is a good global canonical. 45278 is the broadest import-regression report, but it does not subsume the many unrelated tokenizer/model/training bugs here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "Different subsystems and failures: TF backend packaging vs a GlmMoe tensor split bug." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Both involve model internals, but one is RoPE layer composition and the other is a tied-weights warning in Qwen3-Next." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "A broken CLI command and a sentence-transformers import NameError are unrelated code paths." - }, - { - "left": "issue:46172", - "right": "issue:46762", - "accept": false, - "reason": "Different model families and different numerical issues; no shared concrete fix." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is unrelated to a GLM-5 GenerationConfig validation error." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Both are import-related, but they reference different missing symbols and a broad upgrade symptom rather than one bug." - }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import failure and removed Sam3LiteText config references are different problems." + "reason": "Different failures: sentence-transformers import error vs removed SAM3 Lite config references breaking CI." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping bug vs multimodal assistant mask generation are distinct paths." + "reason": "Tokenizer offset_mapping bug is unrelated to multimodal assistant_masks being all zeros." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping fallback logic and AutoProcessor cached_file kwargs are separate API bugs." + "reason": "TOKENIZER_MAPPING_NAMES/from_pretrained logic is unrelated to AutoProcessor kwargs forwarding." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "A config propagation bug and a flash_attention_3 training regression are unrelated." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different code paths." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "DSA indexer math vs GLM-5 RoPE implementation are not the same defect." + "reason": "Both are SAM3-related, but one is a model-type warning and the other is a missing attribute in vision output." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "A model-type mismatch warning and a missing encoder output attribute are different SAM3 issues." + "reason": "AutoProcessor cached_file kwargs bug is unrelated to apply_chat_template crashing on tool-call messages." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer version drift and multimodal chat-template masks are different behaviors." + "reason": "General v4-to-v5 tokenization differences are not the same as multimodal assistant mask generation." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "AutoProcessor argument forwarding and assistant tool-call chat templating are unrelated." + "reason": "DSA indexer/ReLU discussion is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizers, but one is general tokenization drift and the other is mistral_common continue_final_message handling." + "reason": "Both mention tokenization, but one is a broad v4/v5 regression and the other is a mistral_common continue_final_message bug." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Model save/load failure and gguf_file loading breakage are different code paths." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer.save_pretrained class mismatch are unrelated." + "reason": "Qwen3-VL-Moe bug and tokenizer.save_pretrained config mismatch are different issues." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "ONNX import failure and slow/fast tokenizer inconsistency are not the same bug." + "reason": "Missing transformers.onnx module is unrelated to slow/fast tokenizer inconsistency." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Different failures: Qwen3-VL-Moe behavior vs reading a registered position_ids buffer." + "reason": "Both involve Qwen3.5, but save_pretrained checkpoint corruption and from_pretrained failure are not the same bug." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Same model family and version area, but save_pretrained corruption and from_pretrained loading failure are different concrete bugs." + "reason": "Qwen3-VL-Moe regression is unrelated to position_ids buffer access errors." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 offset mapping and Wav2Vec2 phonemizer language state are unrelated tokenizer bugs." + "reason": "Qwen3 offset_mapping and Wav2Vec2 phonemizer backend caching are unrelated tokenizer/audio bugs." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different MoE-related issues: one is Qwen3-VL-Moe, the other FP8 save_pretrained behavior." + "reason": "Qwen3-VL-Moe import/runtime issue is unrelated to FP8 save_pretrained behavior." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Example-script multi-label classification output and Gemma 4 mm_token_type_ids defaults are different problems." + "reason": "Both are import errors, but for different missing symbols and different root causes." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Both are import errors, but for different missing exports and no shared fix is evident." + "reason": "Example-script empty multi-label results and mm_token_type_ids defaulting are different problems." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Tokenizer regression in general vs Deepseek-specific tokenizer incorrect results are separate issues." + "reason": "Both are tokenizer regressions, but not the same tokenizer/model or code path." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Tensor parallel training bug and classification example behavior are unrelated." + "reason": "BF16-to-FP32 eval dtype change is unrelated to incorrect pipeline-parallel LLM output." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Dtype drift between train/eval and incorrect LLM output under pipeline parallelism are different runtime issues." + "reason": "Tensor-parallel training bug and classification example empty outputs are unrelated." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; same broad symptom only." + "reason": "huggingface_hub missing is_offline_mode and transformers missing HybridCache are separate import regressions." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "ONNX module import failure and LayoutLMv3 error-message clarity are unrelated." + "reason": "onnx import failure and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "TF backend packaging and Python 3.14 load failure are distinct environment issues." + "reason": "Missing TensorFlow extra in pip install and Python 3.14 load failure are different environment issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image infinite loop are different multimodal bugs." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs parameter-name mismatch is unrelated to import-time docstring lint output." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "v5 tokenization-space cleanup behavior and stale phonemizer language caching are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific layer_type_validation import error and broad import failures after upgrade are not the same concrete bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation-config validation and GLM-5 RoPE implementation are different defects." } ] }, @@ -15604,7 +15801,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 51, "review_unit_count": 60, "status": "reviewed", @@ -15614,26 +15811,30 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ - "issue:38617", + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", "issue:42371", "issue:42673", - "issue:42898", + "issue:42796", + "issue:43064", "issue:43066", "issue:43116", + "issue:43441", "issue:43493", "issue:43611", "issue:43618", + "issue:43673", "issue:43825", + "issue:43827", "issue:43874", - "issue:43937", "issue:43976", "issue:43992", "issue:44038", "issue:44075", - "issue:44188", "issue:44263", "issue:44355", - "issue:44485", "issue:44610", "issue:44625", "issue:44704", @@ -15643,44 +15844,35 @@ "issue:45072", "issue:45083", "issue:45092", - "issue:45278", "issue:45357", "issue:45446", "issue:45478", - "issue:45753", "issue:46002", "issue:46231", - "issue:46328", "issue:46614", + "issue:46640", "issue:46697", "issue:46710", "issue:46726", "issue:46752", "issue:46762", "issue:46829", - "issue:46877", "issue:46909", "issue:46981" ], "soft_pairs": [ - "issue:43493|issue:45753", - "issue:44188|issue:46328", - "issue:46231|issue:46877", - "issue:43937|issue:44485", - "issue:42898|issue:46614", - "issue:38617|issue:45278", "issue:43066|issue:44779", "issue:43611|issue:46002", + "issue:42673|issue:45072", "issue:43976|issue:45446", "issue:44038|issue:45478", - "issue:42673|issue:45072", "issue:43116|issue:43493", "issue:45357|issue:45478", "issue:44355|issue:46231", "issue:44625|issue:46002", "issue:42371|issue:43874", - "issue:45083|issue:45446", "issue:44610|issue:46909", + "issue:45083|issue:45446", "issue:46726|issue:46981", "issue:44075|issue:44936", "issue:43618|issue:46829", @@ -15689,205 +15881,211 @@ "issue:43992|issue:44704", "issue:46614|issue:46752", "issue:44995|issue:46697", + "issue:44263|issue:46762", + "issue:28348|issue:46640", "issue:45092|issue:46762", - "issue:44263|issue:46762" + "issue:42673|issue:42796", + "issue:42222|issue:43441", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673" ], - "prepared_review_unit_hash": "175960760e28293e1548ff4267489289be4ea254cfd53dfe71cb69068be5d834", + "prepared_review_unit_hash": "5b4c93500326ffb37e24391bd8756d9a2bbd4436c5fd776ae139d78266c61c5a", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35316, - "estimated_input_tokens": 8829, - "estimated_eval_tokens": 17914 + "serialized_chars": 35843, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft edges look like title-similarity false positives across unrelated model bugs, API regressions, docs, and runtime issues; none clearly share the same concrete underlying fix.", - "confidence": 0.81, - "canonical_issue_reason": "If one issue must anchor the set, issue:45278 is the broadest umbrella-style report ('many import errors after update to 5.5.0'); however, the candidate pairs are heterogeneous enough that there is no strong true duplicate canonical.", + "summary": "This cluster is a loose similarity set of mostly unrelated Transformers issues. None of the soft pairs are close enough to treat as the same underlying bug/change, so all edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44779 is the clearest concrete bug report in the set: it has a specific regression claim, version split (v4 vs v5), and an identifiable tokenizer failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general user-facing regression report among the set, so it is the least-bad representative even though the cluster is not a cohesive duplicate group.", + "best_issue_reason": "issue:44779 is the strongest representative issue because it is specific, user-facing, and well-scoped compared with the other mostly broad, model-specific, or docs-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "Both mention Qwen/vision-related regressions, but one is a SigLIP2 implementation mismatch and the other is an infinite-loop behavior for a specific image; different bugs." - }, - { - "left": "issue:44188", - "right": "issue:46328", - "accept": false, - "reason": "Attention-kernel divergence under torch.compile and a numpy/list padding performance issue are unrelated code paths and fixes." - }, - { - "left": "issue:46231", - "right": "issue:46877", - "accept": false, - "reason": "A documentation parameter-name mismatch and import-time doc-lint stdout noise are different documentation/tooling issues." - }, - { - "left": "issue:43937", - "right": "issue:44485", - "accept": false, - "reason": "One is a GenerationConfig validation failure for GLM-5, the other a RoPE implementation discussion; not the same concrete bug." - }, - { - "left": "issue:42898", - "right": "issue:46614", - "accept": false, - "reason": "Tokenizer cleanup semantics and stale phonemizer backend state are different tokenizer/audio-processing bugs." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "Both are import failures, but one is a missing symbol import and the other is a broad upgrade regression with many import errors; too coarse to treat as the same bug." - }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong decoder type in v5 and DeepSeek tokenization regressions are both tokenizer-related but not the same underlying defect." + "reason": "Both involve tokenizers in v5, but the failures differ: decoder-type mismatch vs incorrect DeepSeek tokenization results. Different bug surfaces and likely different fixes." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "A base_model_prefix loading regression and NaNs in classification heads are unrelated failure modes." + "reason": "Loading via base_model_prefix and NaNs in classification heads are unrelated failure modes and code paths." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage across dataloader threads is unrelated to bfloat16 dtype mismatches during inference." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility breakage and a PyTorch-version guard bug in flex_attention are different platform checks." + "reason": "A Python-version compatibility issue is not the same as a torch-version gate for a flex_attention import." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen MoE models, but they target different versions/models and different failure modes (general bug vs from_pretrained error)." - }, - { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM multi-threaded loading and bfloat16 dtype mismatches in other models are unrelated issues." + "reason": "Different model families and different symptoms: Qwen3-VL-Moe bug vs Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification example output and SigLIP2 model discrepancy are entirely different bugs." + "reason": "Multi-label example script output is unrelated to SigLIP2 implementation numerical discrepancy." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 serialization/loading regressions, but one is save_pretrained key corruption and the other is a from_pretrained error; not the same concrete fix." + "reason": "Both touch Qwen3.5, but one is about save_pretrained visual encoder keys and the other about from_pretrained loading errors; not the same bug." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python-file errors and a documentation typo are unrelated." + "reason": "Compiled Python file errors are unrelated to a documentation parameter-name mismatch." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and NaNs in classification heads are different bugs in different layers of the stack." + "reason": "num_labels propagation and NaNs in classification heads are different issues with different likely fixes." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-processor method are unrelated." + "reason": "TF32 API guidance and a missing image patch helper are unrelated." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "Feature-extraction length calculation in qwen3_omni_moe and an import version check in flex_attention are different subsystems." + "reason": "Processor image-size mismatch is not the same as a broken documentation example." }, { - "left": "issue:44610", - "right": "issue:46909", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "A processor/model input-size mismatch and a broken documentation example are not the same underlying issue." + "reason": "A qwen3_omni_moe feature-length helper bug is unrelated to a flex_attention import version check." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Missing vision-backend handling in AutoProcessor and repeated 429 retries over HF_ENDPOINT config files are different request-handling bugs." + "reason": "Missing vision backend handling and repeated HTTP 429 retries are different AutoProcessor problems." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unused SGD args in the optimizer and a trainer train/evaluate lifecycle failure are unrelated." + "reason": "Optimizer argument handling and trainer evaluate-after-train behavior are distinct code paths and bugs." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-structure bugs, but they affect different model classes and fields; not one shared concrete code path." + "reason": "Both are output-field issues, but they affect different model outputs and fields; not the same concrete bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Classification example output and an inaccurate pipeline error message are separate issues." + "reason": "Example-script multi-label behavior is unrelated to a pipeline() error message/docs deprecation issue." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression and a DeepSeek accuracy regression are too broad to merge as the same bug." + "reason": "These are both regression reports around DeepSeek/tokenization, but one is a tokenizer decoder-type problem and the other is a broad accuracy regression; too weak to merge." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 encoder weight loading and AutoProcessor kwargs forwarding are separate loading bugs." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "A stale phonemizer backend after language switching is unrelated to empty-list chat templating crashes." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache crash and image over-padding are different subsystems and symptoms." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value bug in an indexer is not the same as numerical divergence in Minimax MSA attention." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "One is a specific GPT2LMHeadModel FlashAttention 2 support request, the other a generic Flash Attention 2 issue; not enough evidence of the same bug/change." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Minimax attention numerical differences are unrelated." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Missing embed_tokens.weight on UMT5Encoder and AutoProcessor kwargs not reaching cached_file are different loading-path bugs." + "reason": "VRAM leakage in threaded loading and tokenizer BPE-marker handling are unrelated." }, { - "left": "issue:46614", - "right": "issue:46752", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Stale phonemizer language state and apply_chat_template crashing on an empty list are unrelated edge cases." + "reason": "Different model families and different failures: vitpose breakage vs Ministral-3 FlashAttention incompatibility." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "A stale indexer cache on second forward pass and over-padding in Swin2SR image processing are different bug classes." + "reason": "Docs still referencing pipeline() and a flex_attention version check are unrelated." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints and numerical attention differences in Minimax are unrelated." + "reason": "A generic tokenizer-loading regression and a Qwen3 offset_mapping bug are not the same underlying issue." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and Minimax attention numerical drift are different concrete problems." + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache during chunked_prefill." } ] }, @@ -15901,7 +16099,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 52, "review_unit_count": 60, "status": "reviewed", @@ -15911,24 +16109,18 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-503", "nodes": [ - "issue:28348", - "issue:33453", "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42617", "issue:42673", - "issue:42796", - "issue:43064", "issue:43122", "issue:43408", - "issue:43441", "issue:43450", "issue:43673", "issue:43742", "issue:43824", - "issue:43827", "issue:43937", "issue:43986", "issue:44117", @@ -15936,14 +16128,17 @@ "issue:44380", "issue:44410", "issue:44466", + "issue:44484", "issue:44779", "issue:44829", + "issue:44877", "issue:44977", "issue:45071", "issue:45081", "issue:45216", "issue:45310", "issue:45341", + "issue:45362", "issue:45405", "issue:45446", "issue:45561", @@ -15952,21 +16147,17 @@ "issue:45632", "issue:46002", "issue:46077", + "issue:46178", + "issue:46209", + "issue:46231", "issue:46298", "issue:46328", "issue:46512", - "issue:46640", "issue:46655", "issue:46752", "issue:46981" ], "soft_pairs": [ - "issue:28348|issue:46640", - "issue:43827|issue:45446", - "issue:33453|issue:39401", - "issue:42673|issue:42796", - "issue:42222|issue:43441", - "issue:43064|issue:43673", "issue:43937|issue:45563", "issue:43824|issue:46981", "issue:43673|issue:46328", @@ -15975,225 +16166,230 @@ "issue:44291|issue:45071", "issue:45405|issue:45446", "issue:44117|issue:45588", - "issue:44466|issue:46002", "issue:44380|issue:46077", - "issue:39401|issue:44779", + "issue:44466|issue:46002", "issue:43937|issue:44977", + "issue:39401|issue:44779", "issue:44410|issue:45310", + "issue:45071|issue:46512", "issue:45632|issue:46981", "issue:45341|issue:45561", - "issue:45071|issue:46512", - "issue:45341|issue:46328", "issue:43450|issue:43986", + "issue:45341|issue:46328", "issue:44829|issue:45216", "issue:44117|issue:45081", "issue:42617|issue:45341", - "issue:43122|issue:46298", "issue:43408|issue:43742", - "issue:38617|issue:41628" + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:39401|issue:46209" ], - "prepared_review_unit_hash": "940ea2bb2679cb2d3bad7d7e8e08c87cd16acb03568b04492f5b7ef40fb8be25", + "prepared_review_unit_hash": "6baa9b8a24c38163c73a56fbd3beaac71451fda9f0eee39d45c929456c1b145f", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36606, - "estimated_input_tokens": 9152, - "estimated_eval_tokens": 18560 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35756, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster: the items mostly fall into separate Transformers problem areas (tokenizers, FlashAttention, imports, generation, training, video processors, testing utils) with only superficial title overlap. None of the soft edges look safe to merge.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43122 is the broadest tokenizer-regression report here and the best single anchor if one must choose, but it is still not a duplicate of the other model-specific tokenizer bugs.", + "summary": "Mostly unrelated Transformers issues grouped by superficial similarity; none of the soft pairs look like the same underlying bug/change, so no duplicates should be accepted.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a true duplicate hub; the cluster is heterogeneous. If a representative must be chosen, issue:43937 is the broadest user-facing regression report, but it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the most general and reusable triage anchor for the tokenizer-regression subset; it is the closest thing to a cluster representative without forcing unrelated issues together.", + "best_issue_reason": "Issue:43986 is one of the clearest actionable bug reports in the set (explicit crash path and missing-dependency condition), but it still is not representative of the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "Both mention FlashAttention 2, but one is a GPT-2 support request and the other is a generic bug report; different underlying changes." - }, - { - "left": "issue:43827", - "right": "issue:45446", - "accept": false, - "reason": "Docs referencing removed pipeline APIs and a PyTorch version check bug in flex_attention are unrelated code paths." - }, - { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Both are tokenizer regressions, but loading regression vs Qwen3 offset_mapping bug are different defects." - }, - { - "left": "issue:42673", - "right": "issue:42796", - "accept": false, - "reason": "VRAM leak in dataloader threads and incorrect BPE marker handling are unrelated." - }, - { - "left": "issue:42222", - "right": "issue:43441", - "accept": false, - "reason": "Vitpose model breakage and Ministral FlashAttention failure do not share the same underlying bug." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is separate from missing generation cache in chunked prefill." - }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation issues." + "reason": "GenerationConfig validation failure vs a stale warning in paged generate(); different behavior and code paths." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for a missing model symbol and repeated 429 retries in AutoProcessor are unrelated." + "reason": "ImportError for a missing model class vs repeated HTTP 429 retries in AutoProcessor; unrelated failure modes." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "A generation cache bug and a padding performance inefficiency are not the same defect." + "reason": "Chunked prefill cache regression vs SequenceFeatureExtractor.pad performance issue; not the same bug." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "VRAM leak in threading and a video-processor padding miscalculation are different problems." + "reason": "VRAM leak in Qwen3ForCausalLM multithreading vs incorrect video padding calculation; different subsystems." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Broken vitpose models and an empty-list chat-template IndexError are unrelated." + "reason": "Broken vitpose models vs apply_chat_template on empty list; unrelated model families and code paths." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized argument handling and PretrainedConfig type checking are separate API regressions." + "reason": "Unexpected _is_hf_initialized arg during init_empty_weights vs PreTrainedConfig type-checking regression; distinct defects." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A PEFT minimum-version bump and a PyTorch version guard bug do not share the same fix." + "reason": "Version pin bump to unreleased PEFT vs wrong PyTorch version check for AuxRequest import; not a duplicate." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention crashing on s_aux=None are different failure sites." + "reason": "TOKENIZER_MAPPING_NAMES None handling vs flash_attention crash on s_aux=None; different components and triggers." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask construction; separate model-specific bugs." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head serialization inconsistency and NaNs after checkout/init are not the same underlying issue." + "reason": "Serialization of tied lm_head weights vs NaNs in classification heads; unrelated symptoms and fixes." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Both involve attention behavior, but GPT-2 backend scaling and Gemma4 bidirectional masking are distinct code paths." + "reason": "GLM-5 GenerationConfig invalid vs Qwen3.5 flash-attention generation failure; different models and root causes." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer correctness bugs for different models; no evidence they are the same defect." + "reason": "Qwen3 tokenizer offset_mapping bug vs Deepseek tokenization regression in v5; same broad area, different concrete issue." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "GLM generation-config validation and Qwen3.5 FlashAttention generation failure are separate issues." + "reason": "Missing qkv/gate projections in qwen3next layer 0 vs Qwen3.5 Moe from_pretrained error; not the same failure." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next is not the same as a Qwen3.5 MoE from_pretrained error." + "reason": "Type checking break in v5.4.0 vs stale config.dtype after from_config(dtype=...); different API regressions." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Local cache-path collision and repeated HTTP 429 retries are unrelated behavior." + "reason": "Local trust_remote_code cache-path collision vs repeated retry behavior on 429 responses; unrelated loader issues." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing utilities, but a generic bug in testing_utils.py is not enough to equate it with the captured_info.txt xdist race." + "reason": "Minor testing_utils bug vs xdist race on captured_info.txt; different test infrastructure problems." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Type-checking breakage in v5.4.0 and stale config dtype after from_config are different regressions." + "reason": "Batched video processor shape bug vs crash loading video model without torchvision; distinct preprocessing vs dependency handling." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Batched video-shape bug and missing-torchvision AutoProcessor crash are separate video-processing problems." + "reason": "testing_utils bug vs numpy-to-list conversion slowdown in SequenceFeatureExtractor.pad; not a duplicate." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Degenerate training under flash_attention_3 and incorrect checkpoint saving for Qwen3.5 are not the same bug." + "reason": "FlashAttention-3 training degeneration vs Qwen3.5 save_pretrained checkpoint regression; different code paths." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "A tokenizer-mapping None assumption and a Mistral regex patch AttributeError are different loading paths." + "reason": "Tokenizer mapping None handling vs Mistral regex patch crash on backend_tokenizer access; unrelated causes." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A 3d_parallel.py runtime failure and a testing_utils.py bug are unrelated." + "reason": "Cannot run 3d_parallel.py vs a minor testing_utils bug; no shared underlying bug." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Tokenizer behavior regression and noisy logging are not duplicates." + "reason": "sam3_video/sam3_tracker type mismatch warning vs MobileLLM key error on load; different model-loading issues." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "sam3 model-type warning and MobileLLM key error are different loading failures." + "reason": "Tokenization changes across versions vs noisy logging message; totally different severity and behavior." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different subsystems." + "reason": "ImportError for layer_type_validation vs ImportError for AutoImageProcessor; both import-related but distinct missing symbols." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash vs padding performance inefficiency; unrelated functionality." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken vitpose models vs backend mapping rejection for tensorflow_text; different areas and fixes." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config blocking granite_speech load vs docstring/parameter-name mismatch in set_training(); not a duplicate." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 Moe loading error; not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping regression vs FP8 inference failure on B200; completely different problem class." } ] }, @@ -16207,7 +16403,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 53, "review_unit_count": 60, "status": "reviewed", @@ -16219,19 +16415,24 @@ "nodes": [ "issue:27957", "issue:38617", - "issue:39401", "issue:41628", "issue:42222", "issue:42371", + "issue:42886", + "issue:43012", "issue:43066", "issue:43097", "issue:43122", "issue:43208", "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", "issue:43673", "issue:43874", "issue:43931", "issue:43937", + "issue:43986", "issue:44038", "issue:44075", "issue:44077", @@ -16245,281 +16446,287 @@ "issue:44485", "issue:44493", "issue:44496", - "issue:44877", + "issue:44829", "issue:44933", + "issue:45003", "issue:45071", "issue:45278", - "issue:45310", "issue:45341", - "issue:45362", "issue:45464", "issue:45478", "issue:45542", "issue:45656", "issue:46172", - "issue:46178", - "issue:46209", - "issue:46231", - "issue:46328", "issue:46617", "issue:46762", "issue:46894", "issue:46981" ], "soft_pairs": [ - "issue:45362|issue:46328", - "issue:42222|issue:46178", - "issue:44877|issue:46231", "issue:42371|issue:44261", - "issue:44484|issue:45310", - "issue:39401|issue:46209", "issue:43937|issue:44496", "issue:44261|issue:46762", "issue:42371|issue:46617", "issue:44410|issue:45478", "issue:44933|issue:45278", - "issue:38617|issue:44220", "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:44483|issue:45464", "issue:43673|issue:45341", - "issue:44077|issue:46981", "issue:42222|issue:45542", + "issue:44077|issue:46981", "issue:43931|issue:44410", "issue:41628|issue:45071", "issue:45071|issue:45542", "issue:43874|issue:44261", - "issue:44263|issue:46172", "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:43931|issue:44038", "issue:44360|issue:46172", "issue:27957|issue:43352", - "issue:43931|issue:44038" + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485" ], - "prepared_review_unit_hash": "09d5b9f0954ff4d2b6a2b78bbe821a3ec63bbf6d0e3e7dabf28c1df8bbd1c23a", + "prepared_review_unit_hash": "d4e9052fab9de40a8db375afc57004d0dde5b6681fd4ccf354fd2e62cdc0b739", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36040, - "estimated_input_tokens": 9010, - "estimated_eval_tokens": 18276 + "soft_pair_count": 32, + "serialized_chars": 36828, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues that only share broad Transformer-regression or model-family themes. I found no soft pair that looks safely like the same underlying bug/change, so I would not deduplicate any of them based on the provided evidence.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45464 is the strongest canonical issue candidate: it is specific, user-facing, and tied to a concrete failure mode (Qwen3.5-0.8B chat/completions streaming inference), making it a better anchor than broader or more ambiguous reports.", + "summary": "Mostly a heterogeneous set of unrelated Transformers issues, with a small import-regression subgroup. Only one soft edge looks duplicate-like: a specific import failure and a broader post-upgrade import-error umbrella.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the best umbrella issue: it broadly covers the same post-upgrade import breakage pattern seen in the import-related subset, and is more representative than the narrow single-failure reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45464 is the best overall issue to keep as a representative report because it describes a precise, reproducible code-path problem with clear model and API context.", + "best_issue_reason": "issue:45278 is the strongest representative for this cluster because it is the broadest, most central issue around import regressions after upgrading Transformers.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45362", - "right": "issue:46328", - "accept": false, - "reason": "Different subsystems and failures: chat/completions behavior for Qwen3.5 vs feature-extractor padding performance." - }, - { - "left": "issue:42222", - "right": "issue:46178", - "accept": false, - "reason": "VitPose model loading breakage is unrelated to the tensorflow_text backend error." - }, - { - "left": "issue:44877", - "right": "issue:46231", - "accept": false, - "reason": "One is a config-loading regression; the other is a documentation mismatch in set_training()." - }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API/settings guidance is unrelated to the MLA layernorm epsilon precision issue." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5-MoE from_pretrained loading errors." - }, - { - "left": "issue:39401", - "right": "issue:46209", - "accept": false, - "reason": "Tokenizer offset mapping and FP8/B200 inference are different bugs with no shared code-path evidence." + "reason": "TF32 configuration behavior and MLA layernorm epsilon precision are different bugs in different code paths." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model/config.json errors are distinct loading/validation problems." + "reason": "Both are loading/config errors, but one is a GLM generation-config validation problem and the other is an unrecognized model/config issue." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical behavior, but they involve different models and different attention implementations." + "reason": "Both mention numerical issues, but they concern different models and different mechanisms (layernorm epsilon vs MSA attention mismatch)." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 settings are unrelated to trust_remote_code cache FileNotFoundError behavior." + "reason": "TF32 settings and offline trust_remote_code cache loading are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing Qwen3next projections is not the same as Qwen3.5-MoE from_pretrained failure." + "reason": "Both are Qwen-related, but one is missing projections in qwen3next and the other is a from_pretrained error for Qwen3.5 MoE." }, { "left": "issue:44933", "right": "issue:45278", - "accept": false, - "reason": "Shared import-error theme is too broad; these do not appear to be the same import regression." + "accept": true, + "reason": "This looks like the same upgrade-driven import regression: 44933 is a specific missing import, while 45278 is the broader report of many import errors after the version update." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "An import error in configuration_utils is unrelated to the fbank feature extraction bug." + "reason": "Both involve optimizers, but one is ignored SGD args and the other is a double optimizer step under deepspeed." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "SGD argument handling and double optimizer stepping under deepspeed are different optimizer bugs." + "reason": "An import error from configuration_utils and a feature-extraction bug are not the same underlying defect." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and CohereASR double-shift loss bug are not the same underlying defect." + "reason": "These are different model-specific training bugs with no clear shared code-path." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Tokenizer decoder type mismatch and tokenization differences across versions are related at a high level but not the same concrete bug." + "reason": "Both relate to tokenizer behavior changes in v5, but one is a wrong decoder type and the other is a tokenization-output difference." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return-value issue in one indexer is unrelated to GLM-5 RoPE implementation." + "reason": "Different GLM issues: torch.split handling in a DSA indexer versus a RoPE implementation bug." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regression reports." + "reason": "A removed config field and unexpected position-id keys are different regression reports." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention Qwen3.5 chat/completions, but the symptoms are different enough that they do not clearly describe the same bug." + "reason": "Both are chat/completions failures, but one is a generic API rejection and the other is a model-specific streaming bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Chunked_prefill cache handling is unrelated to the testing_utils bug." + "reason": "Generation cache behavior and a testing_utils bug are unrelated." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "patchtsmixer post_init validation has nothing to do with AutoProcessor retry behavior on HTTP 429." + "reason": "A broken vitpose model and a TensorFlow backend detection error are unrelated." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:44077", + "right": "issue:46981", "accept": false, - "reason": "VitPose model breakage is unrelated to the tensorboard-without-TensorFlow backend error." + "reason": "Optional post_init validation and repeated 429 retry behavior are unrelated." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are separate model-loading problems." + "reason": "Both are Qwen vision-family issues, but they are different concrete failures: weight-shape mismatch versus missing projections." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel type-checking regression are different compatibility issues." + "reason": "An AutoImageProcessor import failure and PretrainedConfig type-checking regression are different problems." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression is unrelated to backend detection with tensorboard/tensorflow." + "reason": "PretrainedConfig type-checking and a missing-TensorFlow backend error do not share the same bug." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch counting method and MLA layernorm epsilon precision are different multimodal/model issues." + "reason": "Missing multimodal-token helper method and MLA rms_norm_eps precision behavior are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size behavior in save_pretrained and a Qwen3.5 MoE from_pretrained error are unrelated." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "The DSA indexer torch.split issue is unrelated to deepseek-v4 tensor transpose behavior." + "reason": "Different model internals: GlmMoeDsaIndexer split handling versus deepseek-v4 tensor transpose logic." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 dtype/transpose issue are not the same defect." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2 support complaints, but they are model-specific and not the same code-path bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention v5 RC failure and flash_attention_3 degenerate training are different failure modes." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both concern dtype/precision, but one is a PyTorch warning during compile and the other is incorrect model dtype loading." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config option and a gguf_file load-path break are unrelated." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Max shard size behavior is unrelated to Qwen3.5-MoE loading failure." + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Missing ReLU in the DSA indexer and deepseek-v4 tensor layout issues are not the same bug." + "reason": "AutoProcessor/video-model torchvision handling and a testing_utils bug are unrelated." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:42886", + "right": "issue:46981", "accept": false, - "reason": "Both concern Flash Attention 2 support, but for different models and likely different integration paths." + "reason": "Offline cache loading and repeated 429 retries are different request/path handling bugs." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Qwen3-VL weight loading mismatch and GLM-5 config validation are distinct model-specific errors." + "reason": "A layernorm epsilon precision issue and a RoPE implementation issue are not the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence: it correctly treats the cluster as mostly heterogeneous, identifies only the import-regression pair as duplicate-like, and does not overclaim similarity on the other soft edges. The canonical issue choice is conservative and supported by the titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 54, "review_unit_count": 60, "status": "reviewed", @@ -16536,28 +16743,26 @@ "issue:43064", "issue:43097", "issue:43208", - "issue:43441", - "issue:43452", + "issue:43502", "issue:43531", - "issue:43577", "issue:43673", "issue:43873", "issue:43874", "issue:43986", + "issue:43992", "issue:44038", "issue:44062", "issue:44117", - "issue:44246", - "issue:44261", "issue:44263", "issue:44315", "issue:44351", + "issue:44380", "issue:44410", "issue:44484", - "issue:44485", - "issue:44829", + "issue:44704", + "issue:44936", "issue:44987", - "issue:45003", + "issue:45103", "issue:45341", "issue:45372", "issue:45375", @@ -16568,24 +16773,18 @@ "issue:46123", "issue:46172", "issue:46298", + "issue:46365", "issue:46369", + "issue:46421", "issue:46655", "issue:46664", "issue:46701", "issue:46710", "issue:46752", "issue:46821", - "issue:46897", - "issue:46981" + "issue:46897" ], "soft_pairs": [ - "issue:43441|issue:44829", - "issue:43012|issue:43577", - "issue:43097|issue:43452", - "issue:45003|issue:45341", - "issue:44246|issue:46981", - "issue:43986|issue:45341", - "issue:44261|issue:44485", "issue:45753|issue:46369", "issue:44117|issue:44987", "issue:43531|issue:45341", @@ -16597,234 +16796,220 @@ "issue:43986|issue:45372", "issue:44038|issue:44410", "issue:43097|issue:46050", - "issue:43208|issue:46897", "issue:38617|issue:42757", "issue:43064|issue:44315", + "issue:43208|issue:46897", "issue:43986|issue:44484", "issue:46655|issue:46664", "issue:46298|issue:46752", - "issue:42890|issue:46298", "issue:46172|issue:46710", + "issue:42890|issue:46298", "issue:44062|issue:44117", "issue:43097|issue:43873", "issue:38617|issue:44351", "issue:43012|issue:46821", - "issue:44117|issue:46701" + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421" ], - "prepared_review_unit_hash": "40f582f2da614dd09ff424c748f58c822e1a6a3f1589fdeb387c37b5f82532c0", + "prepared_review_unit_hash": "bc1c23594c165cbebd2878ed8a661428406f170647c1040e20ed52d7c66e82c7", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36911, - "estimated_input_tokens": 9228, - "estimated_eval_tokens": 18712 + "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": "This cluster is highly heterogeneous. Most soft pairs are only surface-level similar (imports, dtype, tokenizer, model family, or generic trainer/generation issues) and do not look like the same underlying bug. No soft edge should be accepted. If a canonical issue must be picked, 43097 is the most connected node, but the cluster is not a clean duplicate set.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43097 is the most connected artifact in the soft graph and is the closest thing to a central v5 regression/removal report, but the cluster as a whole is too mixed for a strong canonical duplicate.", + "summary": "This cluster is a loose mix of unrelated Transformers issues: import/regression errors, model-specific bugs, training problems, and a few loading/processor crashes. None of the proposed soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated import errors, model-specific bugs, training regressions, and test flakiness rather than one shared defect.", "canonical_pr_reason": null, - "best_issue_reason": "43097 is the best representative only by connectivity and broad version-breakage theme; it is not a strong duplicate canonical, just the least bad anchor among unrelated issues.", + "best_issue_reason": "issue:38617 is the closest representative of the small import-regression subtheme (missing exported symbol from transformers internals), but it still does not explain the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43441", - "right": "issue:44829", - "accept": false, - "reason": "Both mention FlashAttention-related failures, but one is a model-loading/runtime crash for Ministral-3 and the other is degenerate training with flash_attention_3; different symptoms and code paths." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "Both are dtype/precision complaints, but one is a PyTorch warning during compile for a bfloat16 model and the other is a Blip2 loading bug where qformer stays float32." - }, - { - "left": "issue:43097", - "right": "issue:43452", - "accept": false, - "reason": "One is a removed API/attribute regression, the other is a gguf_file from_pretrained loading failure; related version timing, but not the same bug." - }, - { - "left": "issue:45003", - "right": "issue:45341", - "accept": false, - "reason": "Different files and problems: unsafe sys.modules access in modeling_utils versus a testing_utils bug." - }, - { - "left": "issue:44246", - "right": "issue:46981", - "accept": false, - "reason": "One is about import transformers being slow sometimes; the other is repeated retries on 429 with HF_ENDPOINT. Both are loading-related, but not the same issue." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "AutoProcessor/torchvision crash versus a testing_utils bug; no shared underlying code-path problem." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "Both are model-math/config discussions, but one is a missing rms_norm_eps causing precision error and the other is a RoPE implementation question for GLM-5." - }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different multimodal failures: infinite loop on a specific image versus memory overflow in sam3-litetext." + "reason": "Different model families and failure modes: an infinite-loop image bug vs a memory overflow report." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None is a mapping-assumption bug; loading physical-intelligence/fast is a separate model-specific regression." + "reason": "Both involve loading, but one is a tokenizer mapping None case and the other is a package loading failure; not the same bug." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A Qwen3-MoE sliding_window bug and a testing_utils bug are unrelated." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a testing_utils bug." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both touch GLM-related internals, but one is a missing image-patch helper causing multimodal-token count failure and the other is a torch.split return-value issue in a different component." + "reason": "Both are GLM/MoE-related, but one is a missing image-patch helper and the other is a torch.split indexing issue; different code paths." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek model generations and different failures: remote implementation divergence versus a dtype/transpose bug." + "reason": "Different DeepSeek models and distinct failures; no clear shared underlying defect." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and an AttributeError in flash_attention integration are separate code paths." + "reason": "Removed config API vs flash-attention crash; only a broad transformer-v5 theme, not the same bug." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing during chunked_prefill and MaskGenerationPipeline dropping final partial batch results are different generation/pipeline bugs." + "reason": "Chunked-prefill cache initialization and partial-batch masking are separate pipeline/runtime issues." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen-family issues, but one is missing layer projections and the other is a config field being dropped by strict handling." + "reason": "Both are Qwen-related, but one is missing projections in layer 0 and the other is a missing config field silently dropped." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are processor-loading crashes, but one depends on torchvision and the other on mistral_common ReasoningEffort; different dependencies and failure modes." + "reason": "Both are processor-loading failures, but they stem from different missing dependencies/imports and different models." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both involve Qwen variants, but these are different model families and distinct bugs." + "reason": "Same broad Qwen family, but one is a transformers 5.0 model bug and the other is a specific layer-0 projection omission." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "An API removal issue is not the same as quantized model save/load breakage." - }, - { - "left": "issue:43208", - "right": "issue:46897", - "accept": false, - "reason": "Different models and different defects: xLSTM training blockers versus Florence2 double-shift training loss bug." + "reason": "A removed config attribute and a broken sinq save/load path are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportError reports, but they concern different symbols from different packages (transformers vs huggingface_hub) and different fixes." + "reason": "Both are ImportErrors, but one is a transformers internal symbol and the other is a huggingface_hub symbol; different packages and fixes." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Both mention trainer/setup interactions, but one is a v5+FSDP2+PEFT optimizer-state corruption bug and the other is Liger Kernel not being applied with model_init." + "reason": "Distributed optimizer-state corruption is unrelated to Liger Kernel not applying with model_init." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Both mention training, but they concern different models and different failure mechanisms." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "A processor-loading crash and a question about save_pretrained shard size are unrelated." + "reason": "AutoProcessor dependency crash vs save_pretrained shard-size question; no shared bug." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is the meaning of num_frames; related subsystem, different bugs." + "reason": "Same SmolVLM video processor area, but one is padding calculation and the other is num_frames semantics." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and an empty-list apply_chat_template IndexError are not the same underlying bug." + "reason": "Noisy logging and empty-list chat-template IndexError are unrelated." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "A missing set_seed in tests and a noisy logging message are unrelated." + "reason": "DeepSeek-v4 tensor conversion bug vs downstream accuracy regression after upgrade; not the same concrete issue." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Different DeepSeek-related problems: a dtype/transpose bug versus an accuracy regression after upgrading Transformers." + "reason": "Test seed flakiness and a logging message issue are unrelated." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken getting duplicate 'special' kwargs and TOKENIZER_MAPPING_NAMES returning None are different tokenizer issues." + "reason": "Tokenizer AddedToken argument duplication is a different failure from TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "A removed helper/API and an offloading-with-quantization bug are not the same code-path problem." + "reason": "Removed tie_embeddings API and quantization offloading problems are distinct." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are for different missing exports and likely different root causes." + "reason": "Both are import-related, but they involve different missing symbols and different import surfaces; not one bug." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A compile-time bfloat16 warning and a TimesFM window_size AttributeError are unrelated." + "reason": "A PyTorch bfloat16 warning and a TimesFM window_size AttributeError do not share an underlying code path." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "A tokenizer-mapping assumption bug and a DiffusionGemmaGenerationOutput pipeline failure are different issues." + "reason": "Tokenizer mapping None and DiffusionGemma pipeline failure are separate loading/inference problems." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only API leakage and a missing embed_tokens.weight in from_pretrained are different load-time bugs." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluation failure after train is unrelated to importing Trainer only after uninstalling datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and an auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to chunked-prefill cache lazy initialization." } ] }, @@ -16838,7 +17023,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 55, "review_unit_count": 60, "status": "reviewed", @@ -16854,6 +17039,7 @@ "issue:42490", "issue:42757", "issue:42907", + "issue:42994", "issue:43012", "issue:43064", "issue:43066", @@ -16865,6 +17051,8 @@ "issue:43550", "issue:43582", "issue:43618", + "issue:43756", + "issue:43761", "issue:43824", "issue:43825", "issue:43906", @@ -16879,12 +17067,10 @@ "issue:44380", "issue:44483", "issue:44484", + "issue:44485", "issue:44514", "issue:44655", - "issue:44704", - "issue:44936", "issue:44938", - "issue:45103", "issue:45478", "issue:45479", "issue:45584", @@ -16894,25 +17080,20 @@ "issue:46172", "issue:46178", "issue:46298", - "issue:46365", - "issue:46421" + "issue:46365" ], "soft_pairs": [ - "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:45753", "issue:42907|issue:44655", + "issue:42907|issue:45753", "issue:43825|issue:44655", "issue:43012|issue:43550", "issue:45712|issue:46298", "issue:43208|issue:43550", "issue:43012|issue:44368", - "issue:43352|issue:43976", "issue:43992|issue:44484", + "issue:43352|issue:43976", "issue:43352|issue:44380", "issue:43066|issue:43906", "issue:44162|issue:46172", @@ -16928,236 +17109,233 @@ "issue:43064|issue:44380", "issue:42490|issue:43012", "issue:44483|issue:44514", - "issue:43618|issue:44380", "issue:43208|issue:43526", - "issue:38617|issue:43502" + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43618|issue:43761", + "issue:43756|issue:44485", + "issue:42994|issue:44655" ], - "prepared_review_unit_hash": "257f7028f6505240769877c2035ec3921b71ec4ef853ea8386f864dca9187ba1", + "prepared_review_unit_hash": "b106326efc311f6d13a54bb749a3e563a25a68f04fce3f95b457d2d2d76b21a9", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37442, - "estimated_input_tokens": 9361, - "estimated_eval_tokens": 18978 + "soft_pair_count": 32, + "serialized_chars": 37088, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than a true duplicate set: the proposed links mostly connect superficially similar wording (imports, loading, save/load, model-specific failures, warnings) without the same underlying bug.", + "summary": "The set is heterogeneous: the soft-similarity pairs mostly connect unrelated regression reports that share only broad subsystem keywords (imports, saving, warnings, models, or v5 regressions). I would not collapse any of the suggested pairs as duplicates. The best single issue to anchor the cluster is the broad open import regression in issue 46365, but it is still not a true duplicate of the others.", "confidence": 0.96, - "canonical_issue_reason": "No single issue is a safe canonical: the items span unrelated import errors, backend/runtime bugs, save/load problems, and warnings, with no shared concrete root cause.", + "canonical_issue_reason": "Issue 46365 is the broadest, most generally user-facing import regression in the set, so it is the least-specific representative candidate; however, the cluster is too mixed to treat it as a true duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as a good deduplication anchor; the soft-similarity edges are mostly lexical and do not point to one fixable code path.", + "best_issue_reason": "Issue 46365 is the most general and high-impact issue here, with a clear runtime failure and broad import surface, making it the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "Both are loading-related, but one is about unwanted API requests under `local_files_only` and the other about a missing weight during `from_pretrained`; different bugs." - }, - { - "left": "issue:44936", - "right": "issue:46365", - "accept": false, - "reason": "`trainer.evaluate()` failing after train and `Trainer` import breaking unless `datasets` is removed are unrelated failure modes." - }, - { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "Passing kwargs to `cached_file` and a docstring parser crash under future annotations are different subsystems and code paths." - }, - { - "left": "issue:44380", - "right": "issue:46421", - "accept": false, - "reason": "An attention-scaling backend bug is not the same as cache lazy initialization causing recompilation; different runtime mechanisms." - }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "A Python 3.14 load failure and an undefined `tensorflow_text` backend mapping are different environment/dependency issues." + "reason": "Python 3.14 import failure is unrelated to a missing backend mapping for tensorflow_text." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "A video AutoProcessor crash without torchvision and a notebook syntax error are clearly unrelated." + "reason": "A video-model/torchvision import crash is unrelated to a notebook syntax error." }, { "left": "issue:42907", - "right": "issue:45753", + "right": "issue:44655", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and a Qwen3_5 image infinite loop are different model-specific bugs." + "reason": "Saving dequantized Ministrals/Devstrals is a different failure mode from saving Pipeline objects." }, { "left": "issue:42907", - "right": "issue:44655", + "right": "issue:45753", "accept": false, - "reason": "Both mention saving, but one is dequantized model saving and the other is `Pipeline.save_pretrained`; not the same concrete bug." + "reason": "Quantized model saving and a Qwen image infinite-loop bug are different code paths and symptoms." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "A v5 pipeline task-support error message and pipeline serialization failure are different issues." + "reason": "An error-message regression in pipeline() is not the same as save_pretrained failing for Pipeline objects." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A float32 precision warning on bfloat16 compile and a Bamba SDPA `torch.compile` failure are different problems." + "reason": "A PyTorch precision warning during compile is not the same as a Bamba SDPA torch.compile failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes vs noisy logging are unrelated repository hygiene issues." + "reason": "Left is a leftover dummy-class cleanup problem; right is a noisy logging message." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated model bugs." + "reason": "xLSTM training bugs are unrelated to Bamba SDPA compile failures." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both are warnings, but one concerns PyTorch precision and the other a `tie_word_embeddings` config warning; different causes." + "reason": "A compile-time float32 warning is unrelated to the tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Unsupported Flash Attention for Nemotron and Python version incompatibility in Transformers 5.1.0 are unrelated." + "reason": "Missing embed_tokens weights on load is unrelated to the max_shard_size default in save_pretrained." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Missing `embed_tokens.weight` on load and a question about the 50GB shard size threshold are not the same bug." + "reason": "FlashAttention support for Nemotron is unrelated to a Python version compatibility issue." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "These are both backend/model issues, but one is a model lacking Flash Attention 2 support and the other is GPT2 attention scaling being ignored." + "reason": "Lack of FA2 support for Nemotron is not the same bug as GPT2 attention scaling being ignored under SDPA/FlashAttention." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "A tokenizer decoder-type regression and an isolated reproduction of another issue are not enough to establish the same bug." + "reason": "A tokenizer decoder-type regression is not evidenced as the same bug as an isolated reproduction of another issue." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 being broken and a DeepSeek dtype/transpose bug are different model-specific failures." + "reason": "ESM2 training breakage is unrelated to the DeepSeek tensor transpose/dtype issue." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removal of `tie_embeddings_and_encoder_decoder` and a noisy logging message are unrelated." + "reason": "A removed config field is not the same as a generic noisy logging message." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure and `Trainer` import being blocked by `datasets` are different code paths." + "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer being blocked by datasets." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Both involve attention, but one is a GPT2 backend config bug and the other is a behavior change in `AttentionInterface.register`." + "reason": "Ignoring GPT2 attention scaling under backend dispatch is different from AttentionInterface.register behavior changes." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "`patchtsmixer` post-init validation and a `Trainer` import conflict with `datasets` are unrelated." + "reason": "PatchTSMixer post_init validation and Trainer import failures are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "A save_pretrained FP8 bug and a Qwen3.5 MoE `from_pretrained` error are different operations and likely different root causes." + "reason": "FP8 save_pretrained failures and Qwen3.5 MoE from_pretrained errors are different concrete failure points." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "A missing `vocab_size` attribute in Gemma3Config and an Apple Silicon TypeError in allocator warmup are unrelated." + "reason": "A Gemma3Config attribute error is unrelated to an Apple Silicon allocator TypeError." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "GPT2 attention-scaling under SDPA/FlashAttention and a degenerate zero-loss classification bug are different issues." + "reason": "Attention backend scaling is unrelated to the degenerate zero-loss classification bug." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "TensorFlow backend packaging and a `Trainer` import conflict with `datasets` are not the same bug." + "reason": "Backend packaging composition is not the same as a Trainer import conflict with datasets." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different packages and different failure modes." + "reason": "Two different import errors for different symbols and subsystems are not the same underlying bug." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2 optimizer-state mismatch and GPT2 attention scaling are unrelated training vs attention bugs." + "reason": "Distributed optimizer state corruption is unrelated to GPT2 attention scaling behavior." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "A trailing-slash local-model import warning and a bfloat16 precision warning are unrelated." + "reason": "A local-path trailing-slash warning is unrelated to a float32 precision warning during compile." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "An OpenAI chat-completions request rejection and a batched `apply_chat_template` crash are different API surfaces." + "reason": "A chat/completions acceptance failure is not the same bug as Qwen2_5_VLProcessor batching crashing." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "CLIPOutput attentions not being assigned and GPT2 attention scaling being ignored are different attention-related bugs." + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels behavior." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast `reduce_labels` returning one label are unrelated." + "reason": "CLIP attentions not being assigned is a different regression from GPT2 attention scaling under backend dispatch." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "An import failure for `layer_type_validation` and unexpected network requests with `local_files_only=True` are unrelated." + "reason": "An import removed from configuration_utils is unrelated to local_files_only still allowing API requests." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is about attentions and the other about hidden_states; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and likely different implementation bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are distinct save-path issues." } ] }, @@ -17171,7 +17349,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 56, "review_unit_count": 60, "status": "reviewed", @@ -17187,7 +17365,7 @@ "issue:36296", "issue:36683", "issue:42757", - "issue:42994", + "issue:42890", "issue:43010", "issue:43064", "issue:43208", @@ -17197,8 +17375,6 @@ "issue:43525", "issue:43611", "issue:43618", - "issue:43756", - "issue:43761", "issue:43867", "issue:43937", "issue:43976", @@ -17209,7 +17385,6 @@ "issue:44230", "issue:44355", "issue:44483", - "issue:44485", "issue:44492", "issue:44625", "issue:44655", @@ -17221,9 +17396,12 @@ "issue:45276", "issue:45278", "issue:45310", + "issue:45375", + "issue:45561", "issue:46050", "issue:46077", "issue:46082", + "issue:46202", "issue:46365", "issue:46369", "issue:46829", @@ -17231,23 +17409,20 @@ "issue:46877" ], "soft_pairs": [ - "issue:43756|issue:44485", - "issue:43618|issue:43761", - "issue:42994|issue:44655", "issue:44038|issue:44230", "issue:43299|issue:43867", "issue:36010|issue:42757", - "issue:44625|issue:46365", "issue:45276|issue:46077", - "issue:43352|issue:43937", + "issue:44625|issue:46365", "issue:43611|issue:44655", "issue:44483|issue:46369", + "issue:43352|issue:43937", "issue:36683|issue:43475", "issue:44355|issue:46877", "issue:44655|issue:46050", + "issue:44625|issue:46077", "issue:36683|issue:44077", "issue:43976|issue:44938", - "issue:44625|issue:46077", "issue:43867|issue:45216", "issue:46077|issue:46082", "issue:43618|issue:45216", @@ -17255,229 +17430,227 @@ "issue:36683|issue:43525", "issue:36683|issue:44625", "issue:29870|issue:36296", - "issue:43010|issue:45278", "issue:43064|issue:44492", + "issue:43010|issue:45278", "issue:44075|issue:46365", "issue:43992|issue:45310", "issue:44908|issue:46851", "issue:29870|issue:33453", "issue:44938|issue:45071", - "issue:44355|issue:44855" + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561" ], - "prepared_review_unit_hash": "0b2e9ed3d1c3d7d90c44990743614dbb0ec4edc8ba7e58399141ae9f4781936a", + "prepared_review_unit_hash": "fe0cb272c68eb4a69a0382033521d312ece23f03d02e9950e5d541c83562358b", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36862, - "estimated_input_tokens": 9216, - "estimated_eval_tokens": 18688 + "soft_pair_count": 33, + "serialized_chars": 37233, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 }, "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 bug reports: import/version regressions, config attribute mismatches, save/load failures, and model-specific inference/training issues. I don\u2019t see any strong duplicate pair among the soft edges.", - "confidence": 0.94, - "canonical_issue_reason": "issue:36683 is the most active and clearly scoped report, with a concrete reproducible failure (`Gemma3Config` missing `vocab_size`) and the highest discussion activity in the set.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like loading, saving, configs, or Python compatibility, but they do not look like the same underlying bug/change. No PRs are present, so triage is issue-only.", + "confidence": 0.79, + "canonical_issue_reason": "issue:36683 is the most active, concrete runtime regression here and the best single anchor if one must choose a canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Same as canonical: it is detailed, still open, and likely the most useful anchor for triage and follow-up fixes.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43756", - "right": "issue:44485", - "accept": false, - "reason": "Both mention RoPE, but they describe different model families and different failures (`Smollm3` layer count vs GLM-5 RoPE implementation)." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "Both are CLIP-related, but one is missing attentions and the other is hidden_states not being returned in `CLIPVisionModel.forward`." - }, - { - "left": "issue:42994", - "right": "issue:44655", - "accept": false, - "reason": "Saving a quantized model and saving a `Pipeline` are different code paths and different objects." - }, + "best_issue_reason": "issue:36683 has the richest discussion and a specific reproducible failure, making it the most representative standalone issue in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Different symptoms: one is a Qwen3-VL-Moe loading bug, the other is fp8 support for Qwen3-VL/Qwen3.5 MoE inference." + "reason": "One is a Qwen3-VL-Moe loading regression; the other is fp8 inference support for Qwen3.5 MoE. Different bugs/features." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both involve model loading, but the first is a Qwen3-VL-Moe regression and the second is about sorted `state_dict` loading." + "reason": "Both mention model loading, but one is Qwen3VL-Moe breakage and the other is a sorted-state_dict load error. Different failure modes." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages (`GenerationMixin` vs `is_offline_mode`)." - }, - { - "left": "issue:44625", - "right": "issue:46365", - "accept": false, - "reason": "A config propagation bug for Qwen3.5 is unrelated to failing to import `Trainer` because of `datasets`." + "reason": "Both are import errors, but they involve different symbols and packages (GenerationMixin vs is_offline_mode)." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same model family, but different bugs: token embedding resizing vs bidirectional attention mask construction." + "reason": "Same model family, but one is token-embedding resizing propagation and the other is bidirectional attention masking. Separate code paths." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Different models and failures: unsupported Flash Attention 2.0 in Nemotron vs invalid `GenerationConfig` for GLM-5." + "reason": "Unrelated: Qwen3.5 num_labels propagation vs importing Trainer with datasets installed." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "One is a `base_model_prefix` loading regression; the other is inability to save `Pipeline` objects." + "reason": "Different serialization problems: base_model_prefix load behavior vs Pipeline save_pretrained." }, { "left": "issue:44483", "right": "issue:46369", "accept": false, - "reason": "An OpenAI chat-completions API regression is unrelated to a SAM3 memory overflow issue." + "reason": "API request rejection and SAM3 memory overflow are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support gate vs invalid GenerationConfig; different causes." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different models and attributes: missing `vocab_size` on Gemma3Config vs missing `fpn_position_embeddings` on a SAM3 output object." + "reason": "Different model configs/outputs and different missing attributes." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Both mention import-time/file execution problems, but the underlying issues are unrelated (`.pyc`/compiled files vs docstring lint output)." + "reason": "Compiled-file import errors vs import-time docstring lint stdout noise; unrelated." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both touch save/load, but one is about saving pipelines and the other is about quantized `sinq` round-trips." + "reason": "Both involve save/load, but one is Pipeline serialization and the other is a sinq quantized model roundtrip." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "A missing config attribute is not the same bug as `patchtsmixer` no longer allowing optional `post_init`." + "reason": "Different Gemma4/Qwen3.5 issues and different config fields." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Both are Python-version compatibility reports, but they affect different versions and likely different failure modes." + "reason": "Different config attributes on different models." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Different Qwen3.5/Gemma4 regressions: `num_labels` propagation vs causal-vs-bidirectional attention masking." + "reason": "Both are Python-version compatibility reports, but they target different versions and likely different breakages." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are checkpoint/loading related, but one is a sorted-`state_dict` load error and the other is a Qwen3.5 save_pretrained regression." + "reason": "Both concern saving/loading checkpoints, but one is sorted state_dict loading and the other is Qwen3.5 save_pretrained corruption." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Different config/model bugs: Gemma4 attention masks vs LlamaConfig head_dim validation." + "reason": "Attention-mask behavior vs Llama head_dim validation are unrelated." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression and Qwen3.5 checkpoint corruption are unrelated." + "reason": "CLIP output field regression vs Qwen3.5 checkpoint save corruption." }, { "left": "issue:43208", "right": "issue:46829", "accept": false, - "reason": "xLSTM training blockers and VideoPrism classification output bug are unrelated subsystems and symptoms." + "reason": "xLSTM training bugs and VideoPrism output misassignment are unrelated." }, { "left": "issue:36683", - "right": "issue:43525", + "right": "issue:44077", "accept": false, - "reason": "Both are missing config attributes, but for different models and different fields (`vocab_size` vs `pad_token_id`)." + "reason": "Gemma3 missing vocab_size and optimizer SGD args not used are unrelated." }, { - "left": "issue:36683", - "right": "issue:44625", + "left": "issue:44355", + "right": "issue:46877", "accept": false, - "reason": "Different config propagation bugs in different model families; not the same underlying defect." + "reason": "Compiled Python import errors and auto_docstring import-time logging are unrelated." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generation mask initialization and tensor-parallel training are different code paths and failure modes." + "reason": "Bart generate decoder_attention_mask bug vs tensor-parallel training bug; different subsystems." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "A no-grad decoration suggestion for cache updates is unrelated to broad import failures after upgrade." + "reason": "Distributed optimizer-state corruption vs a cache strategy typo." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Wrong optimizer states under FSDP/PEFT is unrelated to a typo in cache strategy documentation/code." + "reason": "Cache update decoration and broad import failures are not the same bug." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling and `Trainer` import failure due to `datasets` are unrelated." + "reason": "Optimizer argument handling vs Trainer import shadowing by datasets; unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Missing `embed_tokens.weight` in UMT5 loading is unrelated to Qwen3.5 MoE `from_pretrained` failures." + "reason": "Both are Qwen3.5 from_pretrained issues, but the missing embed_tokens.weight bug is distinct from the generic MoE load error." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "A scheduler kwargs bug and variable-length `position_ids` failure are different components and bugs." + "reason": "Scheduler kwargs omission vs variable-length position_ids handling; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Generation-time Bart decoder bug vs tokenizer loading regression." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Both are version-regression reports, but one is Python 3.14 loading failure and the other is `PretrainedConfig` type-checking breakage in v5.4.0." + "reason": "Python 3.14 load failure vs PretrainedConfig type-checking regression." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both affect import/runtime behavior, but the causes differ: compiled Python file execution vs `@torch.jit.script` parsing/indentation on Python 3.13." + "reason": "Compiled Python import errors and a torch.jit decorator parsing issue are different failure modes." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both mention roundtrip/loading, but one is state_dict ordering and the other is Gemma pipeline token roundtrip." } ] }, @@ -17491,7 +17664,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 57, "review_unit_count": 60, "status": "reviewed", @@ -17503,14 +17676,15 @@ "nodes": [ "issue:28282", "issue:30333", + "issue:30990", + "issue:31795", "issue:33453", "issue:36296", - "issue:36683", "issue:41669", + "issue:42548", "issue:42890", "issue:42898", "issue:43010", - "issue:43064", "issue:43065", "issue:43502", "issue:43575", @@ -17527,6 +17701,7 @@ "issue:44112", "issue:44222", "issue:44246", + "issue:44351", "issue:44355", "issue:44360", "issue:44387", @@ -17534,31 +17709,26 @@ "issue:44556", "issue:44734", "issue:44749", + "issue:44961", "issue:44964", "issue:45125", "issue:45357", "issue:45375", "issue:45440", "issue:45478", - "issue:45561", "issue:45600", "issue:45850", "issue:46132", - "issue:46202", "issue:46285", "issue:46617", "issue:46664" ], "soft_pairs": [ - "issue:43867|issue:46202", - "issue:36683|issue:43064", - "issue:42890|issue:45561", - "issue:43867|issue:45375", "issue:43010|issue:45850", - "issue:41669|issue:44246", "issue:36296|issue:43575", - "issue:43010|issue:43976", + "issue:41669|issue:44246", "issue:43618|issue:44077", + "issue:43010|issue:43976", "issue:43867|issue:45357", "issue:43992|issue:45478", "issue:28282|issue:33453", @@ -17567,256 +17737,263 @@ "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", - "issue:42898|issue:46664", "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:44387|issue:44556", "issue:43874|issue:46617", + "issue:44387|issue:44556", "issue:43010|issue:43065", "issue:43576|issue:46132", "issue:30333|issue:33453", "issue:45125|issue:45478", "issue:44355|issue:44749", - "issue:45125|issue:45375" + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:42548|issue:44351", + "issue:43502|issue:44222", + "issue:43502|issue:44961" ], - "prepared_review_unit_hash": "1d899794e0b30223bb55956b0bd76f08796e335edffa92c1f79d25018bc82cb1", + "prepared_review_unit_hash": "a3ae8ff5ffdfc5fb2592fe468f3412bb0a2258b97dcdf9ec18eab23257f04458", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36426, - "estimated_input_tokens": 9107, - "estimated_eval_tokens": 18470 + "serialized_chars": 36847, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the items span unrelated loading regressions, model-specific bugs, CI/test flakes, and performance issues. I found no soft pair that looks like the same underlying bug/change, so no duplicate merge is warranted.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43723 is the cleanest representative of the recurring v5 load/regression theme: it is concrete, user-facing, and well-scoped around a core API path (`AutoTokenizer.from_pretrained`).", + "summary": "This cluster is mostly a grab-bag of distinct v5 regressions, import failures, and model-specific bugs. Only a couple of soft pairs look like true duplicates; the rest are related only at a high subsystem level and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43723 is the broadest, most central user-facing loading regression here: it targets `AutoTokenizer.from_pretrained` in v5 and best represents the cluster\u2019s repeated load/import breakages.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the best anchor for triage because it is specific enough to be actionable while still broadly representative of the loading problems appearing in this set.", + "best_issue_reason": "issue:43723 is the best single issue to anchor this cluster because it is broad, clearly broken, and close to several of the other loading-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "Both are model-loading complaints, but one is a sorted-state-dict load error and the other is a Gemma pipeline roundtrip/tokenization issue; different code paths and symptoms." - }, - { - "left": "issue:36683", - "right": "issue:43064", - "accept": false, - "reason": "Gemma3Config missing vocab_size and FSDP2+PEFT optimizer-state corruption are unrelated bugs in different subsystems." - }, - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "A missing `set_seed()` in a SAM HQ integration test and an xdist race on `captured_info.txt` are distinct CI/test issues." - }, - { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "State-dict loading failure versus a missing Qwen3.5 vision config field; different models and failure modes." + "reason": "Cache `update()` no-grad behavior and a general \u201cv5 breaks too many models\u201d complaint are not the same bug." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "`@torch.no_grad` on cache updates is a precise runtime fix; \"breaks too many models\" is a broad, unrelated complaint." + "reason": "Both mention tensor parallelism/OOM, but one is a training bug and the other is a model load OOM; too different to merge." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both mention import slowdown, but one targets `import *` cleanup and the other is a generic intermittent import-time regression; not the same bug." + "accept": true, + "reason": "Both point to slow `transformers` import, and the explicit `import *` cleanup is a plausible root cause of the same performance problem." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Generic tensor-parallel training bug and Qwen2-57B load OOM are different issues, even if both mention TP." + "reason": "Different model/code-path problems: CLIP attentions assignment vs `patchtsmixer` post-init policy." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "`torch.no_grad` cache updates and Python 3.9 compatibility are unrelated." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "CLIP attentions assignment and patchtsmixer `post_init` policy are unrelated model-behavior changes." + "reason": "No shared failure mode; cache update semantics are unrelated to the Python-version compatibility issue." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Sorted state-dict load failure and incorrect visual-encoder keys in save_pretrained are different checkpoints/serialization bugs." + "reason": "Model load failure from sorted state_dict and incorrect visual encoder save keys are different serialization bugs." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are model-loading errors, but they affect different model families and likely different serialization logic." + "reason": "Different model families and different loading failures; both are from_pretrained problems but not the same one." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch missing ImportError and tokenizer-loading regression are unrelated." + "reason": "ImportError for PyTorch availability vs tokenizer loading regression are unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIPOutput attentions vs CLIPTextModel structure inconsistency are both CLIP-related, but not the same underlying bug." + "reason": "Both involve CLIP, but one is a missing attentions assignment and the other is a structural API inconsistency; not the same concrete bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA ReLU discussion and DeepSeekV3 implementation divergence are unrelated." + "reason": "DSA/ReLU discussion and DeepSeekV3MoE implementation divergence are different code paths and symptoms." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky seeded test and a Phi-4 multimodal loading failure are unrelated." + "reason": "A flaky test due to missing seeds is not the same as a model-loading failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Missing `set_seed()` in one test file and a GraniteSpeech CI device-override failure are different test flakes." + "reason": "One is test determinism, the other is a CI failure in a different model; no shared root cause." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "SAM HQ test seeding issue and removed Sam3LiteText auto-mapping references are unrelated CI problems." + "reason": "Seed-related test flakiness and stale auto_mapping references are separate issues." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Tokenization-space behavior in v5 and SmolVLM `num_frames` semantics are unrelated model/processor issues." + "reason": "Offline-request leakage and `AddedToken` argument duplication are unrelated." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "`local_files_only=True` still triggering network calls is unrelated to `AddedToken(..., special=...)` argument duplication." + "reason": "Tokenization-space behavior and video-frame semantics are unrelated API changes." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation crash and cache loading `FileNotFoundError` are different server/loading failures." + "reason": "KV-cache continuation crash and trust_remote_code cache FileNotFoundError are different failure modes." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer `from_pretrained` regression and checkpoint reload failure after upgrading versions are both loading-related but not the same concrete bug." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility; too broad to treat as duplicates." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained for MoE and missing `_tp_plan` for tensor parallelism are different model-parallelism issues." + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are separate Qwen/MoE issues." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Qwen2.5-VL import error and trust_remote_code cache FileNotFoundError do not share a specific root cause." + "reason": "Missing top-level model import and cache FileNotFoundError are unrelated." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline-loading network leakage and GLM-5 RoPE implementation are unrelated." + "reason": "Local-files-only network leakage is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "Int4 quantization OOM and version-upgrade reload failure are different regressions." + "reason": "Missing image-patch helper and cache FileNotFoundError are different bugs." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Missing image-processor method and cache FileNotFoundError are unrelated." + "reason": "Quantization memory growth and checkpoint reload incompatibility are not the same issue." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "`torch.no_grad` cache update fix and dummy `nn.Conv2d` in Sam3PixelDecoder are unrelated." + "reason": "Cache `update()` decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken `transformers env` command and `AttentionInterface.register` behavior change are unrelated." + "reason": "Broken env command and AttentionInterface behavior change are separate API regressions." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting failure and tokenizer-loading regression are unrelated." + "reason": "MLFlow reporting on failure and tokenizer loading regression are unrelated." }, { "left": "issue:45125", "right": "issue:45478", - "accept": false, - "reason": "Missing tensor-parallel plan and generic Qwen3.5 MoE `from_pretrained` error are too different to merge." + "accept": true, + "reason": "Both are Qwen3.5 MoE loading/tensor-parallel regressions; the missing `_tp_plan` is a plausible direct cause of the reported from_pretrained error." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-Python-file errors and a data-processing slowdown after upgrade are unrelated." + "reason": "Compiled Python-file errors and a Chinese report about slower filtering after upgrade are not the same bug." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan missing and dropped `deepstack_visual_indexes` config are different Qwen3.5 issues." + "reason": "Missing tensor-parallel plan and missing `deepstack_visual_indexes` are different Qwen3.5 vision/MoE fields." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading and forward-doc confusion are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline request leakage and FP8 save_pretrained behavior are different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful relation between offline networking behavior and a placeholder issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it accurately characterizes most items as separate loading/import/model-specific regressions, and the two accepted soft pairs are phrased conservatively enough to look mergeable into single bugfix PRs. I don\u2019t see an overstatement of evidence in the canonical choice or the reject/accept calls." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 58, "review_unit_count": 60, "status": "reviewed", @@ -17828,7 +18005,6 @@ "nodes": [ "issue:29870", "issue:30333", - "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -17840,13 +18016,14 @@ "issue:43010", "issue:43232", "issue:43299", + "issue:43352", "issue:43475", - "issue:43502", "issue:43576", "issue:43673", "issue:43824", "issue:43827", "issue:43901", + "issue:44038", "issue:44222", "issue:44230", "issue:44273", @@ -17858,11 +18035,11 @@ "issue:44492", "issue:44556", "issue:44623", - "issue:44908", "issue:44938", "issue:44961", "issue:45003", "issue:45071", + "issue:45125", "issue:45230", "issue:45362", "issue:45468", @@ -17876,280 +18053,259 @@ "issue:46726" ], "soft_pairs": [ - "issue:30990|issue:31795", - "issue:43010|issue:43232", "issue:46664|issue:46726", - "issue:43502|issue:44961", - "issue:42548|issue:44351", - "issue:43502|issue:44222", + "issue:43010|issue:43232", "issue:43827|issue:44961", "issue:30333|issue:36296", - "issue:43299|issue:44556", "issue:29870|issue:31795", + "issue:43299|issue:44556", "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", "issue:36296|issue:43901", - "issue:44908|issue:44961", + "issue:43352|issue:44961", "issue:43576|issue:44938", "issue:43475|issue:46617", "issue:46143|issue:46144", - "issue:44222|issue:44230", "issue:44315|issue:46209", + "issue:44222|issue:44230", "issue:41628|issue:42548", + "issue:43673|issue:44492", "issue:44485|issue:46664", "issue:45362|issue:45850", - "issue:43673|issue:44492", "issue:44273|issue:45542", "issue:44623|issue:45230", + "issue:44273|issue:45003", "issue:44360|issue:46664", - "issue:44273|issue:45003" + "issue:44038|issue:45125" ], - "prepared_review_unit_hash": "22fc9b4cf40b3684d03c2332f014ff66d6afa74671a1227e4f4d50f14069f500", + "prepared_review_unit_hash": "cbc30e8b0ac3faed2e597dbf972188c9e6db473dd64300f6504dd009e4987dc0", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37297, - "estimated_input_tokens": 9325, - "estimated_eval_tokens": 18906 + "soft_pair_count": 32, + "serialized_chars": 36400, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Heterogeneous cluster of mostly unrelated issue reports across generation, loading/imports, docs, caching, FP8, and model-specific regressions. The soft pairs share broad subsystem vocabulary but not the same concrete bug/change.", - "confidence": 0.9, + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues: generation/cache bugs, import/load regressions, documentation mismatches, and model-specific failures. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.92, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best single anchor only because it is a concrete, user-facing v5 regression report; however, the cluster as a whole is too mixed to have a true canonical issue.", + "best_issue_reason": "No single issue is a good canonical representative because the cluster is heterogeneous; the closest broad item is still too generic to subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Stuck-loading behavior vs documentation confusion; unrelated problems." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Both mention generation/cache, but one is about no_grad decoration and the other about sync_gpus kwargs handling." - }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Different failures: video num_frames semantics vs missing vision backend handling in AutoProcessor." + "reason": "Both are vision/processor-related, but one is a SmolVLM video-frames semantic issue and the other is an AutoProcessor backend-missing import/message; different failure modes." }, { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "local_files_only network leak vs unrelated random issue; no shared bug." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different code paths." - }, - { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Network/local-files-only bug vs FP8 save_pretrained issue; unrelated." + "reason": "Both touch generation/cache internals, but one is about @torch.no_grad on cache updates and the other is about _update_model_kwargs_for_generation after sync_gpus; not the same bug." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs/pipeline-removal issue vs unrelated placeholder issue." + "reason": "Unrelated: one is a v5 docs cleanup about pipeline() removals, the other is a nonspecific issue titled 'racoon' with no clear technical overlap." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting failure vs tensor-parallel training bug; unrelated." + "reason": "MLFlow reporting on failed jobs and tensor-parallel training bugs are distinct subsystems and symptoms." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:29870", + "right": "issue:31795", "accept": false, - "reason": "Both are v5 loading regressions, but different models and different symptoms; not the same concrete bug." + "reason": "One is a concrete generate() UnboundLocalError in BART, the other is documentation confusion about forward arguments." }, { - "left": "issue:29870", - "right": "issue:31795", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Generation UnboundLocalError vs documentation confusion; unrelated." + "reason": "Both mention v5 model loading, but one is a Qwen3VL MoE regression and the other is a checkpoint reload compatibility issue; too different to merge." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but for different tokenizers/models and likely different fixes." + "reason": "Both are loading regressions, but they affect different model/tokenizer paths and have different reported breakages." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors vs PretrainedConfig type-checking regression; unrelated." + "reason": "Compiled Python-file errors and PretrainedConfig type-checking regressions are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "v5 env command breakage vs typing regression; different surfaces and causes." + "reason": "Both are v5 breakages, but one is the transformers env command and the other is PretrainedConfig typing; different code paths." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub symbol vs broken transformers env command; unrelated." + "reason": "Importing is_offline_mode from huggingface_hub is a dependency/import API issue, not the transformers env command bug." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Model_init Liger integration bug vs DSA indexer discussion; unrelated." + "reason": "Liger Kernel application in model_init and a DSA ReLU discussion are unrelated." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Docs wording issue vs import error for a different symbol; unrelated." + "reason": "Transformers env command failure and missing Qwen2_5_VLForConditionalGeneration import are different regressions." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Broken env command vs Qwen2.5-VL import failure; different bugs." + "reason": "Docs confusion about model.forward args is not the same as an ImportError for layer_type_validation." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No meaningful overlap; unrelated issues." + "reason": "No meaningful overlap: 'racoon' is not a technical report, while the Gemma-4 issue is a specific audio positional encoding bug." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion vs unrelated placeholder issue." + "reason": "A GLM-5 RoPE implementation discussion is unrelated to the 'racoon' issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "ImportError for a missing exported class vs FileNotFoundError loading from cache; not the same failure." + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are both loading-related but arise from different mechanisms." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug vs docs/behavior mismatch for return_all_scores; unrelated." + "reason": "Tensor-parallel training and a docs note about return_all_scores are unrelated." }, { - "left": "issue:44908", + "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated placeholder issue." + "reason": "Flash Attention support for Nemotron is a concrete model capability issue, not related to 'racoon'." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Env command breakage vs Python 3.14 load failure; different root causes." + "reason": "The env command bug and Python 3.14 load failures are different environment regressions." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 attribute error vs trust_remote_code cache FileNotFoundError; unrelated." + "reason": "SAM 3 Video missing an attribute and cache loading FileNotFoundError are different bugs." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Related RoFormer area, but one is kwargs forwarding and the other is attention interface usage; not the same concrete bug." + "reason": "Closely related RoFormer issues, but one is about kwargs not being forwarded and the other is about attention-interface usage; not the same concrete defect." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Both FP8/moe-related, but one is save_pretrained and the other is inference support; different code paths." + "reason": "Liger Kernel/model_init and FP8 inference on B200 are unrelated." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Model_init/Liger integration vs FP8 inference on B200; unrelated." + "reason": "Both mention FP8 and MoE/Qwen, but one is about save_pretrained and the other about inference support; different fixes." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different import errors for different APIs/symbols; not duplicates." + "reason": "Different missing imports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and a typo in cache strategies are not the same issue." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "RoPE implementation discussion vs video processor num_frames semantics; unrelated." + "reason": "RoPE implementation discussion and a video processor frame-count semantics bug are unrelated." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific Qwen3.5 chat crash vs broad 'too many models' complaint; too vague to be same bug." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Chunked-prefill cache missing vs typo in cache strategies; unrelated." + "reason": "A specific Qwen3.5 chat crash is not the same as a broad complaint that v5 breaks many models." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading issue vs TensorBoard/TF backend error; unrelated." + "reason": "Lazy loading behavior and undefined tf backend errors are different subsystems." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing files on processor.save_pretrained vs generic bug report; no shared concrete bug." + "reason": "Missing processor.save_pretrained files and a generic 'Bug report' are not a duplicate pair." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe sys.modules access are different implementation problems." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer discussion vs SmolVLM video processor issue; unrelated." + "reason": "A DSA indexer ReLU discussion is unrelated to a video processor num_frames bug." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Lazy loading bug vs unsafe sys.modules access; unrelated." + "reason": "Both concern Qwen3/Qwen3.5 MoE, but one is a loading breakage and the other is a missing tensor-parallel plan; different concrete code paths." } ] }, @@ -18163,7 +18319,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 59, "review_unit_count": 60, "status": "reviewed", @@ -18175,6 +18331,7 @@ "nodes": [ "issue:31795", "issue:33453", + "issue:34689", "issue:41669", "issue:42371", "issue:42890", @@ -18185,8 +18342,8 @@ "issue:43572", "issue:43576", "issue:43673", + "issue:43704", "issue:43976", - "issue:44038", "issue:44077", "issue:44230", "issue:44246", @@ -18207,7 +18364,6 @@ "issue:44908", "issue:45071", "issue:45092", - "issue:45125", "issue:45230", "issue:45278", "issue:45310", @@ -18223,10 +18379,9 @@ "issue:46894" ], "soft_pairs": [ - "issue:44038|issue:45125", "issue:44393|issue:45071", - "issue:41669|issue:43673", "issue:44393|issue:45753", + "issue:41669|issue:43673", "issue:43576|issue:44556", "issue:43525|issue:45850", "issue:43572|issue:45850", @@ -18234,9 +18389,9 @@ "issue:44492|issue:45850", "issue:45278|issue:45850", "issue:42371|issue:44492", + "issue:41669|issue:46218", "issue:43408|issue:44315", "issue:44230|issue:46095", - "issue:41669|issue:46218", "issue:44246|issue:44273", "issue:42890|issue:44908", "issue:43576|issue:44908", @@ -18244,9 +18399,9 @@ "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:44297|issue:45230", "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:43976|issue:45850", @@ -18259,293 +18414,308 @@ "issue:43519|issue:46655", "issue:44360|issue:45468", "issue:44273|issue:44908", - "issue:45230|issue:45310", "issue:45468|issue:46894", - "issue:43519|issue:44485", + "issue:45230|issue:45310", "issue:44655|issue:44861", "issue:43576|issue:46218", - "issue:43519|issue:44908" + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485" ], - "prepared_review_unit_hash": "c151b69973eea32d83f77ae1dab4ab20e277119788cdca0729762ca045a562fa", + "prepared_review_unit_hash": "a479be4880db55ecb0f666d1c53967187f6a6855b1c56af0e49e1b00e28e558d", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39669, - "estimated_input_tokens": 9918, - "estimated_eval_tokens": 20092 + "soft_pair_count": 44, + "serialized_chars": 40292, + "estimated_input_tokens": 10073, + "estimated_eval_tokens": 20402 }, "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 regression reports and model-specific bugs. The broadest umbrella issue is the general v5 breakage complaint, while the soft pairs are mostly same subsystem but not the same concrete bug.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and can subsume many v5 migration regressions without being tied to one model or code path.", + "summary": "This cluster is a loose theme cluster around Transformers v5/v5.4+ regressions, model/config loading failures, and import/lazy-loading issues, but the individual reports describe different code paths and are not true duplicates.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45278 is the best anchor because it is a broad, concrete upgrade-regression report (many import errors after moving from 4.57.0 to 5.5.0) and sits near the center of the shared v5 breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best consolidation target because it is phrased as a general v5-wide breakage report rather than a narrow symptom.", + "best_issue_reason": "issue:45278 is the most suitable representative issue for deduping this cluster: it is specific enough to be actionable, yet broad enough to cover the common version-upgrade failure pattern seen across the group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Both concern Qwen3.5/MoE behavior in v5, but one is a generic bug report and the other is a missing tensor-parallel plan; different concrete failures." + "reason": "Different problems: Qwen3-VL 2D box output bug vs PretrainedConfig type-checking regression." }, { "left": "issue:44393", - "right": "issue:45071", + "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL 2D box output bugs and PretrainedConfig type-checking regressions are unrelated code paths." + "reason": "Different failure modes: bounding-box hallucination vs infinite loop on a specific image." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Both mention import/lazy-loading style regressions, but one is about import-star usage slowing imports and the other is a cache issue during chunked prefill." - }, - { - "left": "issue:44393", - "right": "issue:45753", - "accept": false, - "reason": "Same model family, but 2D bounding-box hallucinations and an infinite loop on a specific image are different bugs." + "reason": "One is import-time overhead from import-* usage; the other is chunked_prefill cache absence." }, { "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": "Different symptoms: broken `transformers env` command vs checkpoint reload incompatibility." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A missing pad_token_id attribute in one config is not the same as a broad report that many models break in v5." + "reason": "Llama4Config missing `pad_token_id` is a specific config bug, not the generic v5 breakage complaint." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the same underlying problem as a general v5 breakage umbrella." + "reason": "StableLmConfig missing `pad_token_idx` is a separate config-field regression." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade regressions, but checkpoint reload failures and remote-code meta-init incompatibility are distinct failures." + "reason": "Both are v5 compatibility issues, but they affect different loading paths and models." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is too specific and unrelated to a general 'many models break in v5' report." + "reason": "Cache-strategy typo is unrelated to the broad model-breakage report." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad migration complaints, but one is specifically import errors after upgrade and the other is a general model-breakage umbrella." + "reason": "Same general upgrade theme, but not the same underlying bug or code path." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings guidance and a cache-strategy typo are unrelated issues." + "reason": "TF32 settings API guidance is unrelated to a cache-strategy typo." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup and a specific missing `Qwen3_5ForCausalLM` import are different issues." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A model-type warning for sam3_video/sam3_tracker is unrelated to Liger Kernel not being applied in model_init." + "reason": "Model-type warning vs Liger Kernel not applied with `model_init`; different behaviors." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 Moe is a feature request, while the other asks about a weight conversion script." - }, - { - "left": "issue:41669", - "right": "issue:46218", - "accept": false, - "reason": "Both involve imports, but 'remove import *' performance work and a missing Qwen3_5 module import are different problems." + "reason": "FP8 model support request vs deepseekv4 weight-conversion question are unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness and lazy-loading correctness are related only at a high level, not the same bug." + "reason": "Import-time slowness and lazy-loading malfunction are related only broadly, not the same bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs being ignored are unrelated." + "reason": "Test seed flakiness is unrelated to scheduler kwargs handling." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "The env command regression and the inverse_sqrt scheduler ignoring kwargs affect different subsystems." + "reason": "Broken env command and scheduler kwargs ignoring are different subsystems." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support gating for Nemotron is unrelated to Qwen3-VL bounding-box hallucinations." + "reason": "Flash-Attention support gap is unrelated to Qwen3-VL bounding-box output errors." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output errors are unrelated issues." + "reason": "Python version support regression is not the same as a Qwen3-VL hallucination bug." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "A scheduler-kwargs bug is not the same as PretrainedConfig type-checking regressions." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Reading position_ids after buffer registration is a specific tensor/buffer bug, while the other is a generic placeholder bug report." - }, - { - "left": "issue:44297", - "right": "issue:45230", - "accept": false, - "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class is unrelated to a generic bug report." + "reason": "Position_ids buffer access bug and a generic bug report are not duplicates." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "A typo in cache strategy strings and a NumPy conversion inefficiency in SequenceFeatureExtractor.pad are unrelated." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are different code paths." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Missing kwargs in AutoProcessor.from_pretrained and inverse_sqrt scheduler kwargs are different API surfaces." + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs forwarding are different APIs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save is unrelated to the generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance work is unrelated to HybridCache being unavailable from the top-level package." + "reason": "Import-star cleanup and missing `HybridCache` export are not the same bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "A broad import-time cleanup issue is unrelated to a testing_utils bug." + "reason": "Import-star cleanup and a testing_utils typo are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python compatibility breaks and broad model breakage in v5 are too coarse to treat as the same concrete bug." + "reason": "Python support regression is broader release compatibility, not the same as generic model breakage." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version support and a missing Qwen3_5 import are distinct failures." + "reason": "Python version support and missing `Qwen3_5ForCausalLM` import are different problems." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL 2D box output bugs and Qwen3.5 Moe from_pretrained errors are separate model/runtime issues." + "reason": "Different model families and failures: Qwen3-VL bbox issue vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "post_init allowance in patchtsmixer and _tied_weights_keys list handling are unrelated config/internal attribute bugs." + "reason": "Optional `post_init` policy and `_tied_weight_keys` AttributeError are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args and tokenizer loading regression are unrelated." + "reason": "Documentation confusion vs tokenizer-loading regression are not duplicates." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading correctness are different code paths." + "reason": "Broken env command and lazy-loading malfunction are different symptoms." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application in model_init and flash_attention_3 training degeneration are not the same bug." + "reason": "Liger Kernel application bug and flash_attention_3 training degeneration are different code-path failures." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." + "reason": "Both involve processors, but timestamp calculation and video padding math are distinct bugs." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "A DSA indexer ReLU complaint is unrelated to Gemma-4 audio relative positional encoding." + "reason": "DSA indexer discussion is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy-loading correctness and scheduler kwargs handling are different issues." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "A generic bug report is not the same as the Qwen3.5 Moe from_pretrained regression." + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shift bug are unrelated model-specific problems." + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shifting are different model bugs." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are different model internals." + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same underlying issue." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained serialization and _tied_weights_keys list handling are unrelated bugs." + "reason": "Pipeline save_pretrained failure and tied-weight key AttributeError are separate problems." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "The env command regression and missing Qwen3_5 import are different import-related failures." + "reason": "Broken env command and missing Qwen3_5 module import are different failures." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Qwen3VL timestamp math and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Timestamp calculation bug and scheduler kwargs bug are different subsystems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and multi-thread VRAM leak are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and Llama 3.2 Vision model-loading regression are not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-thread use and GLM-5 RoPE implementation are unrelated." } ] }, @@ -18559,7 +18729,7 @@ { "label": "issue", "component_index": 1, - "component_count": 24, + "component_count": 25, "review_unit_index": 60, "review_unit_count": 60, "status": "reviewed", @@ -18574,11 +18744,9 @@ "issue:30333", "issue:31515", "issue:31795", - "issue:34689", "issue:36296", "issue:37934", "issue:38617", - "issue:41669", "issue:42371", "issue:42913", "issue:42936", @@ -18619,9 +18787,6 @@ "issue:46218" ], "soft_pairs": [ - "issue:41669|issue:43704", - "issue:31795|issue:34689", - "issue:43704|issue:44485", "issue:46018|issue:46172", "issue:44485|issue:45468", "issue:42371|issue:43704", @@ -18632,8 +18797,8 @@ "issue:43606|issue:45468", "issue:43519|issue:43704", "issue:43298|issue:46095", - "issue:43352|issue:46218", "issue:44351|issue:46218", + "issue:43352|issue:46218", "issue:42913|issue:43066", "issue:28348|issue:45250", "issue:44908|issue:44998", @@ -18666,310 +18831,286 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "093d20d59135af40e4cd61ab505da8a6e3c565e85b1e2cf4eb42939c383a2d48", + "prepared_review_unit_hash": "3047b7939abeff0f123d6deb29cf55d2fcc70d044f6ee4744ab9d2868605ec59", "component_budget": { "node_count": 503, "item_count": 503, - "soft_pair_count": 1849, - "serialized_chars": 959374, - "estimated_input_tokens": 239844, - "estimated_eval_tokens": 479944 + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 46, - "serialized_chars": 40603, - "estimated_input_tokens": 10151, - "estimated_eval_tokens": 20558 + "node_count": 46, + "item_count": 46, + "soft_pair_count": 43, + "serialized_chars": 38567, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs, feature requests, docs issues, or version-specific regressions. The soft edges are mostly superficial similarity rather than the same underlying defect.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue is a good duplicate target here; the cluster spans many unrelated subsystems and the apparent matches are mostly loose topical similarity.", + "summary": "This cluster is heterogeneous: the soft-similarity links mostly connect unrelated issues across different models, features, and regressions. I don\u2019t see a single true duplicate target, so I\u2019d avoid collapsing them into one canonical issue.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative, issue:45850 is the broadest umbrella about widespread v5 breakage, but it is too vague to serve as a strong duplicate anchor.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "import-star cleanup/perf issue vs Qwen3 VRAM leak; unrelated bugs." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "documentation confusion vs a Llama 3.2 vision model-loading regression." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "VRAM leak in dataloader threads vs GLM-5 RoPE discussion; different code paths." - }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek shared-expert gating bug vs DeepSeek weight transpose/casting issue." + "reason": "Both mention DeepSeek-V4, but one is about shared-expert gating and the other a specific tensor operation in the model code; they are not clearly the same bug." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE discussion vs Gemma-4 audio positional encoding bug; different models." + "reason": "Different models and different code paths: GLM-5 RoPE implementation vs Gemma-4 audio positional encoding." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 config API guidance vs Qwen3 VRAM leak; not the same bug." + "reason": "TF32 configuration behavior and a VRAM leak in Qwen3ForCausalLM are unrelated issues." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network access vs Qwen3VL timestamp calculation; unrelated." + "reason": "Local-files-only API requests and Qwen3VL timestamp calculation are separate problems." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "broad v5 breakage report vs a specific import failure for Qwen3_5; too different." + "reason": "A broad v5 regression complaint is not the same as an import failure for Qwen3_5ForCausalLM." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "timestamp computation bug vs missing files on processor.save_pretrained; different failures." + "reason": "Timestamp calculation in a processor and missing files from save_pretrained do not describe the same bug." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value handling vs Gemma-4 audio positional encoding." + "reason": "GlmMoeDsaIndexer torch.split behavior and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch vs Gemma-4 audio encoding; unrelated." + "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp bug vs VRAM leak in Qwen3ForCausalLM." + "reason": "A timestamp bug in Qwen3VL and a VRAM leak in multi-threaded Qwen3ForCausalLM are different failures." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "continuous batching audio-model support vs DeepSeek-V4 weight conversion question." + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are unrelated." }, { - "left": "issue:43352", + "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support request vs import failure for a different model." + "reason": "Both are import errors, but they concern different symbols/modules and different underlying breakages." }, { - "left": "issue:44351", + "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "different import errors for different modules/models; not the same defect." + "reason": "Flash-Attention support for NemotronHForCausalLM is a feature gap, not the same issue as a Qwen3_5 import failure." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "both tokenizer-v5 related, but one is behavior drift and the other is wrong decoder type; not the same bug." + "reason": "Both touch tokenizer v5 behavior, but one is a broad behavior-change report and the other is a specific decoder-type bug; not clearly one bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2 Flash Attention 2.0 support request vs generic Flash Attention 2.0 topic; too broad." + "reason": "Both mention Flash Attention 2.0, but one is specific to GPT2LMHeadModel and the other is a vague general request; not enough to treat as the same underlying change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "scheduler kwargs bug vs irrelevant spam issue; no overlap." + "reason": "Scheduler kwargs handling and an unrelated 'Unemployment' issue are not the same." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "cache-strategy typo vs irrelevant spam; unrelated." + "reason": "A typo in cache strategies is unrelated to the placeholder-like 'Unemployment' issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression vs irrelevant spam; unrelated." + "reason": "CLIPOutput attentions assignment and 'Unemployment' are unrelated." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "irrelevant spam vs broad breakage report; not a duplicate pair." + "reason": "A nonsensical title and a broad v5 regression report do not match the same bug." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure vs irrelevant spam; unrelated." + "reason": "Python 3.14 import failure and 'Unemployment' are unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "tied-weights attribute crash vs chat-template tool-call crash; different code paths." + "reason": "_get_tied_weight_keys list handling and chat-template crashes are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "slow from_pretrained loading vs missing import for layer_type_validation." + "reason": "from_pretrained slowness and a missing layer_type_validation import are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "missing pad_token_idx after v5 update vs tied-weights key crash." + "reason": "Missing pad_token_idx in StableLmConfig and tied-weight key handling are unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "missing pad_token_id on Llama4Config vs tied-weights key crash." + "reason": "Missing pad_token_id in Llama4Config is not the same issue as _get_tied_weight_keys crashing." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 inference support request vs missing files on processor.save_pretrained." + "reason": "FP8 inference support and processor.save_pretrained missing files are unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "both mention Flash Attention 2.0, but for different models and different asks; not mergeable as one fix." + "reason": "Both are Flash Attention 2.0 requests, but they target different models and are not the same concrete change." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate decoder mask bug vs slow checkpoint loading; unrelated." + "reason": "A BART generate() mask bug and slow checkpoint loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on training failure vs slow from_pretrained loading." + "reason": "MLflow reporting on training failure and from_pretrained slowness are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "slow model loading vs tensor-parallel training bug; different subsystems." + "reason": "Checkpoint load performance and tensor-parallel training bugs are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "performance complaint on loading vs documentation clarity issue." + "reason": "Checkpoint loading performance and forward() documentation confusion are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "fp8 support request vs Qwen3.5 MoE from_pretrained regression; different issues." + "reason": "FP8 support for qwen3-vl/qwen3.5 moe inference and a from_pretrained error in Qwen3.5 Moe are different issues." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "audio continuous batching limitation vs fp8 inference support; unrelated." + "reason": "Audio-model continuous batching and FP8 support are unrelated." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior vs RoFormer attention interface; different models and fixes." + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value bug vs DeepSeek shared-expert gating bug." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "wrong type hint vs tokenizer regex warning; unrelated." + "reason": "A ModernBERT type-hint issue and a tokenizer regex warning regression are not the same bug." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value bug vs kwargs not passed to loss calculation." + "reason": "Mask2Former ignore_value handling and kwargs not passed to loss calculation are unrelated." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "loss kwargs issue vs RoFormer attention-interface issue; different code paths." + "reason": "Loss-function kwargs passing and RoFormer attention-interface usage are different code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value bug vs tokenizer regex warning; unrelated." - }, - { - "left": "issue:42936", - "right": "issue:46144", - "accept": false, - "reason": "Mask2former ignore_value bug vs RoFormer attention-interface issue." + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2former ignore_value bug vs typo in quantization-operation text; unrelated." + "reason": "Mask2Former ignore_value handling and a typo in quantization_operation are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT type-hint bug vs quantization typo; different fixes." + "reason": "A type-hint correction and a typo in conversion code are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "loss kwargs propagation bug vs ModernBERT type-hint bug." + "reason": "Missing kwargs in loss calculation and a ModernBERT type hint are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "question about Llama4 normalization vs ModernBERT type hint; unrelated." + "reason": "A norm-layer design question and a type-hint bug are unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value bug vs ModernBERT type-hint bug; different areas." + "reason": "Mask2Former ignore_value handling and a ModernBERT type-hint issue are unrelated." } ] }, @@ -18983,7 +19124,7 @@ { "label": "issue", "component_index": 2, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19002,7 +19143,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "a3e678493e0d5b199b497a04b7533eb4d8dfba62bf560769b2cd1330b6ee632b", + "prepared_review_unit_hash": "ca11fa07ad7479793e4bbedce194d3dafa6fb583d30de179080a991e1e74f4e7", "component_budget": { "node_count": 3, "item_count": 3, @@ -19024,30 +19165,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate relationship is apparent: the three issues cover unrelated feature requests in tokenization truncation, learning-rate scheduling, and Wav2Vec2 word-timestamp extraction.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "These three issues are not duplicates of each other: one is about tokenizer truncation direction, one about ReduceLROnPlateau-like scheduling, and one about Wav2Vec2 word time offsets. The cluster looks like a false positive from lexical similarity rather than a shared underlying bug/feature request.", + "confidence": 0.98, + "canonical_issue_reason": "If a representative is needed, #10519 is the clearest concrete feature request and the only one with a well-scoped technical topic; the other two are unrelated.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#10519 is the best issue to stand in for this cluster only in the weak sense that it is the most explicit and actionable request, but it should not be treated as a true canonical duplicate for the other two.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", - "right": "issue:11307", + "right": "issue:11005", "accept": false, - "reason": "Different problems and code paths: tokenizer truncation behavior vs. Wav2Vec2 word offset timing." + "reason": "Different domains and problems: tokenizer truncation behavior vs learning-rate scheduler functionality." }, { "left": "issue:10519", - "right": "issue:11005", + "right": "issue:11307", "accept": false, - "reason": "Unrelated feature requests: truncation-from-beginning in tokenization vs. ReduceLROnPlateau-like scheduler behavior." + "reason": "Unrelated requests: truncation direction vs extracting word time offsets from Wav2Vec2." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug or change: learning-rate scheduling functionality vs. ASR word alignment/timestamp extraction." + "reason": "No shared bug or feature: scheduler behavior request vs Wav2Vec2 alignment/timing metadata." } ] }, @@ -19061,7 +19202,7 @@ { "label": "issue", "component_index": 3, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19079,12 +19220,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "65cdcc483569553ff331492d0acf6d9a62e000cf29669c3f2f28828dcb583092", + "prepared_review_unit_hash": "37b0f5f79b328598d647b2cfe643499537d734762283c8945344a5848c709afa", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19092,7 +19233,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19101,24 +19242,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not describe the same bug: one is about Tapas tokenization, one about a private-model auth/error-message problem, and one is a generic model-loading failure for bert-base-uncased. The only overlap is a broad \"model loading\" theme between the last two, but not the same underlying cause.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 16618 is the broadest and most representative of the cluster\u2019s loose model-loading theme, with the highest discussion activity among the set. It is still not a true duplicate of the others, but it is the best single issue to anchor the cluster.", + "summary": "The cluster is not a true duplicate set: one issue is about Tapas tokenization, while the other two concern model download/load failures. Of the two model-related issues, they are both user-facing loading problems but still appear to describe different failure modes.", + "confidence": 0.78, + "canonical_issue_reason": "issue:16618 is the broadest, most central user-visible model-loading report in the cluster; it is closer in theme to the other loading/error issue than the Tapas tokenization report.", "canonical_pr_reason": null, - "best_issue_reason": "16618 is the best overall issue candidate because its title is the most general and closest to the shared surface theme of loading failures, making it the most plausible representative despite the lack of true duplication.", + "best_issue_reason": "issue:16618 is the best representative for the cluster because it captures the main model-loading/problem theme and is the most general of the three.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different subsystem and problem from a bert-base-uncased model loading failure; they do not share the same underlying bug." + "reason": "Different bugs: Tapas tokenization behavior versus a model loading failure for bert-base-uncased. No evidence they share the same code path." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "15980 is specifically about the error message when downloading a private model while logged out, while 16618 is a generic inability to load bert-base-uncased; same broad area, different root cause." + "reason": "Both relate to model download/load errors, but one is specifically a bad auth/error message for private models while the other is a generic inability to load bert-base-uncased; not clearly the same underlying bug." } ] }, @@ -19132,7 +19273,7 @@ { "label": "issue", "component_index": 4, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19148,7 +19289,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "92b4c733a28eebd18ba61052996fb7a50bb606e93ccd6eaddcb4f726116b2b09", + "prepared_review_unit_hash": "c86c59177e33f9035819f5909dd984ba4ebcf0e7f1ca9570e1c8fdc6fdb9ff64", "component_budget": { "node_count": 2, "item_count": 2, @@ -19170,18 +19311,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one tracks Flash Attention 2 support for more architectures, the other tracks GGUF support for more architectures. They share a broad \u201ccommunity contribution / more architectures\u201d theme, but the underlying code paths and deliverables are different.", + "summary": "These are two separate community contribution requests for different capabilities: Flash Attention 2 support vs GGUF support. They are not duplicates and should not be merged.", "confidence": 0.98, - "canonical_issue_reason": "Issue 26350 is the stronger anchor because it is older and has substantially more discussion activity, making it the more established thread.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the best representative issue for the cluster due to its higher engagement and earlier creation date.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests: Flash Attention 2 support versus GGUF support. They target different integration paths and are not the same underlying bug/change." + "reason": "Different feature requests with different technical targets and code paths: Flash Attention 2 architecture support versus GGUF architecture support. They are related only at a broad \u2018community contribution\u2019 level, not the same underlying change." } ] }, @@ -19195,7 +19336,7 @@ { "label": "issue", "component_index": 5, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19246,214 +19387,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "5345f89e21b5d60a74033de59f508f69efdba360b58b9fa85ad9f5fcfa49482c", + "prepared_review_unit_hash": "21ba274cb989b740878670701cd60d97754489fb0a8b6dd436559069abf2ae62", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15984, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15980, + "estimated_input_tokens": 3995, + "estimated_eval_tokens": 8246 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15984, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15980, + "estimated_input_tokens": 3995, + "estimated_eval_tokens": 8246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly shared i18n/translation templates, but the locale-specific translation requests are not duplicates of each other. I only merged the exact/near-exact duplicate subgroups where the titles and bodies line up tightly.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43834 is the best representative of the clearest duplicate subgroup: it has the generic placeholder title and is the earliest of the near-identical placeholder issues. The language-specific translation requests are separate tasks, not duplicates.", + "summary": "Mostly a set of similar i18n translation-request issues, but they are not all the same underlying request. The only clear duplicates are the exact same generic-template issues, while the language-specific translation issues should stay separate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43834 is the best representative of the main exact-title duplicate subgroup ([i18n-] Translating docs to ) and is the earliest of that set; the other items are either later copies of that template or distinct language-specific requests.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest overall issue candidate because it sits in the most clearly duplicate set and is the most generic/earliest representative among the accepted issue duplicates.", + "best_issue_reason": "issue:43834 is the most central and earliest issue in the largest exact-match subgroup, so it is the least ambiguous representative of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different locale-specific translation requests; similarity appears to come from a shared template, not the same underlying issue." + "reason": "Different language request (Turkish vs generic template); similar template text is not enough to call them duplicates." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different locale-specific translation requests; same template body is not enough to merge them." + "reason": "Different language request (Turkish vs generic template); this looks like a similar i18n template, not the same issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request vs generic placeholder issue; not the same concrete task." + "reason": "Turkish-specific issue versus generic placeholder title; too coarse to treat as the same underlying request." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target language (Turkish vs Romanian); these are distinct translation requests." + "reason": "Different language request (Turkish vs Romanian), so these are separate translation issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target language (Turkish vs Spanish); same boilerplate does not make them duplicates." + "reason": "Different language request (Turkish vs Spanish), not a duplicate." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs generic placeholder issue; not the same underlying change." + "reason": "Spanish-specific request versus generic placeholder template; not the same issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different locale-specific translation requests; template similarity is not enough." + "reason": "Spanish-specific request versus generic placeholder template; similar wording only." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Spanish vs Romanian); keep separate." + "reason": "Different language request (Spanish vs Romanian), so these are distinct issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different locale-specific translation requests; do not merge on shared template text alone." + "reason": "Spanish-specific request versus generic placeholder template; not a clear duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs generic placeholder issue; not the same task." + "reason": "Romanian-specific request versus generic placeholder template; similar theme but different underlying request." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request vs generic placeholder issue; shared boilerplate is insufficient." + "reason": "Romanian-specific request versus generic placeholder template; not enough to merge." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request vs generic placeholder issue; distinct issues." + "reason": "Romanian-specific request versus generic placeholder template; different underlying language request." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "High text similarity, but the titles do not indicate the same request and the translation task is different." + "reason": "Different language request; titles/body similarity appears template-driven rather than a true duplicate." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "High text similarity alone is not enough here; this does not clearly match the Romanian translation request." + "reason": "Different language request; similar template text does not establish the same issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder title and near-identical issue body; looks like a duplicate report." + "reason": "Same generic placeholder title and near-identical issue text; these look like duplicate copies of the same template issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic placeholder title and near-identical issue body; duplicate of the same template issue." + "reason": "Same generic placeholder title and near-identical issue text; likely duplicate template submissions." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Body similarity is high, but the titles/content indicate different issues and not the same concrete change." + "reason": "Different title/language content; similarity is too template-like to prove the same issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Body boilerplate is similar, but the report content is not clearly the same issue." + "reason": "Different title/language content; not clearly the same underlying request." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Similar template text, but the title/content differ enough that this is not clearly the same issue." + "reason": "Different title/content; the high similarity appears to come from shared template structure, not a true duplicate." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Identical generic placeholder title and near-identical body; clear duplicate." + "reason": "Exact same generic placeholder title and highly similar bodies; this is the strongest duplicate candidate in that subgroup." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different issue content; shared boilerplate does not justify merging." + "reason": "Different title/language content; not enough evidence they are the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different issue content; not the same underlying report." + "reason": "Different title/language content; looks like a similar template, not a duplicate." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "High similarity likely comes from a reused template, but the issues are not clearly the same." + "reason": "Different title/content; too risky to merge as a duplicate." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different issue content; do not merge based on template similarity alone." + "reason": "Different title/language content; similar template text is insufficient for duplicate status." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different issue content; not clearly the same report." + "reason": "Different title/language content; not the same underlying request." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Body similarity is not enough to establish the same underlying issue." + "reason": "Different title/content; similarity is likely due to the shared issue template." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same title and effectively identical body; clear duplicate." + "reason": "Identical title and essentially identical issue content; clear duplicate pair." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "The titles differ and the similarity looks more like shared boilerplate than the same issue." + "reason": "Different title/content; similar template structure does not prove a duplicate." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "High body similarity alone is insufficient; these are not clearly the same report." + "reason": "Different title/content; not enough evidence to merge." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is conservative and grounded in the packet. The analyst only accepts the clearly exact/near-exact duplicate subgroups, and the refusals are appropriately cautious given the heavy template similarity and differing titles/locales. The canonical/representative choice for issue:43834 is also defensible as the earliest generic placeholder in its duplicate subgroup." + "feedback": "The summary is conservative and grounded in the packet: the language-specific i18n issues are plausibly separate, while the exact-title placeholder pairs ([i18n-] and the identical Thai-title pair) are the only clearly duplicate-looking groups. No soft-edge verdict appears overstated." }, "evaluator_used": true, "retried": false, @@ -19464,7 +19605,7 @@ { "label": "issue", "component_index": 6, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19536,12 +19677,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "b9aa4b6a25f7719e6e509f7e792b05345abae1e002c3f16d36a5dd1a00db60b6", + "prepared_review_unit_hash": "4a97892d8333918461f5e8364ed07eaf70d96f0beeb9f8b30334425688cac171", "component_budget": { "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24673, + "serialized_chars": 24674, "estimated_input_tokens": 6169, "estimated_eval_tokens": 12594 }, @@ -19549,7 +19690,7 @@ "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24673, + "serialized_chars": 24674, "estimated_input_tokens": 6169, "estimated_eval_tokens": 12594 }, @@ -19558,252 +19699,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is not a duplicate cluster in the strict sense: the issues are mostly separate model-request tickets spanning different model families, modalities, and tasks. The soft similarities come from generic wording like \"add support\" or from being in adjacent ML areas, not from the same underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits the group: these requests target different models and capabilities (BERT variants, detection, ASR/TTS, vision-language, sparse transformers), so they should not be collapsed into one issue.", + "summary": "This cluster is a loose theme of model-support/request issues, not a set of true duplicates. The soft links are mostly driven by generic wording like \"Add\" or \"Support\" rather than the same concrete model or code-path change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46133 is the strongest representative because it is a substantive, active model-request thread with the most discussion/inbound activity in this set, but the cluster is too heterogeneous to treat as one duplicate issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43837 is the most central/specific item in the densest soft-similarity neighborhood, but only as a loose representative of speech-model requests; it is not a valid canonical duplicate target for the whole cluster.", + "best_issue_reason": "Issue 46133 is the best anchor for this cluster: it is detailed, active, and clearly scoped as a model-support request. Even so, it should be treated as a thematic representative, not a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different requests: a RoMa keypoint matcher vs adding Model Architecture for MiniCPM3." + "reason": "Different requests: RoMa keypoint matcher vs MiniCPM3 architecture; only share a generic model-add pattern." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model additions: EuroBert config vs DEIMv2." + "reason": "EuroBert config addition and DEIMv2 model support are unrelated model requests." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS support are unrelated model requests." + "reason": "EuroBert config vs Qwen3-TTS support are different model families and different kinds of changes." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config vs RF-DETR model; different architectures/tasks." + "reason": "EuroBert config and RF-DETR model support are separate model additions, not the same issue." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model requests." + "reason": "RF-DETR and DEIMv2 are distinct model requests with no shared bug/change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Object detection model request vs LFM2.5 Audio request; different modalities." + "reason": "RF-DETR detection support and LFM2.5 Audio support target different models and modalities." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR vs OpenAI weight-sparse transformer; unrelated changes." + "reason": "Adding RF-DETR and adding OpenAI weight-sparse transformer support are different changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR model addition and Qwen3-ASR support are different code paths and model families." + "reason": "RF-DETR model support and Qwen3-ASR support are unrelated requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated requests." + "reason": "RF-DETR and Qwen3-TTS are different model families and different functionality." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT addition vs Qwen3-ASR support; different models and tasks." + "reason": "NeoBERT and Qwen3-ASR are distinct model requests with no common code-path." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and weight-sparse transformer requests are unrelated." + "reason": "NeoBERT addition and a weight-sparse transformer request are different underlying changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio 1.5B; different modalities." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model-support requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model additions." + "reason": "RF-DETR model support and NeoBERT addition are separate model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT models; same broad naming pattern, different targets." + "reason": "NeoBERT and ModernVBERT are different model additions, not the same issue." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture work vs ASR support for Qwen3; not the same change." + "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture and sparse transformer support are unrelated." + "reason": "MiniCPM3 architecture work is not the same as adding a weight-sparse transformer model." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT models are distinct requests." + "reason": "MiniCPM3 architecture and ModernVBERT models are different model-support tasks." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture vs Voxtral TTS support; different model families." + "reason": "MiniCPM3 architecture and Voxtral TTS support are different model families and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models vs Qwen3-ASR support; different tasks/models." + "reason": "ModernVBERT models and Qwen3-ASR support are different model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS support are unrelated." + "reason": "ModernVBERT models and Qwen3-TTS support are not the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs BERT-like models with RoPE; related naming but not the same model or fix." + "reason": "ModernVBERT model addition and a RoPE-related BERT-like discussion are different scopes." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE vs Voxtral TTS support; different subsystems." + "reason": "RoPE for BERT-like models and Voxtral TTS support are unrelated changes." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE has no relation to the Mirko Privitera issue." + "reason": "BERT-like models with RoPE and a user-name issue are clearly unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS support and ASR support are adjacent but distinct model requests." + "reason": "Qwen3-TTS support and Qwen3-ASR support are related by family name but are different modalities and separate requests." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models, not the same underlying change." + "reason": "Qwen3-TTS support and weight-sparse transformer support are different code paths and model types." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support vs DeepSeek-OCR2; unrelated modalities." + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different model-specific support requests." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "TTS support vs weight-sparse transformer; unrelated." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR support and LFM2.5 Audio 1.5B are different speech-model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are both audio-related but not the same model or change." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support vs EUPE perception encoder; different models and tasks." + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support vs OpenAI weight-sparse transformer; not the same code path." + "reason": "Qwen3-ASR support and weight-sparse transformer support are different problems." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:45027", "accept": false, - "reason": "Audio model support vs SAM3-LiteText; unrelated." + "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model support requests." }, { - "left": "issue:43909", - "right": "issue:46645", + "left": "issue:43837", + "right": "issue:45177", "accept": false, - "reason": "Audio model request vs Granite SWA+sink option; different change request." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model additions." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Weight-sparse transformer request vs Meta EUPE encoder; unrelated." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated model-support requests." }, { - "left": "issue:43837", - "right": "issue:45027", + "left": "issue:43909", + "right": "issue:46645", "accept": false, - "reason": "Qwen3-ASR support vs Voxtral-4B-TTS support; different speech models and likely different code paths." + "reason": "LFM2.5 Audio 1.5B and Granite SWA+sink option are different changes in different model families." }, { - "left": "issue:37015", - "right": "issue:45027", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "NeoBERT vs Voxtral TTS; unrelated model requests." + "reason": "Weight-sparse transformer support and EUPE model addition are not the same concrete change." }, { - "left": "issue:43837", - "right": "issue:45177", + "left": "issue:45027", + "right": "issue:46653", "accept": false, - "reason": "ASR support vs DeepSeek-OCR2; different modality and model family." + "reason": "Voxtral TTS support and the unrelated name-only issue are clearly not duplicates." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct model proposals and not the same change." + "reason": "EUPE and TIPSv2 are both model requests, but they are distinct models and not the same underlying issue." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models vs an unrelated personal-name issue." + "reason": "ModernVBERT models and the unrelated name-only issue are not duplicates." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support is unrelated to the Mirko Privitera issue." + "reason": "Voxtral TTS support and the unrelated name-only issue are not duplicates." } ] }, @@ -19817,7 +19958,7 @@ { "label": "issue", "component_index": 7, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19833,7 +19974,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "fee08dc45bfbc4919f648c118161b203cd1d48d81c4d24fc489ce3e036c51f72", + "prepared_review_unit_hash": "d4cfe72b759eef73e28b88485c5e3d51de6a1ba6a07e49b6c846f95be68314ce", "component_budget": { "node_count": 2, "item_count": 2, @@ -19855,18 +19996,18 @@ "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 technical Vision RoPE refactor. No duplicate relationship is evident.", + "summary": "These two issues are not duplicates: one is a docs request to add `pruna` as an optimization framework, and the other is a Vision RoPE refactor. They describe different areas and different kinds of work.", "confidence": 0.98, - "canonical_issue_reason": "Issue #46443 is the more substantive engineering topic and is the better representative issue for this cluster, though the items are not duplicates.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#46443 best captures an actual code change/refactor problem; #38740 is a documentation/content request and not a good cluster anchor.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different domains and intents: documentation/framework listing versus Vision RoPE refactor. They do not describe the same underlying bug or change." + "reason": "No shared underlying bug or change: docs/framework listing request vs a vision-model refactor." } ] }, @@ -19880,7 +20021,7 @@ { "label": "issue", "component_index": 8, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19896,12 +20037,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "2f14ee336d46f63f26b4a6b8aaac68d050bfc83a96e176b514fb4e8d2216fd26", + "prepared_review_unit_hash": "8168fa76fdb0da56039109666e5d3d2186f809e038ec74976c96fec52afbd845", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19909,7 +20050,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19918,18 +20059,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about set block decoding, the other is about DeepSeek v3.2 model support. The soft similarity is too weak to indicate the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates: one is about block decoding, the other is a feature/support request for DeepSeek v3.2. No canonical cluster representative is evident from this pair.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue; the titles describe different underlying topics and do not point to the same bug or feature.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If forced to pick a single issue as the clearer standalone report, issue:43037 is more specific and actionable, but it is not a duplicate of issue:41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: the titles and implied scopes are unrelated. 'Set Block Decoding' is an implementation/codec behavior issue, while 'DeepSeek v3.2 support' is a model compatibility/request issue." + "reason": "Different subjects: \"Set Block Decoding\" concerns a decoding behavior/setting, while \"DeepSeek v3.2 support\" is a model support request. They do not appear to describe the same underlying issue or change." } ] }, @@ -19943,7 +20084,7 @@ { "label": "issue", "component_index": 9, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19959,7 +20100,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "3a71eda1c30174f6f26e6498c88c108025f6694f9a0022ea41f0c539d8e3a741", + "prepared_review_unit_hash": "fb553439431f8f0b13363706f2fadbc78d1b1b2aa14f8a8d5a12268fb0ad5d0c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19981,18 +20122,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about enabling TiledFusedLogitsLoss/FLCE via `from_pretrained()`, while the other is about adding TiledMLP for lower memory use. They touch different model components and different changes.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "The two open issues are unrelated feature requests: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss / FLCE, while the other requests integrating TiledMLP to reduce memory footprint. They do not describe the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #41306 is the more concrete and implementation-specific request, centered on a single API flag and a clearly scoped component (`from_pretrained()` / FLCE).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#41306 is the better canonical issue because it has a narrower, more actionable scope and is not just a broad architectural integration request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying work items: logits/loss integration and `from_pretrained()` flag handling vs. introducing a tiled MLP memory-optimization feature. The shared 'tiled' theme is too broad to treat as the same bug/change." + "reason": "These are different feature requests in different areas: FLCE loading behavior vs adding TiledMLP for memory savings. No shared code path or same underlying change is evident." } ] }, @@ -20006,7 +20147,7 @@ { "label": "issue", "component_index": 10, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20022,7 +20163,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "ab3c3998700b54e0412706168ab3b00a99157aeff77c1af35edf0f6a3eb3a996", + "prepared_review_unit_hash": "27adf8f618f9633d8542023a81c54fc8cb5f0e665ee32ec9ecca0558065ec7aa", "component_budget": { "node_count": 2, "item_count": 2, @@ -20044,18 +20185,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are loosely related through custom Trainer behavior, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They do not look like duplicates.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43598 is the better anchor because it is the more direct and concrete request about Trainer customization; 43600 is a separate FLOPS-accounting concern.", + "summary": "These two issues are only loosely related through custom Trainer behavior, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43598 is the broader, more directly Trainer-focused request and is the better representative of this cluster\u2019s theme.", "canonical_pr_reason": null, - "best_issue_reason": "43598 is the strongest standalone issue because it names a specific Trainer behavior (`remove_unused_column`) and a clear customization need.", + "best_issue_reason": "Issue 43598 is the best issue candidate because it centers on a concrete Trainer customization point, whereas 43600 is a narrower metric-estimation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but one targets column removal/customizability and the other targets FLOPS estimation. These are different code-path problems and not the same bug." + "reason": "Different underlying problems: one concerns `remove_unused_column` handling, the other concerns FLOPS estimation for custom trainers. Shared Trainer/customization context is too broad to treat as the same bug." } ] }, @@ -20069,7 +20210,7 @@ { "label": "issue", "component_index": 11, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20085,7 +20226,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "fb166ba3ee89bb4c48a4ab1e1f770cc6b2fd9de1b70ea0d124db9f180d5ccde6", + "prepared_review_unit_hash": "4486a818be34a29d329e6d0939658b2cfbb58856e9368988aa5880458ddc2df5", "component_budget": { "node_count": 2, "item_count": 2, @@ -20107,18 +20248,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern adding Qwen-family support to Transformers auto classes, but they target different APIs and likely different code paths: one is broad model registration for Qwen3-Omni, the other is sequence-classification support for Qwen3.5.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #43684 is the broader, more foundational registration request and better fits as the representative issue for Qwen auto-class support.", + "summary": "These two issues are related only at the high-level theme of Qwen model support, but they request different capabilities for different model families and different AutoModel heads. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate: #43684 is about registering Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while #44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different models and different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the best single issue for the cluster because it captures the general auto-model registration theme rather than a narrower task-specific head.", + "best_issue_reason": "#43684 is the broader and more central API-registration request, so it is the better representative issue if one must be chosen, but it does not subsume #44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Not the same underlying bug/change: #43684 asks for AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while #44405 requests AutoModelForSequenceClassification support for Qwen3.5. They involve different model variants and different auto-class mappings." + "reason": "Reject: the requests target different model families (Qwen3-Omni vs Qwen3.5) and different auto-model heads (conditional generation vs sequence classification), so they are not the same underlying bug/change." } ] }, @@ -20132,7 +20273,7 @@ { "label": "issue", "component_index": 12, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20155,12 +20296,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "e70bcafbf27d2f906f0fccb79ddaa9252cb064b2e305a5b88b406e639ca7f395", + "prepared_review_unit_hash": "71b5ad079bc8517f9c11e6263891e5f8c71882eb9eaabbd775c15c387728ab46", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20168,7 +20309,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20177,62 +20318,65 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are extremely low-information issues with generic or nonsensical titles and no actionable bodies. They look more like duplicate/noise reports than well-defined bug tickets, but there is not enough detail to confidently merge any pair.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43859 is the best placeholder canonical because it is the only one with any discussion activity and is among the most recent, but the evidence is too weak to treat it as a true semantic canonical.", + "summary": "Three near-identical low-information issues titled \"huggingface\" appear to be duplicates; issue #43835 titled \"Fett\" looks unrelated.", + "confidence": 0.78, + "canonical_issue_reason": "#43845 is the earliest of the repeated \"huggingface\" reports, so it is the best stand-in for the duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43859 is marginally the best global issue candidate for triage due to having some discussion activity; otherwise all four are equally underspecified.", + "best_issue_reason": "#43845 is the clearest canonical issue among the apparent duplicates because it is earliest and matches the repeated title exactly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Only weak title similarity and no substantive body or code-path evidence; cannot confirm the same issue." + "reason": "Different titles with no shared details; no evidence they describe the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Only weak title similarity and no substantive body or code-path evidence; cannot confirm the same issue." + "reason": "Different titles and no body/target overlap; likely unrelated." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Only weak title similarity and no substantive body or code-path evidence; cannot confirm the same issue." + "reason": "\"Fett\" does not match the repeated \"huggingface\" reports and there is no shared evidence." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Near-identical generic titles, but no bodies or concrete targets to prove they describe the same bug." + "accept": true, + "reason": "Same title and very close creation times; they look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Generic title overlap alone is insufficient; there is no descriptive evidence of a shared underlying problem." + "accept": true, + "reason": "Same title as the other duplicate \"huggingface\" issues and no distinguishing content is present." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Generic title overlap alone is insufficient; there is no descriptive evidence of a shared underlying problem." + "accept": true, + "reason": "Identical title and similarly sparse content; likely the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: #43845/#43846/#43859 share the same low-information title, while #43835 has a different title and no other linking evidence. The soft-edge verdicts are conservative and supported by the packet data (identical titles, close timestamps, and soft_similarity only)." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 13, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20259,88 +20403,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "f0c2e870d5462a72ad525e30a0c560c7890e8263613f1e2607b8b9a0296f4c49", + "prepared_review_unit_hash": "2c3c7a53ff008adf35dd138e99fec7127d4378765e1ee7814c75c0449108f93c", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all closed issue stubs/spam-like entries with no bodies, no links, and no concrete bug/report content. They do not appear to describe the same underlying issue, despite soft similarity signals.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are low-information, likely unrelated spam or placeholder issues with no concrete bug/report details. There isn\u2019t enough evidence to collapse them into a single duplicate cluster.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #44371 is the earliest generic placeholder entry and is as representative as any other item in this set, but the cluster is too sparse to support a stronger canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a meaningful canonical candidate; the set lacks substantive content, targets, or evidence of a real duplicate cluster.", + "best_issue_reason": "#44371 is the safest issue to keep as the representative item because it is earliest and has the most generic placeholder title, but none of the issues provide substantive content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like placeholders with no issue details; same empty style is not enough to indicate the same bug." + "reason": "Both are titled '', but that only indicates generic spam labeling, not the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "No substantive content beyond a spam placeholder, so there is no basis to treat them as duplicates." + "reason": "Both are generic spam placeholders; there is no concrete evidence they report the same problem." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Different placeholder titles and no bodies/targets; weak similarity is not evidence of the same issue." + "reason": "'' and 'Documentation Enhancement Suggestion' are different in kind, and there is no shared report detail." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated and there is no concrete report content to connect them." + "reason": "A spam placeholder and 'Check out \"Google LLC\"' do not indicate the same underlying bug or change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation-sounding placeholder versus spam placeholder; not the same underlying bug or request." + "reason": "Documentation enhancement feedback is not the same as a spam placeholder issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No meaningful issue description in either item, so duplicate status cannot be established." + "reason": "Documentation enhancement feedback is not the same as a spam placeholder issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like stubs, but that is not enough to conclude they report the same problem." + "reason": "Both are spam placeholders, but the metadata does not show a concrete shared issue to merge." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Unrelated titles and no supporting details indicate different, if any, topics." + "reason": "Generic spam placeholder and a company-name promo-style title are different low-information reports." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No concrete shared bug, target, or context; reject as duplicates." + "reason": "Generic spam placeholder and a company-name promo-style title are different low-information reports." } ] }, @@ -20354,7 +20498,7 @@ { "label": "issue", "component_index": 14, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20370,7 +20514,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "b42664ecc77499ba907b7006bd74e3cd36414a3f8d16a01527ce211c84c773a3", + "prepared_review_unit_hash": "78f3d5f0e1cb92b11fe4b2d0a7cf8303ee9244aba6e8594ea83b8aedda7da968", "component_budget": { "node_count": 2, "item_count": 2, @@ -20392,27 +20536,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues look like duplicate reports: they have identical titles, very similar body lengths, and a soft-similarity signal between them. #45145 is the better representative because it is earlier and already has an inbound reference.", - "confidence": 0.78, - "canonical_issue_reason": "#45145 and #45151 have the same title; #45145 is earlier and has the inbound reference, so it is the best canonical issue for this pair.", + "summary": "These two closed issues have identical titles and very similar body sizes/content, with no distinguishing links or filenames, so they are very likely duplicates of the same reported request.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 is the better canonical because it has an inbound reference and otherwise matches #45151 almost exactly, suggesting it is the earlier/linked copy.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative because it is the earlier instance and already has an inbound reference.", + "best_issue_reason": "#45145 is a strong representative issue: same title as #45151, similar body length, and slightly more evidence of being the referenced thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Identical titles plus closely matched body lengths and a soft-similarity signal make these look like the same issue report; the packet does not expose the bodies, so this is based on metadata rather than direct text comparison." + "reason": "Identical title and highly similar issue text indicate the same underlying issue; no evidence suggests distinct reports." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The conclusion is a bit too strong for the packet. What is grounded is: the two issues have identical titles, very similar body lengths, one has an inbound reference, and the pair only has a soft-similarity signal (jaccard ~0.63) with deterministic_accept=false. The packet does not expose the bodies, so claims like \"near-duplicate body content\" or \"strong text similarity\" are overstated. Also, the confidence of 0.99 is not conservative given the evidence available." + "accept": true, + "feedback": "The conclusion is grounded in the packet: the issues have identical titles, close body lengths, and a soft similarity signal, with issue #45145 also having the earlier timestamp and one inbound reference. The duplicate/representative judgment is appropriately conservative." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20420,7 +20564,7 @@ { "label": "issue", "component_index": 15, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20474,7 +20618,7 @@ { "label": "issue", "component_index": 16, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20490,7 +20634,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "1db613dd8730ec97ce63d740d18a2b24b8c709f88829c28ba918cefb727bcc01", + "prepared_review_unit_hash": "209e23c26fc13b7ae9385c70a537e76f034e4db0506f0adf33ac1a0b961ffd3a", "component_budget": { "node_count": 2, "item_count": 2, @@ -20512,18 +20656,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are not duplicates: they have different person-name/date titles, no bodies, and no shared links or targets. The similarity is superficial only.", + "summary": "The two closed issues appear unrelated: they are just distinct person-name/date strings with no shared technical context or description, so this is not a duplicate cluster.", "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the titles reference different people and dates, with no evidence they describe the same underlying report.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative because there is no duplicate relationship or substantive discussion to anchor one as primary.", + "best_issue_reason": "Neither issue is a good canonical candidate; they do not describe the same bug or request and have no supporting context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the issues appear unrelated; they only share a superficial naming pattern and provide no evidence of the same bug or request." + "reason": "Different names and dates only; no evidence they report the same underlying problem or request." } ] }, @@ -20537,7 +20681,7 @@ { "label": "issue", "component_index": 17, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20553,40 +20697,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "27b3b6b4d023ab320908100be5a582549640941d9db4351cd88213a61cc7ea09", + "prepared_review_unit_hash": "d761bd67cd4aded20888b2315404e73eb4add6dc9baff4f4702439f84c82a94d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "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": "Both items are empty closed issues with unrelated personal-name/date titles and no bodies, links, or shared references. They do not look like duplicates or the same underlying report; this appears to be a false-positive soft similarity match.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: neither item contains enough substantive content, and the titles do not indicate the same bug or request.", + "summary": "The two closed issues are just sparse name/date entries and do not look like the same underlying problem; the soft-similarity signal is too weak to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: there is no substantive issue content or shared problem statement, so neither item can be justified as the duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good duplicate target; if a representative is needed, 45764 is only marginally earlier, but there is no evidence they belong together.", + "best_issue_reason": "Neither issue is a strong representative, but if one must be picked, 45764 is no better or worse than 45765; both lack enough context to serve as a canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The issues have unrelated names/dates, no bodies, and no shared targets or references; they do not describe the same underlying problem." + "reason": "Reject: these are just two unrelated-looking closed issues with different personal-name/date titles and no body, links, or shared technical context indicating the same bug or request." } ] }, @@ -20600,7 +20744,7 @@ { "label": "issue", "component_index": 18, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20616,7 +20760,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "03fe657f85e9a0c0562be9b0d2c33a7d13846f97926802726b57ced15b91da43", + "prepared_review_unit_hash": "94cefa95ce53f45648aa48569ac655b5f8517bac5db31f8880b460529a0fd8d2", "component_budget": { "node_count": 2, "item_count": 2, @@ -20638,18 +20782,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one requests a new Qwen3_5 token-classification model class for value modeling, while the other asks for FP8 training support. They should not be clustered as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the requests cover different features in different areas of the library and do not describe the same underlying problem.", + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. This is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good cluster representative because there is no duplicate relationship to resolve; both are standalone feature requests.", + "best_issue_reason": null, "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 bug: model-class addition for token classification vs FP8 training support." + "reason": "Different underlying requests and code paths: model head support vs FP8 training support. Shared similarity is too broad to treat as the same issue." } ] }, @@ -20663,7 +20807,7 @@ { "label": "issue", "component_index": 19, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20689,88 +20833,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "c7fb70aa6f66ccf564e55b7a31132cddb0fe9827163947dd93827a214abde663", + "prepared_review_unit_hash": "121058cb8aa9676fa33fc30affcda48be1ba289adbaf6ec8b8cddc692e41ab29", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "45870/45871 and 45872/45873 look like likely duplicate issue pairs based on identical titles and matching body lengths, but the evidence is only soft similarity, not deterministic confirmation. 45869 appears to be a separate dataset-promo request and does not match the others.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45870 is the cleanest representative of the 'Example: Financial time series prediction with DataForge' pair because 45871 appears to be the same request from the identical title and matching body length, and 45870 is earlier.", + "summary": "The cluster appears to split into two likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is thematically related, but it looks like a distinct dataset-related request rather than a duplicate of either pair.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue covers the whole cluster; the evidence supports two likely duplicate pairs, while 45869 is related but distinct.", "canonical_pr_reason": null, - "best_issue_reason": "Overall, 45870 is a good issue representative because it belongs to a likely duplicate pair with strong title/body alignment; 45872 is similarly representative of a separate likely duplicate pair, while 45869 is a different topic.", + "best_issue_reason": "45870 is the best representative issue overall because it is the older copy in one likely duplicate pair and has the only discussion activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a financial dataset bundle versus an example request for time-series prediction." + "reason": "Related financial/DataForge theme, but the requests are different: dataset listing versus example/prediction use case." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a financial dataset bundle versus an example request for time-series prediction." + "reason": "Same as 45869/45870: topical overlap only; not the same underlying request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and matching body length make this a likely duplicate report of the same example request, though the evidence is soft rather than deterministic." + "reason": "Likely duplicate pair: identical title and matching body size make these look like the same request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Same broad DataForge/financial theme, but the titles point to different requests: an example tutorial versus a scraping-service integration." + "reason": "Both are financial/DataForge-related, but the concrete asks differ enough that they do not look like duplicates." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same broad DataForge/financial theme, but the titles point to different requests: an example tutorial versus a scraping-service integration." + "reason": "Broad thematic similarity only; the request appears different from the example/prediction issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different requested change: example/tutorial content versus scraping-service integration." + "reason": "Same reason as 45870/45872: similar domain, but different concrete request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different requested change: example/tutorial content versus scraping-service integration." + "reason": "Related topic, but not the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and matching body length make this a likely duplicate report of the same scraping-service request, though the evidence is soft rather than deterministic." + "reason": "Likely duplicate pair: identical title and matching body size strongly suggest the same request." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the analysis overstates the evidence. The packet only shows identical titles/body lengths and soft_similarity signals; it does not provide issue bodies or any deterministic duplicate confirmation. So calling 45870/45871 and 45872/45873 \u201cexact duplicates\u201d is too strong, and the canonical/representative claims should be more conservative. The separation of 45869 from the others is plausible from the title alone, but the duplicate verdicts need softer wording." + "feedback": "The cluster split is plausible, but the writeup is a bit too strong for the packet. We only have titles, body lengths, and soft-similarity signals\u2014no body text or explicit links\u2014so calling 45870/45871 and 45872/45873 \u201cexact duplicates\u201d is stronger than the evidence supports. Also, 45869 is related thematically, so calling it \u201cunrelated\u201d overstates the separation. A more conservative phrasing would be \u201clikely duplicate pairs\u201d with 45869 as a related but distinct request." }, "evaluator_used": true, "retried": true, @@ -20781,7 +20925,7 @@ { "label": "issue", "component_index": 20, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20797,7 +20941,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "f391cbdd9d20e2d0b4763bffcab71b55032edb3d3ccb15e1583c152b7ae53b61", + "prepared_review_unit_hash": "e16667e91153091bb5a374bbe299b8bb38d95017b61268502af8312f2c00a2da", "component_budget": { "node_count": 2, "item_count": 2, @@ -20819,18 +20963,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to static-cache handling around linear attention, but they describe different failures: one is a shape-corruption/runtime error during early initialization, the other is a model-specific KeyError for `linear_attention` in Qwen3.5. They look adjacent, not duplicate.", + "summary": "These two issues both mention static cache and linear attention, but they describe different failure modes: one is a shape corruption/runtime error during early initialization, the other is a KeyError for `linear_attention` in Qwen3.5. They are related in subsystem, but not clearly the same underlying bug.", "confidence": 0.84, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a clearer, more general technical failure mode (`early_initialization` corrupting linear-attention shapes) rather than a model-specific symptom.", + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a concrete mechanism (`early_initialization`) and a clearer failure mode (wrong shapes leading to `RuntimeError`) rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest representative of the cluster since it describes the underlying mechanism more directly and is less tied to one model/reporting context.", + "best_issue_reason": "46439 is the strongest representative for this cluster since it describes the broader static-cache/linear-attention breakage in a way that could encompass multiple downstream crashes.", "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: shape corruption/`RuntimeError` vs `KeyError: 'linear_attention'`. No shared code target or explicit linkage indicates the same underlying bug or a single fixable patch." + "reason": "Both involve static cache and linear attention, but 46439 reports shape corruption during early initialization while 46441 reports a `KeyError: 'linear_attention'` in Qwen3.5. That looks like different root causes, so I would not merge them." } ] }, @@ -20844,7 +20988,7 @@ { "label": "issue", "component_index": 21, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20860,12 +21004,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "23ba1cb12b6643d8f7daa2c2373f2123e4e528d1aa39be5d2fe62edde7cd7a1e", + "prepared_review_unit_hash": "c960a2c36cdb79c8945534619c7227e62c1d9446fb666fc629a3e0134bb7e07f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20873,7 +21017,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20882,24 +21026,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issue entries are near-exact duplicates of the same Wav2Vec2CTCTokenizer v5 bug report; the open issue is the better canonical thread to keep.", + "summary": "The two issues are exact duplicates: identical titles, identical body length, and the same reported Wav2Vec2CTCTokenizer v5 special-token leak behavior.", "confidence": 0.99, - "canonical_issue_reason": "issue:46552 is open and already has inbound references, so it is the better long-lived tracking issue for this duplicate report.", + "canonical_issue_reason": "Issue #46552 is the better canonical target because it is still open and already has inbound references, making it the active discussion thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 is the best issue to keep because it matches the same title/body as issue:46551 and is still open for discussion and tracking.", + "best_issue_reason": "Issue #46552 is the best issue to keep because it is the live report for the same bug and has existing references from other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same described tokenizer bug, and identical issue content; these are the same underlying issue." + "reason": "Same title and same described tokenizer bug; these are the same underlying issue, so the duplicate edge should be accepted." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: both issues have the same title, equal body length, and the pair is marked with soft_similarity/jaccard 1.0. Preferring the open issue with inbound references as the canonical tracking thread is a conservative, evidence-based choice." + "feedback": "The analyst\u2019s conclusion is well grounded in the packet: the two issues have identical titles, identical body lengths, and perfect similarity (jaccard 1.0), so treating them as duplicates is conservative and supported. The choice of issue #46552 as canonical is also justified by its open state and inbound references." }, "evaluator_used": true, "retried": false, @@ -20910,7 +21054,7 @@ { "label": "issue", "component_index": 22, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20926,12 +21070,12 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "17fda1507ed721a588fa8760a6c5bbdf0ee41266711dec7fbe26c40273ce0efe", + "prepared_review_unit_hash": "a8e99994ad76b8c4a37973f61aff4dd55025b2160eb0a75a66304d944912da7e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1570, + "serialized_chars": 1569, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -20939,7 +21083,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1570, + "serialized_chars": 1569, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -20948,18 +21092,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not look like duplicates: one reports a tensor-size mismatch during object-detection training, while the other reports OOM after several epochs in RT-DETR v2. They describe different failure modes and likely different root causes.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 46657 is the more concrete, actionable bug report: it names a specific runtime failure (tensor size mismatch) rather than a broad resource symptom.", + "summary": "These two issues are only loosely related by training object detection models, but they report different failure modes and likely different root causes: one is a tensor shape mismatch, the other is an out-of-memory problem occurring after several epochs in RT-DETR v2 training.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #46657 is the cleaner representative of the tensor-shape mismatch bug report, but it should not be treated as a duplicate of #46692.", "canonical_pr_reason": null, - "best_issue_reason": "46657 is the better representative issue for this cluster because it has a clearer, more specific error signature; 46692 appears to be a separate OOM problem, not the same underlying defect.", + "best_issue_reason": "#46657 is the better standalone issue to anchor this cluster because it describes a concrete, reproducible error symptom more directly than the memory-growth report in #46692.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different symptoms and likely different code paths: tensor-shape mismatch during training vs. out-of-memory after epochs in RT-DETR v2. No evidence they share the same underlying bug." + "reason": "Different symptoms and likely different code paths: tensor size mismatch during object-detection training versus OOM after some epochs in RT-DETR v2. Shared domain is too broad to treat as the same bug." } ] }, @@ -20973,7 +21117,7 @@ { "label": "issue", "component_index": 23, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20989,7 +21133,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "f800a05e4a8d4286403e6e2df5a1b768f06f0795e8b04a5658bd9599c31d8fa6", + "prepared_review_unit_hash": "10c3b165dc38753e4874d2ae62d1aebbb6b3ab35d04538555ef1a3ef7b321735", "component_budget": { "node_count": 2, "item_count": 2, @@ -21011,18 +21155,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely related by model-loading/memory behavior, but they describe different bugs in different code paths: ZeRO-3 zero.Init partitioning failure vs 4-bit device_map/max_memory dispatch to CPU. They should not be deduplicated.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #46822 is the more specific and technically anchored report, with a clearer failure mode and concrete affected submodule/setting (ZeRO-3 zero.Init on composite minimax_m3_vl causing OOM).", + "summary": "The two issues describe different model-loading failures in different pathways: ZeRO-3 zero.Init partitioning during multi-GPU load versus 4-bit auto device mapping with max_memory dispatching to CPU. They are not the same underlying bug, so the soft edge should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46822 is more specific and actionable, with a concrete failure mode (ZeRO-3 zero.Init not partitioning a composite submodule leading to OOM on multi-GPU load).", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46822 is the best representative issue for this cluster because it is more concrete and diagnostic; #46823 is a separate quantization/device_map bug.", + "best_issue_reason": "Issue 46822 is the better canonical issue because it isolates a single code-path problem and includes a clear reproduction symptom tied to partitioning behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying problems: #46822 is about ZeRO-3 zero.Init not partitioning a composite submodule and causing OOM, while #46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching modules to CPU. Shared memory/load context is too broad to treat as the same bug." + "reason": "Different loading mechanisms and failure modes: one is ZeRO-3 partitioning/OOM, the other is 4-bit device-map/max_memory CPU dispatch with ValueError. They are not plausibly the same bug." } ] }, @@ -21036,7 +21180,7 @@ { "label": "issue", "component_index": 24, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21059,12 +21203,12 @@ "issue:46940|issue:46969", "issue:46948|issue:46969" ], - "prepared_review_unit_hash": "70a46395ba74c92990a9efa3eeecae5abd91f1ad516d3222ac497e8d964c906a", + "prepared_review_unit_hash": "cee8b404959bc90b004c12240eab93f2f276d35415befed70f6f31097eda804b", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4442, + "serialized_chars": 4441, "estimated_input_tokens": 1111, "estimated_eval_tokens": 2478 }, @@ -21072,7 +21216,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4442, + "serialized_chars": 4441, "estimated_input_tokens": 1111, "estimated_eval_tokens": 2478 }, @@ -21081,55 +21225,121 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four daily '[serge] integration failure triage' issues for consecutive dates, not evidence of the same underlying bug. They look like separate triage reports with a shared template/prefix, so none of the pairwise soft links should be merged.", - "confidence": 0.96, - "canonical_issue_reason": "issue #46948 is the strongest representative of the set: it has the highest inbound references and discussion activity, and its date sits in the middle of the run of daily triage issues.", + "summary": "These four issues look like recurring daily triage reports for the same area (\u201c[serge] integration failure triage\u201d) rather than duplicate reports of one underlying bug. They should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46906 is the earliest item and has the strongest inbound reference signal, so it is the best representative if one must be chosen for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue #46948 is the best single issue to anchor the cluster because it appears most referenced/active, but it is still just a dated triage report rather than a unique bug report.", + "best_issue_reason": "issue:46906 is the most suitable issue to keep as the cluster representative because it is earliest and most referenced, but it still appears to be one instance of a recurring triage thread, not a unique bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template and subsystem, but these are dated reports for different days; no sign they describe one shared underlying failure." + "reason": "Same triage-series title, but this looks like a different day\u2019s report rather than the same underlying bug or change; no shared explicit target or code artifact evidence." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Looks like a separate daily integration-triage entry, not the same concrete issue state or code-path problem." + "reason": "These appear to be separate daily integration triage entries, not duplicate descriptions of one concrete failure." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Only broad title similarity; the date and likely failure context differ, so they should not be deduplicated." + "reason": "Similar recurring title only; insufficient evidence that both issues track the same exact bug instance." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Adjacent triage reports, but still distinct daily tracking issues rather than the same bug." + "reason": "Different dates in the same triage series, with no explicit bug identity or shared implementation target." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Shared wording is just the report format; there is no evidence of a common underlying defect." + "reason": "Likely separate triage notes for successive days, not duplicates." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Both are daily integration-failure triage issues, but that is not enough to treat them as duplicates of the same problem." + "reason": "Same subsystem and template, but not the same underlying issue; these are separate daily triage reports." } ] }, "evaluator_result": null, "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": 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": "a170229f340a3f8b7a566ded45dc09754c85fcb7fd30b0749e2917db400b4273", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1488, + "estimated_input_tokens": 372, + "estimated_eval_tokens": 1000 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1488, + "estimated_input_tokens": 372, + "estimated_eval_tokens": 1000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues have the same title and appear to request the same feature addition (RWKV7 model support), with no evidence of distinct scopes. They are strong duplicates, and the open issue is the better canonical tracker.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46984 is open and has the same feature request title as #46983, making it the best place to track the ongoing work.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is the best overall issue because it is still open and appears to represent the same underlying request as the closed issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and same requested feature; both appear to be the same underlying model-support request, so this is a clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: both items have the same title, are both issues, and the only pairwise evidence is strong soft similarity. The conclusion is conservative enough, and the open issue (#46984) is a reasonable canonical tracker for the same request." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21144,12 +21354,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-32", + "cluster_id": "cluster-40546-36", "nodes": [ "pull_request:40546", "pull_request:43451", + "pull_request:45862", "pull_request:46180", "pull_request:46196", + "pull_request:46425", + "pull_request:46509", "pull_request:46658", "pull_request:46707", "pull_request:46836", @@ -21160,6 +21373,7 @@ "pull_request:46907", "pull_request:46908", "pull_request:46912", + "pull_request:46917", "pull_request:46920", "pull_request:46926", "pull_request:46927", @@ -21200,17 +21414,17 @@ "pull_request:46928|pull_request:46941", "pull_request:46180|pull_request:46658", "pull_request:46180|pull_request:46707", - "pull_request:46954|pull_request:46961", "pull_request:46658|pull_request:46903", + "pull_request:46954|pull_request:46961", "pull_request:46954|pull_request:46977", "pull_request:46928|pull_request:46951", "pull_request:46907|pull_request:46927", "pull_request:46908|pull_request:46951", "pull_request:46891|pull_request:46954", - "pull_request:43451|pull_request:46954", "pull_request:46926|pull_request:46927", - "pull_request:46954|pull_request:46957", + "pull_request:43451|pull_request:46954", "pull_request:46908|pull_request:46941", + "pull_request:46954|pull_request:46957", "pull_request:46903|pull_request:46970", "pull_request:46958|pull_request:46961", "pull_request:46958|pull_request:46977", @@ -21227,435 +21441,387 @@ "pull_request:46891|pull_request:46958", "pull_request:46891|pull_request:46974", "pull_request:46957|pull_request:46974", + "pull_request:45862|pull_request:46425", "pull_request:46957|pull_request:46965", "pull_request:46196|pull_request:46965", "pull_request:40546|pull_request:43451", "pull_request:46912|pull_request:46977", "pull_request:46836|pull_request:46965", - "pull_request:43451|pull_request:46965", + "pull_request:46425|pull_request:46965", + "pull_request:46196|pull_request:46425", + "pull_request:43451|pull_request:46425", + "pull_request:46425|pull_request:46961", "pull_request:43451|pull_request:46912", + "pull_request:46425|pull_request:46836", + "pull_request:46425|pull_request:46891", "pull_request:46912|pull_request:46957", "pull_request:46891|pull_request:46912", "pull_request:46836|pull_request:46912", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46917", "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:46927|pull_request:46971", - "pull_request:46949|pull_request:46970", - "pull_request:46927|pull_request:46970", - "pull_request:46908|pull_request:46926", - "pull_request:46907|pull_request:46908", - "pull_request:43451|pull_request:46836", - "pull_request:46658|pull_request:46836", - "pull_request:46891|pull_request:46957", - "pull_request:43451|pull_request:46658", - "pull_request:46658|pull_request:46707" + "pull_request:46949|pull_request:46970" ], - "prepared_review_unit_hash": "a66c529955726bd6e9453140444bdedfeb4aa0e6ad20fa5fac842957dfb9a5ca", + "prepared_review_unit_hash": "88a004799fca0c085fe25ba6769cc0a3934de923ff06ecc1df57e52c0a1afcfe", "component_budget": { - "node_count": 32, - "item_count": 32, - "soft_pair_count": 100, - "serialized_chars": 108042, - "estimated_input_tokens": 27011, - "estimated_eval_tokens": 54278 + "node_count": 36, + "item_count": 36, + "soft_pair_count": 108, + "serialized_chars": 121126, + "estimated_input_tokens": 30282, + "estimated_eval_tokens": 60820 }, "budget": { - "node_count": 31, - "item_count": 31, + "node_count": 35, + "item_count": 35, "soft_pair_count": 72, - "serialized_chars": 88813, - "estimated_input_tokens": 22204, - "estimated_eval_tokens": 44664 + "serialized_chars": 98386, + "estimated_input_tokens": 24597, + "estimated_eval_tokens": 49450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous bundle of mostly unrelated PRs. The only strong duplicate-style overlap is the CohereASR training-loss double-shift fix; the rest are different model additions, bug fixes, test-only changes, or CI/workflow updates and should not be merged together.", - "confidence": 0.88, + "summary": "Mostly unrelated PRs; the only near-duplicate CohereASR pair is close but should be treated as alternative fixes, not a mergeable duplicate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46958 is the cleanest representative of the only real duplicate cluster: a focused CohereASR training-loss double-shift fix with minimal scope. Broader or mixed-scope PRs in the set are not good canonical anchors.", + "canonical_pr_reason": "PR 46895 is the clearest representative of the CohereASR double-shift bugfix because it has the explicit issue link, targets the concrete training-loss path, and includes the aligned test coverage.", "best_issue_reason": null, - "best_pr_reason": "46958 is the best standalone representative because it directly fixes a concrete code-path bug in one model with a small, self-contained diff and an explicit issue target.", + "best_pr_reason": "PR 46895 is the strongest standalone PR in the cluster because it directly fixes the concrete bug and is the most complete artifact in the only plausible duplicate group.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46958", - "accept": true, - "reason": "Same underlying CohereASR loss double-shift bug in the same code path; these are plausible alternative fixes for the same issue." + "accept": false, + "reason": "Same CohereASR bug, but the implementations diverge: one threads shift handling through the existing loss path, the other replaces the loss computation with a direct CrossEntropyLoss. Those are alternative fixes, not one clearly mergeable PR." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": true, - "reason": "Both include the same CohereASR double-shift loss fix; 46903 just bundles that fix with an extra PPFormulaNet change." + "accept": false, + "reason": "Same model area, but different underlying fix: PPFormulaNet vs CohereASR, so this is not the same bug or change." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Different subsystems and failure modes: Mamba2 OOM test fix vs PEFT integration loading change." + "reason": "Both touch Mamba2-related failures, but one changes model execution while the other only adjusts test loading behavior; not the same fix." }, { "left": "pull_request:46950", "right": "pull_request:46970", "accept": false, - "reason": "Unrelated models and bugs: Mamba2 OOM behavior versus MusicGen melody generation mismatch." + "reason": "Different models and different code paths; same general failure class is too weak." }, { "left": "pull_request:46927", "right": "pull_request:46950", "accept": false, - "reason": "Different models and code paths; no shared underlying bug." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "GLM46V input-id handling and PEFT integration are unrelated changes." + "reason": "Different models and unrelated code paths." }, { "left": "pull_request:46970", "right": "pull_request:46971", "accept": false, - "reason": "MusicGen generation logic and Mamba2 test argument usage are unrelated." + "reason": "Same model family and failure theme, but the fixes are distinct and not clearly the same bug." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "PEFT integration loading and Mamba2 test dtype usage are different issues." + "reason": "Different models and different fixes." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Whisper/audioflamingo cache handling is unrelated to Mamba2 test loading arguments." + "reason": "Different models and unrelated code paths." }, { "left": "pull_request:46951", "right": "pull_request:46970", "accept": false, - "reason": "No shared concrete bug; one is PEFT integration, the other is MusicGen generation behavior." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "DeepSeek V3.2 offload test fix and BLIP-2 tokenizer mapping change are unrelated." + "reason": "Different models and distinct test failures." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "EdgeTam import-or-config test failures and MiniMax-M3-VL load-error test fixes are different problems." + "reason": "Different models and unrelated bugs." }, { "left": "pull_request:46902", "right": "pull_request:46965", "accept": false, - "reason": "Offloading/save-converted-weights work is unrelated to DeepSeek V4 use_cache behavior." + "reason": "Different bugs in different subsystems." }, { "left": "pull_request:46907", "right": "pull_request:46928", "accept": false, - "reason": "Different model areas and bugs; EdgeTam and BLIP-2 do not overlap concretely." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:46926", - "right": "pull_request:46928", + "right": "pull_request:46941", "accept": false, - "reason": "Separate model/test fixes with no common code path." + "reason": "Different models and distinct failures." }, { "left": "pull_request:46926", - "right": "pull_request:46941", + "right": "pull_request:46927", "accept": false, - "reason": "MiniMax-M3-VL load tests and DAC output math are unrelated." + "reason": "Different models and unrelated code paths." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "DAC code fix and MusicGen generation fix are unrelated model changes." + "reason": "Different models and bugs." }, { "left": "pull_request:46907", "right": "pull_request:46941", "accept": false, - "reason": "EdgeTam processor kwarg handling and DAC distance computation are unrelated." + "reason": "Different models and unrelated failures." }, { "left": "pull_request:46928", "right": "pull_request:46941", "accept": false, - "reason": "BLIP-2 tokenizer mapping and DAC output calculation are unrelated." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:46180", "right": "pull_request:46658", "accept": false, - "reason": "Both add new models, but they are different models and unrelated implementations." + "reason": "Both are model-addition PRs, but for different models and unrelated code." }, { "left": "pull_request:46180", "right": "pull_request:46707", "accept": false, - "reason": "Fun-ASR-Nano model addition is unrelated to the native FSDP2 migration PR." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46961", - "accept": false, - "reason": "Pytest-v9 compatibility fix and Serge branch normalization workflow are different changes." + "reason": "Different features in different areas; not the same change." }, { "left": "pull_request:46658", "right": "pull_request:46903", "accept": false, - "reason": "Step-3.7 Flash model work is unrelated to CohereASR/PPFormulaNet loss fixes." + "reason": "Different models and unrelated changes." }, { "left": "pull_request:46954", - "right": "pull_request:46977", + "right": "pull_request:46961", "accept": false, - "reason": "Pytest compatibility changes and Mllama argument deprecation are unrelated." + "reason": "Different concerns: model cleanup vs workflow automation." }, { - "left": "pull_request:46196", - "right": "pull_request:46965", + "left": "pull_request:46954", + "right": "pull_request:46977", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch support and DeepSeek V4 cache handling are different subsystems." + "reason": "Different models and unrelated fixes." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:46958", + "right": "pull_request:46961", "accept": false, - "reason": "Both are model additions, but for different models and code paths." + "reason": "CohereASR bugfix vs workflow change; unrelated." }, { - "left": "pull_request:46912", + "left": "pull_request:46958", "right": "pull_request:46977", "accept": false, - "reason": "RoPE test coverage and Mllama argument-name cleanup are unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46920", - "accept": false, - "reason": "Unlimited OCR model addition and Voxtral realtime mistral-common API adaptation are unrelated." + "reason": "Different models and unrelated code." }, { - "left": "pull_request:46891", - "right": "pull_request:46920", + "left": "pull_request:46957", + "right": "pull_request:46974", "accept": false, - "reason": "CI workflow changes and Voxtral realtime API updates are not the same underlying change." + "reason": "Different features and unrelated code paths." }, { - "left": "pull_request:46957", - "right": "pull_request:46958", + "left": "pull_request:46912", + "right": "pull_request:46957", "accept": false, - "reason": "Finegrained FP8 generation optimization and CohereASR loss bugfix are unrelated." + "reason": "Different subsystems; same broad math theme is not enough." }, { - "left": "pull_request:46891", - "right": "pull_request:46958", + "left": "pull_request:46920", + "right": "pull_request:46957", "accept": false, - "reason": "CI test workflow changes are unrelated to a model loss bugfix." + "reason": "Different models and unrelated issues." }, { - "left": "pull_request:46957", - "right": "pull_request:46974", + "left": "pull_request:46917", + "right": "pull_request:46920", "accept": false, - "reason": "Generation performance work for finegrained FP8 is unrelated to a MusicGen typo fix." + "reason": "Different subsystems; deprecation cleanup vs audio API update." }, { "left": "pull_request:46957", "right": "pull_request:46965", "accept": false, - "reason": "Finegrained FP8 decode optimization and DeepSeek V4 use_cache support are different changes." + "reason": "Different features and unrelated code paths." }, { "left": "pull_request:46196", "right": "pull_request:46965", "accept": false, - "reason": "Different model families and unrelated fixes." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46965", - "accept": false, - "reason": "Model addition versus DeepSeek V4 cache behavior are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46912", - "accept": false, - "reason": "Molmo2 model addition and RoPE test changes are unrelated." + "reason": "Different models and unrelated fixes." }, { - "left": "pull_request:46836", - "right": "pull_request:46912", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Unlimited OCR model addition is unrelated to RoPE test coverage." + "reason": "Different model additions; not duplicates." }, { - "left": "pull_request:46950", - "right": "pull_request:46971", + "left": "pull_request:40546", + "right": "pull_request:46954", "accept": false, - "reason": "A Mamba2 code fix for OOM is not the same as adjusting test dtype arguments." + "reason": "Different models and unrelated code." }, { - "left": "pull_request:46949", - "right": "pull_request:46950", + "left": "pull_request:43451", + "right": "pull_request:46954", "accept": false, - "reason": "Whisper/audioflamingo cache handling and Mamba2 OOM behavior are unrelated." + "reason": "Different models and unrelated changes." }, { - "left": "pull_request:46949", - "right": "pull_request:46951", + "left": "pull_request:46196", + "right": "pull_request:46425", "accept": false, - "reason": "No shared concrete bug; different models and fix types." + "reason": "Different models and unrelated fixes." }, { - "left": "pull_request:46927", - "right": "pull_request:46949", + "left": "pull_request:46836", + "right": "pull_request:46965", "accept": false, - "reason": "GLM46V input casting and Whisper/audioflamingo cache logic are unrelated." + "reason": "Different models and failure modes." }, { - "left": "pull_request:46927", - "right": "pull_request:46971", + "left": "pull_request:46912", + "right": "pull_request:46957", "accept": false, - "reason": "Different model families and unrelated issues." + "reason": "Different subsystems; same broad math theme is not enough." }, { - "left": "pull_request:46949", - "right": "pull_request:46970", + "left": "pull_request:46196", + "right": "pull_request:46965", "accept": false, - "reason": "Whisper/audioflamingo cache handling and MusicGen melody generation are unrelated." + "reason": "Different models and unrelated code paths." }, { - "left": "pull_request:46927", - "right": "pull_request:46970", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "GLM46V input handling and MusicGen generation behavior are unrelated." + "reason": "Different model-addition PRs; not duplicates." }, { - "left": "pull_request:46908", - "right": "pull_request:46926", + "left": "pull_request:40546", + "right": "pull_request:46954", "accept": false, - "reason": "DeepSeek V3.2 load tests and MiniMax-M3-VL load tests are different model-specific fixes." + "reason": "Different models and unrelated changes." }, { - "left": "pull_request:46908", - "right": "pull_request:46951", + "left": "pull_request:43451", + "right": "pull_request:46954", "accept": false, - "reason": "Different model test failures and different code paths." + "reason": "Different models and unrelated fixes." }, { - "left": "pull_request:46958", - "right": "pull_request:46961", + "left": "pull_request:46425", + "right": "pull_request:46965", "accept": false, - "reason": "CohereASR loss bugfix and Serge branch normalization workflow are unrelated." + "reason": "Different models and bugs." }, { - "left": "pull_request:46958", - "right": "pull_request:46977", + "left": "pull_request:46196", + "right": "pull_request:46425", "accept": false, - "reason": "CohereASR loss handling and Mllama argument deprecation are unrelated." + "reason": "Different models and unrelated fixes." }, { - "left": "pull_request:46961", - "right": "pull_request:46974", + "left": "pull_request:43451", + "right": "pull_request:46912", "accept": false, - "reason": "Workflow normalization and MusicGen generation typo fix are unrelated." + "reason": "Different models and unrelated changes." }, { - "left": "pull_request:46658", - "right": "pull_request:46970", + "left": "pull_request:46425", + "right": "pull_request:46836", "accept": false, - "reason": "Step-3.7 Flash model addition and MusicGen melody generation fix are unrelated." + "reason": "Different models and unrelated fixes." }, { - "left": "pull_request:46707", + "left": "pull_request:46425", "right": "pull_request:46920", "accept": false, - "reason": "Native FSDP2 migration and Voxtral realtime API adaptation are unrelated." + "reason": "Different models and unrelated code paths." }, { - "left": "pull_request:46958", - "right": "pull_request:46974", - "accept": false, - "reason": "CohereASR loss bugfix and MusicGen typo fix are unrelated." - }, - { - "left": "pull_request:46974", - "right": "pull_request:46977", - "accept": false, - "reason": "MusicGen generate typo and Mllama standard-arg cleanup are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46920", + "left": "pull_request:46891", + "right": "pull_request:46954", "accept": false, - "reason": "Molmo2 model addition and Voxtral realtime API update are unrelated." + "reason": "CI/workflow change vs model cleanup; unrelated." }, { - "left": "pull_request:46920", - "right": "pull_request:46957", + "left": "pull_request:46957", + "right": "pull_request:46958", "accept": false, - "reason": "Voxtral realtime API adaptation and finegrained FP8 generation optimization are unrelated." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:46891", - "right": "pull_request:46974", + "right": "pull_request:46958", "accept": false, - "reason": "CI workflow/test changes and MusicGen generate fix are unrelated." + "reason": "Workflow automation vs CohereASR bugfix; unrelated." }, { "left": "pull_request:46958", - "right": "pull_request:46961", - "accept": false, - "reason": "Same repository area does not imply same bug; these changes address different concerns." - }, - { - "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Branch-normalization workflow and MusicGen typo fix are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46958", - "accept": false, - "reason": "Generation optimization work and CohereASR loss bugfix are unrelated." + "reason": "Different models and unrelated changes." }, { - "left": "pull_request:46957", - "right": "pull_request:46912", + "left": "pull_request:46658", + "right": "pull_request:46920", "accept": false, - "reason": "Finegrained FP8 generation work and RoPE tests are unrelated." + "reason": "Different models and unrelated fixes." }, { - "left": "pull_request:46954", - "right": "pull_request:46977", + "left": "pull_request:46891", + "right": "pull_request:46974", "accept": false, - "reason": "Pytest v9 compatibility and Mllama arg-name cleanup are unrelated." + "reason": "Workflow automation vs music model typo fix; unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The packet supports a heterogeneous set of mostly unrelated PRs, and the only clearly overlapping cluster is the CohereASR training-loss double-shift fixes. The reject verdicts for the unrelated model/test/workflow changes are conservative, and the accepted CohereASR pairs are plausibly the same bugfix lineage." + "accept": false, + "feedback": "Reject: the one accepted soft-edge pair is too strong for the packet. PR 46895 and PR 46958 both address the CohereASR double-shift bug, but they implement it in different ways: 46895 threads shift_labels / conditional shift handling through the existing loss path, while 46958 replaces the loss call with a direct CrossEntropyLoss over reshaped logits and labels. Those are alternative fixes rather than clearly mergeable changes for a single PR, so the accept verdict is not conservative enough. The rest of the verdicts are mostly conservative, but this one acceptance is enough to reject." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21670,7 +21836,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-32", + "cluster_id": "cluster-40546-36", "nodes": [ "pull_request:43451", "pull_request:46196", @@ -21678,12 +21844,25 @@ "pull_request:46707", "pull_request:46836", "pull_request:46891", + "pull_request:46907", + "pull_request:46908", + "pull_request:46926", + "pull_request:46927", "pull_request:46957", "pull_request:46961", "pull_request:46968", + "pull_request:46970", "pull_request:46977" ], "soft_pairs": [ + "pull_request:46927|pull_request:46970", + "pull_request:46908|pull_request:46926", + "pull_request:46907|pull_request:46908", + "pull_request:43451|pull_request:46836", + "pull_request:46658|pull_request:46836", + "pull_request:46891|pull_request:46957", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:46707", "pull_request:43451|pull_request:46891", "pull_request:46196|pull_request:46836", "pull_request:43451|pull_request:46707", @@ -21713,202 +21892,244 @@ "pull_request:46836|pull_request:46961", "pull_request:46836|pull_request:46977" ], - "prepared_review_unit_hash": "9b19af3087c099535184a26396b5ef2041de35262b1dca6869d730ca67baa3b6", + "prepared_review_unit_hash": "bddd290b4b1113b39e76e74b778d6fac7bf412217de7602b3ea0ca82568c3e5c", "component_budget": { - "node_count": 32, - "item_count": 32, - "soft_pair_count": 100, - "serialized_chars": 108042, - "estimated_input_tokens": 27011, - "estimated_eval_tokens": 54278 + "node_count": 36, + "item_count": 36, + "soft_pair_count": 108, + "serialized_chars": 121126, + "estimated_input_tokens": 30282, + "estimated_eval_tokens": 60820 }, "budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 28, - "serialized_chars": 33116, - "estimated_input_tokens": 8279, - "estimated_eval_tokens": 16814 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 36, + "serialized_chars": 45249, + "estimated_input_tokens": 11313, + "estimated_eval_tokens": 22882 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes unrelated PRs spanning new model integrations, generation/runtime changes, docs-only edits, and CI/workflow updates. The soft similarities are superficial and should not be merged.", - "confidence": 0.99, + "summary": "This cluster is a broad set of unrelated PRs that only share superficial textual similarity (new model additions, small regression fixes, docs/CI/workflow edits, and infrastructure changes). None of the soft edges are true duplicates or mergeable as one concrete change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster; the PRs address different code paths and maintenance areas, so there is no shared underlying change to deduplicate against.", + "canonical_pr_reason": "No single canonical PR: the items cover distinct features and fixes across unrelated code paths, so any representative would be misleading.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global representative for this cluster. Keeping them separate is the right triage because none of them could plausibly be merged into one change without combining unrelated work.", + "best_pr_reason": "No global best PR; there isn't a single PR that meaningfully represents the others because they are not the same underlying change.", "soft_edge_verdicts": [ + { + "left": "pull_request:46927", + "right": "pull_request:46970", + "accept": false, + "reason": "Different model regressions on different code paths (`glm46v` input casting vs `musicgen_melody` generation inputs)." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Both are load-error test fixes, but for different models and causes; not the same bug." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Different models and fixes (`edgetam` kwarg handling vs `deepseek_v32` loading/offload issue)." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Both add model support, but for unrelated models; not one underlying change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Separate model additions with different architecture/codebases; too broad to merge as one PR." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46957", + "accept": false, + "reason": "Unrelated changes: CI/PEFT integration workflow versus generation/fp8 kernel optimization." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Distinct model integration PRs; same broad theme, not the same bug or feature." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46707", + "accept": false, + "reason": "A new model add versus distributed FSDP2 infrastructure; unrelated changes." + }, { "left": "pull_request:43451", "right": "pull_request:46891", "accept": false, - "reason": "Molmo2 model addition vs PEFT CI workflow/test changes; unrelated changesets." + "reason": "Model addition PR and CI workflow PR are not the same underlying change." }, { "left": "pull_request:46196", "right": "pull_request:46836", "accept": false, - "reason": "wav2vec2 SDPA dispatch support vs Unlimited OCR model addition; different features and code paths." + "reason": "Docs/model SDPA support versus adding a new OCR model; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46707", "accept": false, - "reason": "New Molmo2 model support vs native FSDP2 migration; unrelated subsystems." + "reason": "Model addition and distributed runtime work are different code paths." }, { "left": "pull_request:46707", "right": "pull_request:46891", "accept": false, - "reason": "FSDP2 infrastructure migration vs PEFT CI workflow tweak; not the same underlying bug/change." + "reason": "FSDP2 migration and PEFT CI workflow changes are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46957", "accept": false, - "reason": "Step-3.7 Flash model scaffolding vs FP8 generation optimization; distinct model/backend work." + "reason": "Different features in different subsystems; no shared concrete bug or patch." }, { "left": "pull_request:46836", "right": "pull_request:46891", "accept": false, - "reason": "Unlimited OCR model add vs PEFT CI/test workflow change; unrelated." + "reason": "New model support versus CI plumbing; not mergeable as one fix." }, { "left": "pull_request:46836", "right": "pull_request:46957", "accept": false, - "reason": "Unlimited OCR model addition vs FP8 decode optimization; different concrete changes." + "reason": "Unrelated model addition and generation kernel optimization." }, { "left": "pull_request:46961", "right": "pull_request:46977", "accept": false, - "reason": "Branch-normalization workflow vs Mllama API rename/deprecation; no shared bug or fix." + "reason": "Workflow normalization and Mllama argument cleanup are unrelated changes." }, { "left": "pull_request:46707", "right": "pull_request:46836", "accept": false, - "reason": "FSDP2 migration work vs Unlimited OCR model implementation; unrelated." + "reason": "Distributed FSDP2 work and OCR model addition are unrelated." }, { "left": "pull_request:46891", "right": "pull_request:46968", "accept": false, - "reason": "PEFT CI integration changes vs docs autolink fixes; different areas and intents." + "reason": "CI test workflow update and docs autolink cleanup are unrelated." }, { "left": "pull_request:46707", "right": "pull_request:46957", "accept": false, - "reason": "FSDP2 migration and finegrained FP8 decode tuning are separate runtime changes." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46968", - "accept": false, - "reason": "FP8 generation optimization vs documentation autolink cleanup; unrelated." + "reason": "Different code paths: distributed training support versus generation/fp8 optimization." }, { - "left": "pull_request:43451", - "right": "pull_request:46196", + "left": "pull_request:46196", + "right": "pull_request:43451", "accept": false, - "reason": "Molmo2 model add vs wav2vec2 SDPA dispatch support; different model families and fixes." + "reason": "Both are large PRs, but one is SDPA dispatch/docs and the other is a new model addition." }, { "left": "pull_request:46707", "right": "pull_request:46968", "accept": false, - "reason": "FSDP2 migration vs docs-only autolink fix; no common code path." + "reason": "Distributed FSDP2 code versus docs link fixes; not the same change." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 model integration vs FP8 generation optimization; unrelated." + "reason": "A model addition PR and a generation performance PR are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46968", "accept": false, - "reason": "Molmo2 model addition vs docs autolink fixes; not the same change." + "reason": "New model support and docs autolink fixes do not share the same underlying bug." }, { "left": "pull_request:46196", "right": "pull_request:46891", "accept": false, - "reason": "wav2vec2 dispatch support vs CI workflow update; no shared underlying bug." + "reason": "Model attention dispatch changes versus PEFT CI changes are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46707", "accept": false, - "reason": "wav2vec2 SDPA work vs FSDP2 migration; unrelated runtime features." + "reason": "Different subsystems: wav2vec2/audio attention dispatch vs distributed FSDP2 support." }, { "left": "pull_request:46196", "right": "pull_request:46957", "accept": false, - "reason": "wav2vec2 SDPA dispatch vs FP8 decode optimization; different code paths." + "reason": "Audio model SDPA work and generation/fp8 optimization are unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46968", "accept": false, - "reason": "Unlimited OCR model add vs documentation autolink fix; unrelated." + "reason": "OCR model addition versus docs autolink cleanup; different scopes entirely." }, { "left": "pull_request:46957", "right": "pull_request:46961", "accept": false, - "reason": "FP8 runtime optimization vs Serge branch normalization workflow; not mergeable into one PR." + "reason": "Generation optimization and Serge workflow normalization are unrelated." }, { "left": "pull_request:46891", "right": "pull_request:46961", "accept": false, - "reason": "PEFT CI integration changes vs branch-normalization workflow; different CI concerns." + "reason": "CI pipeline changes and branch-normalization workflow are different automation concerns." }, { "left": "pull_request:46957", "right": "pull_request:46977", "accept": false, - "reason": "FP8 decode optimization vs Mllama argument rename/deprecation; unrelated." + "reason": "Generation/fp8 optimization and Mllama API cleanup are different code paths." }, { "left": "pull_request:46891", "right": "pull_request:46977", "accept": false, - "reason": "CI integration PR vs Mllama API rename; no common fix." + "reason": "CI integration work and Mllama argument deprecation are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46961", "accept": false, - "reason": "Molmo2 model addition vs Serge workflow normalization; unrelated." + "reason": "A new model PR and a workflow-normalization PR are not the same change." }, { "left": "pull_request:43451", "right": "pull_request:46977", "accept": false, - "reason": "Molmo2 model add vs Mllama arg rename; different model implementations." + "reason": "Model addition and Mllama argument renaming are unrelated fixes." }, { "left": "pull_request:46836", "right": "pull_request:46961", "accept": false, - "reason": "Unlimited OCR model addition vs branch-normalization workflow; unrelated." + "reason": "New OCR model support versus repo workflow normalization; not duplicate." }, { "left": "pull_request:46836", "right": "pull_request:46977", "accept": false, - "reason": "Unlimited OCR model add vs Mllama API cleanup; not the same underlying change." + "reason": "OCR model integration and Mllama API cleanup are unrelated." } ] }, @@ -21938,7 +22159,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "835660ea31ff328185123060b45e43337e281e453a7c48e2d282609f1aab84c3", + "prepared_review_unit_hash": "f3958475e33dd1b4c742643a9978c797b03bdb203501aaabab760de0ce33fc88", "component_budget": { "node_count": 2, "item_count": 2, @@ -21960,18 +22181,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are about entirely different features: TimesFM covariate forecasting vs. DINOv3 image classification support. They are not duplicates and should not be clustered together as the same underlying change.", + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They do not fix the same code path or represent the same change, so the soft duplicate edge should be rejected.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR for this cluster; the PRs target different models and different functionality, so neither can represent the same underlying change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR as a duplicate representative because these are unrelated feature additions rather than variants of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different user-facing goals. One adds TimesFM forecasting with covariates; the other adds DINOv3 image classification support. They could not plausibly be merged into one PR." + "reason": "Different model families and different features: TimesFM covariate forecasting vs DINOv3 image classification. Not the same underlying change." } ] }, @@ -22092,151 +22313,151 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "fc948e3990b32cc37b88f9b056bd9dbb41cb520dfc6bdb440c4aa78c9603cb9c", + "prepared_review_unit_hash": "9d3b6b417781ce3b595925e033ad292bbe1571e1ef972cc2e1373cbe857e44eb", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34787, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34787, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that only share weak topical similarity. The only true duplicate pair is the two `fixed_cross_entropy` PRs targeting issue #43240; they fix the same concrete loss-utility bug with nearly identical changes.", + "summary": "The cluster is mostly unrelated across distinct subsystems. The clearest near-duplicate is 43251/43254: both change `loss_utils.fixed_cross_entropy` to pass additional `cross_entropy` kwargs for the same issue target, so they look like the same underlying fix. The other pairs are weak soft-similarity matches only.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the clearest representative of the only true duplicate set: it directly targets #43240, updates `fixed_cross_entropy` to forward supported `cross_entropy` kwargs, and is the more complete/explicit version of the shared fix.", + "canonical_pr_reason": "pull_request:43251 is the best canonical PR anchor because it is the more explicit and complete `fixed_cross_entropy` kwargs fix in `src/transformers/loss/loss_utils.py`, and it cleanly subsumes the close variant in 43254.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best representative because it cleanly addresses the concrete loss bug, has the explicit issue link, and is the strongest match for the shared duplicate pair.", + "best_pr_reason": "pull_request:43251 is the best overall representative PR because it most clearly captures the concrete `cross_entropy` kwargs passthrough change in `loss_utils`, while 43254 is a near-identical variant of that same fix.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different changes: Mistral tokenizer API additions vs adding the MobileLLM model package." + "reason": "Tokenizer method additions vs a new MobileLLM model; different goals and code paths." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different areas: tokenizer method implementation vs an Executorch dynamic-shape export test." + "reason": "Tokenizer API work vs ExecuTorch export test additions; unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different problems: processor auto-loading robustness vs introducing MobileLLM." + "reason": "Processor auto-loading robustness vs model addition; different subsystems." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs a new model addition; no shared code-path bug." + "reason": "Loss helper kwargs fix vs new model addition; no shared bug or implementation path." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different subsystems: `fixed_cross_entropy` kwargs handling vs Mistral4 test/model changes." + "reason": "`cross_entropy` kwargs fix vs Mistral4 model/test updates; unrelated." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test coverage vs Mistral4 test/model work; not the same change." + "reason": "ExecuTorch dynamic-shape test work vs Mistral4 changes; not the same fix." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "An exportability test and a new model addition are unrelated changes." + "reason": "ExecuTorch testing vs MobileLLM model addition; different code paths." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM is unrelated to fixing `cls.config` resolution order." + "reason": "Model addition vs config-resolution ordering fix; different bugs." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model support vs Falcon output-collection refactor; different code paths and goals." + "reason": "Model addition vs Falcon output-interface refactor; not the same underlying problem." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs a model-creation skill/docs scaffold; not the same bug or feature." + "reason": "Falcon refactor vs model-creation skill/tooling content; no shared code-path bug." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor and Mistral4 tests touch different models and different issues." + "reason": "Falcon interface refactor vs Mistral4 tests/model changes; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes vs a CLIP-like `layrnorm` rename/mapping fix; unrelated." + "reason": "Mistral4 test/model changes vs CLIP `layrnorm` renaming; different bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 testing/model work vs chat parsing updates; different subsystems entirely." + "reason": "Mistral4 test fixes vs chat parsing/serve overhaul; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests are unrelated to adding the TDT loss kernel." + "reason": "Mistral4 test fixes vs TDT loss kernel addition; different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes vs `cls.config` resolution order; different underlying problem." + "reason": "Mistral4 changes vs config-resolution ordering fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests vs model-creation skill scaffold; not the same change." + "reason": "Mistral4 model/test work vs model-creation skill/tooling; not a duplicate change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs a repository skill/doc rewrite; unrelated." + "reason": "MobileLLM model addition vs model-creation skill/tooling; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same concrete `fixed_cross_entropy` issue in `src/transformers/loss/loss_utils.py` for issue #43240, with nearly identical keyword forwarding changes." + "reason": "Same underlying `cross_entropy` kwargs bug in `loss_utils`; same file/function and plausibly mergeable into one fix." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays appropriately conservative. The only pair with concrete duplicate evidence is PR #43251 and PR #43254, which both target issue #43240 and make the same `fixed_cross_entropy` kwargs-forwarding change in the same file. The other pairwise rejections are consistent with the packet\u2019s weak soft-similarity signals and the clearly different files/subsystems involved." + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative and well-grounded, and the 43251/43254 match is supported by the shared issue target and same file. However, the summary overstates the evidence by calling 43251/43254 an \"accepted loss fix\" and the \"only real duplicate pair\" without packet support. The packet only justifies that they are the clearest near-duplicate in this set, not that one is accepted or that no other duplicate exists beyond the reviewed similarities." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22260,7 +22481,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "73d8de6fb4234918185b6e4de53419ec56b88d4fa5e0d649d3067db9791f457d", + "prepared_review_unit_hash": "b282d8d4a533e6422c654510b8aa407d1899738cbbdcbc2f10f4fde1256f2aba", "component_budget": { "node_count": 2, "item_count": 2, @@ -22282,18 +22503,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they address different maintenance tracks: one is a broad Node 24 compatibility refresh for core actions, the other upgrades Docker build actions to newer versions. They overlap in a few workflow files, but the concrete action changes and goals differ.", - "confidence": 0.93, + "summary": "Two open PRs both perform CI workflow dependency bumps, but they target different actions and different upgrade goals: one is a broad Node 24 compatibility update for core GitHub Actions, the other is a Docker build action version bump. They are related maintenance work, not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader canonical candidate because it targets a clear platform-wide workflow compatibility goal (Node 24) across many CI jobs and updates foundational actions used in numerous workflows.", + "canonical_pr_reason": "PR #42975 is the more representative workflow-maintenance PR: it upgrades several core GitHub Actions used across many workflows and has the clearer, repo-wide compatibility goal.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best overall representative because its scope is clearer and more centralized: it upgrades common GitHub Actions used across the repository, whereas 42976 is a separate Docker-action version bump.", + "best_pr_reason": "PR #42975 is the better standalone representative because it is broader and more central to GitHub Actions compatibility; #42976 is narrower and focused mainly on docker/build-push-action updates.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are CI maintenance PRs, but they modify different underlying code paths: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action to v6. Shared workflow filenames alone are not enough to treat them as the same change." + "reason": "Both are workflow dependency bumps, but they change different action families and solve different maintenance issues. They do not appear to fix the same concrete bug/change, so they should not be merged as duplicates." } ] }, @@ -22328,58 +22549,58 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "fde5526db6b6b85aac173e7c0db4a4d334b9bf17ee78467a30b7b5f907dc3776", + "prepared_review_unit_hash": "c9a73943c470b72e1e4f73d0d9aeae0acc100ea9d55d02cfbfbf83a1d2599f39", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, - "estimated_input_tokens": 3262, - "estimated_eval_tokens": 6780 + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, - "estimated_input_tokens": 3262, - "estimated_eval_tokens": 6780 + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7) that only share generic docs/auto-registry scaffolding. They do not look like duplicate fixes or one underlying code change.", - "confidence": 0.98, + "summary": "These are four unrelated model-addition PRs that happen to share boilerplate areas like docs, auto registries, and test scaffolding. They do not appear to fix the same bug or implement the same change, so none of the soft duplicate edges should be accepted.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the PRs target different models and codepaths. If one representative is needed, #45490 is the broadest multi-file model-addition PR and has the most review activity.", + "canonical_pr_reason": "No PR here is a canonical duplicate target because each PR introduces a different model family and its own files, configs, tests, and docs. The strongest standalone PR is Step 3.7 Flash, mainly because it has the broadest implementation surface and the highest review activity, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "#45490 is the most substantial representative of the set, with broad model-registration and implementation changes plus high review activity, but it is still not a duplicate of the others.", + "best_pr_reason": "pull_request:46562 is the best representative only in the sense that it appears the most mature and extensively reviewed among the unrelated model-addition PRs. It is not a duplicate match for the others; it simply looks like the most complete individual contribution in this cluster.", "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 generic scaffolding, not the same underlying change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto files are boilerplate for registering new models, not evidence of the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated model additions (vision model vs time-series model); overlap is only in registration/docs plumbing." + "reason": "Different model additions: ViT NEPA vs CTSM. Overlap is limited to common integration points like auto mappings and docs, which is expected for separate models." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model implementations with different functionality and codepaths." + "reason": "Different model additions: Molmo vs CTSM. They touch the same broad subsystem but implement distinct model families with different configs, processors, and tests." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are separate model additions; shared auto/docs edits do not indicate a duplicate PR." + "reason": "Different model additions: CTSM vs Step3p7. Shared registry and docs updates are generic new-model plumbing, not the same concrete feature or bug fix." } ] }, @@ -22428,130 +22649,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "f3621bf097d3e04ffe0551040dc311a0c429776582d1b0a122ad98e5fc54bcb0", + "prepared_review_unit_hash": "16baf7270bd8dbb6ccdabba689c7442120796199a86c1ebf1fc8433431824825", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19589, + "estimated_input_tokens": 4898, + "estimated_eval_tokens": 10052 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19589, + "estimated_input_tokens": 4898, + "estimated_eval_tokens": 10052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs that only share vague titles like \"fix\" or broad subsystem overlap. The only true duplicate-looking pair is the two YOLOS fixes for the same device_map/device mismatch bug.", - "confidence": 0.95, + "summary": "Most items are unrelated PRs touching different bugs or test/CI infrastructure. The only strong duplicate-like pair is the two YOLOS fixes targeting the same device-mismatch issue in the same model file.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the cleanest representative of the YOLOS device-mismatch fix: it directly patches the forward-pass device placement and also includes the no-split-module adjustment for the same bug.", + "canonical_pr_reason": "PR 46922 is the best canonical representative for the YOLOS bug: it fixes the concrete device mismatch in the forward path and also preserves the no-split-module change, while sharing the same explicit issue target as 46886.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the best standalone fix in the cluster because it addresses the concrete YOLOS runtime mismatch on the affected code path, rather than broader or unrelated test/infra changes.", + "best_pr_reason": "PR 46922 is the strongest standalone fix for the actual YOLOS device_map=\"auto\" problem; 46886 looks like an earlier/partial variant of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer timestamp decoding vs. unrelated CLIP/ViT test edits; same generic \"fix\" vibe but not the same bug." + "reason": "Different areas and bugs: Whisper tokenizer decode behavior vs CLIP/ViT test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding bug and FP8 dequant/model-loading changes are different code paths and different problems." + "reason": "Whisper decoding fix is unrelated to FP8 dequant/model-loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer change vs. generation watermarking validation fix; unrelated subsystems." + "reason": "Different subsystems: Whisper decoding vs generation watermarking validation." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper timestamp decoding and YOLOS device-mismatch are unrelated model bugs." + "reason": "Whisper tokenizer fix and YOLOS device-mismatch fix are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Bogus CLIP/ViT test edits do not match the Phimoe CI memory/workflow fix." + "reason": "Test assertion churn in CLIP/ViT is unrelated to Phimoe CI memory/runtime setup." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-noise PR vs. FP8 dequant/model-loading bug; no shared concrete code-path problem." + "reason": "These target different code paths: model tests vs FP8 dequantization/loading." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Unrelated test changes and generation watermarking validation fix." + "reason": "Unrelated: model test edits vs generation config/watermarking bug fix." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Fake test assertions in CLIP/ViT are not the same bug as the YOLOS device mismatch." + "reason": "Test-only CLIP/ViT changes are not the same bug as the YOLOS runtime fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant fix and Phimoe CI/integration-test workaround target different failures." + "reason": "FP8 dequantization/model-loading logic is unrelated to Phimoe CI integration test setup." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization/model-loading logic is unrelated to generation config watermarking validation." + "reason": "Different concrete issues: FP8 kernel/loading fix vs generation watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "Different models and mechanisms: FP8 dequantization vs. YOLOS device placement." + "reason": "FP8 dequantization and YOLOS device placement are distinct bugs in different models/code paths." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config validation/watermarking and Phimoe CI memory patch are unrelated." + "reason": "Generation config validation is unrelated to CI environment fixes for Phimoe tests." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking config validation fix is not the same underlying bug as YOLOS device mismatch." + "reason": "Watermarking-config validation and YOLOS device mismatch are unrelated changes." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI runner memory-capping for Phimoe tests is unrelated to YOLOS runtime device placement." + "reason": "CI memory/device-map test infrastructure is unrelated to the YOLOS model bug." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device_map='auto' mismatch bug in the same file; the fixes are overlapping and could plausibly be merged into one PR." + "reason": "Same underlying YOLOS device_map=\"auto\" device-mismatch bug, same file, same explicit issue target, and the later PR contains the concrete forward-path fix plus the split-module change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: the non-YOLOS PRs are different subsystems/failures, and the only clearly mergeable same-bug pair is 46886/46922, which share the YOLOS file and issue target. The conservative rejects are appropriate, and the canonical PR rationale stays within the evidence." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are appropriately conservative. The only accepted pair, 46886/46922, is a mergeable same-bug YOLOS fix in the same file with the same issue target, and the other pairs are reasonably judged unrelated based on the diff previews." }, "evaluator_used": true, "retried": false, @@ -22581,52 +22802,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "b81352deadcb47ca79fe0c93cf31742469785280f310b8f600ee2202d80c102b", + "prepared_review_unit_hash": "e42e5d2945faef1013c5e5f3433fad114956188f10ad5832815509fb342542c0", "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]' validation PRs with similar bot-testing titles, but they change different code paths: packaging/versioning, comment/workflow plumbing, and the security-gate workflow. They do not look like duplicates of the same underlying fix or change.", + "summary": "All three pull requests are unrelated '[don't merge]' test/demo changes; they overlap only superficially in being workflow/test infrastructure edits. None should be clustered as duplicates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a clear canonical duplicate target; the three PRs are unrelated throwaway test changes rather than one repeated fix.", + "canonical_pr_reason": "No true canonical PR here because the changes target different code paths. If one representative must be chosen, 43532 is the most substantive and descriptive of the set because it spans multiple workflow and test-support files.", "best_issue_reason": null, - "best_pr_reason": "No PR is a strong global best for deduping here because each PR targets a different repository test/workflow behavior.", + "best_pr_reason": "43532 is the strongest representative for the cluster only in the sense that it has the richest, most varied diff; it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: one alters setup/versioning and test fixtures, the other only switches a workflow trigger for the security gate. Same broad 'don't merge' style, but not the same concrete bug or patch." + "reason": "43488 changes setup/version/dependency metadata and a Vit test; 46747 only changes the PR security-gate workflow trigger. Different underlying changes, not the same bug or fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "PR 43488 is about dependency/version/test setup; PR 43532 rewires self-comment CI and related workflow utilities. Shared test file mention is incidental, not the same underlying change." + "reason": "43488 is a packaging/version tweak plus a test change, while 43532 edits CI workflows, testing utilities, and notification code. Shared test file name is incidental, not the same concrete change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they modify different workflows and different behavior (self-comment CI vs security gate). They would not plausibly collapse into one PR." + "reason": "Both touch workflows, but they address different systems: 43532 adjusts self-comment CI and related helpers, while 46747 changes the security-gate workflow trigger. Not mergeable as one fix." } ] }, @@ -22656,7 +22877,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "f3b7a4578dcd90b7cdeaa6e83f8599191a593594f6912a7620e48a5113ae4340", + "prepared_review_unit_hash": "4fd726eb74f634e7111e97573dee9fcdd2398ac6f80c31768d936040156393be", "component_budget": { "node_count": 2, "item_count": 2, @@ -22678,18 +22899,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs for different segmentation tasks. They share a common pipeline/documentation scaffolding, but the underlying models, task definitions, and affected files diverge enough that they should not be treated as duplicates or merged into one change.", + "summary": "Two open PRs add different segmentation pipelines with overlapping scaffolding, but they implement distinct features: promptable concept segmentation vs promptable visual segmentation. The shared doc/autoload/test metadata changes are not enough to treat them as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43613 is the broader, more complete implementation of a specific pipeline feature, with multiple model integrations and dedicated tests/doc updates; if one PR must represent the cluster, it has the strongest standalone scope.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader of the two feature additions, but it is still a distinct change from 43612 rather than a duplicate.", + "best_pr_reason": "PR 43613 is the better representative because it covers a fully fleshed-out change set for one concrete code path, while 43612 is a narrower variant of a different segmentation task.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying tasks: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share pipeline/docs scaffolding, but the code paths, model integrations, and test targets are different, so they should not be merged as the same change." + "reason": "Both touch pipeline/documentation scaffolding, but they target different features and code paths: concept segmentation versus visual segmentation. The model support, task docs, and pipeline modules differ enough that they are not the same underlying change and would not naturally merge into one PR." } ] }, @@ -22719,7 +22940,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "a8a9e7ed4be80dc2107d8904e33bd90b36c45f807a323a9a6d93d621996ebc7a", + "prepared_review_unit_hash": "885d50507a5c8bc7ffad4efbbc349f5c3be4878e1489a8b60c25d9717c210eb9", "component_budget": { "node_count": 2, "item_count": 2, @@ -22741,18 +22962,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests touch `src/transformers/trainer.py`, but they solve different problems: one adds a hook for gradient-accumulation loss scaling, the other adds a hook for signature-column filtering. They are related in theme (customizing `Trainer`) but not the same underlying bug or change.", - "confidence": 0.97, + "summary": "These are two different trainer extensibility PRs in the same file, not the same underlying change: one adjusts gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "pull_request:43651 is the better representative of the cluster because it has the clearer, more substantial behavioral change and the more explicit trainer-extension API addition, while 43663 is a separate refactor with a different purpose.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the stronger standalone change: it introduces a concrete `Trainer` hook that changes training-step loss scaling behavior in a specific code path and is clearly scoped.", + "best_pr_reason": "pull_request:43651 is the strongest standalone PR: it introduces a focused new property and changes loss scaling behavior in a concrete code path. 43663 is unrelated enough that it should not be merged into the same duplicate bucket.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different `Trainer` extension points and code paths: one controls gradient-accumulation loss scaling, the other controls input column filtering. Same file and theme, but not the same fix." + "reason": "Different trainer code paths and different goals: 43651 handles gradient accumulation loss normalization, while 43663 adds an overrideable helper for signature-column filtering. They are not the same bug/change and would not plausibly be merged as one PR." } ] }, @@ -22782,7 +23003,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "b94d7c08c21ea53763ae21adeb4c7a322f3eab800feb56766e1c66bfd0020191", + "prepared_review_unit_hash": "689efca2809432e984624f5f0b57f4040b5e3173526ef1e2c63b0bfe9628f322", "component_budget": { "node_count": 2, "item_count": 2, @@ -22804,18 +23025,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file but fix different NameError paths: one broadens annotation handling with future imports, the other makes TypeAdapter a quoted type under TYPE_CHECKING. They are related but not the same change and should not be merged as duplicates.", + "summary": "Two open PRs touch the same CLI file and both mention NameError, but they target different annotation-related failures in `src/transformers/cli/serve.py`: one is a broader typing/forward-reference cleanup, the other specifically fixes `TypeAdapter` when `pydantic` is absent.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more direct, narrowly scoped fix for the concrete pydantic/TypeAdapter runtime NameError in the CLI and is easier to reason about as the representative PR for this cluster.", + "canonical_pr_reason": "`pull_request:43842` is the more specific and concrete fix: it guards the `TypeAdapter` import under `TYPE_CHECKING` and stringizes the annotation, directly addressing the runtime NameError when `pydantic` is not installed.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best standalone PR because it targets a single failure mode with minimal surface area, whereas PR 43656 makes broader typing changes that appear to address a different annotation-evaluation problem.", + "best_pr_reason": "`pull_request:43842` is the best representative because it fixes a narrowly defined crash path with a clear cause and minimal scope; `pull_request:43656` looks like a broader type-hint modernization rather than the same bug.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Do not merge as duplicates: 43656 adds future annotations and adjusts several type hints to avoid general annotation-evaluation NameErrors, while 43842 specifically quotes TypeAdapter and imports it under TYPE_CHECKING to prevent a pydantic-related runtime NameError. Same file, but different underlying bug and fix strategy." + "reason": "Shared file and similar symptom wording, but they fix different underlying problems: broader annotation/forward-reference issues vs. `TypeAdapter` import failure without `pydantic`. They are not merge-equivalent." } ] }, @@ -23007,12 +23228,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "6c724e45adc9549bf78c932d2472ac3880a575abe334bb4095375884c0115b3e", + "prepared_review_unit_hash": "6ba7b061efabdf40fac14c850f7f32f09c08701dd8d8ec0661937c2be944ab43", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, + "serialized_chars": 84901, "estimated_input_tokens": 21226, "estimated_eval_tokens": 42708 }, @@ -23020,27 +23241,27 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75096, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75097, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet has two tight same-family duplicate clusters: GPT-J/CodeGen (44066/44085/44722) and GPT-Neo (44018/44068). Most other pairs are only thematically similar output-tracing refactors across unrelated model families, so they should stay separate.", - "confidence": 0.88, + "summary": "This cluster is mostly a set of unrelated model-specific refactors for standardized output tracing. The only strong duplicate groups are the GPT-Neo pair and the GPT-J/CodeGen variants; the rest are just same-theme PRs touching different model implementations.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the best canonical representative for the GPT-J/CodeGen cluster because it explicitly links #43979 and shows the shared GPT-J block change alongside the CodeGen sibling. The GPT-Neo cluster is separate and should not be folded into that reasoning.", + "canonical_pr_reason": "PR 44722 is the best representative anchor: it covers the GPT-J/CodeGen output-tracing refactor, shares the same tracking issue, and overlaps the earlier GPT-J-specific variants.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the strongest single landing spot for triage: it spans the GPT-J/CodeGen family, has the clearest issue linkage, and best represents that concrete code-path refactor without overgeneralizing to GPT-Neo.", + "best_pr_reason": "PR 44722 is the strongest single representative of the cluster's main duplicate subthread because it is the broadest and most complete GPT-J-family standardized output-tracing change, with direct overlap to 44066 and 44085.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same output-tracing theme is too broad." + "reason": "Different model families and code paths; same output-tracing theme is not enough." }, { "left": "pull_request:43996", @@ -23051,86 +23272,86 @@ { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Same GPT-J output-tracing refactor family in the same code path; 44066 just also includes the CodeGen sibling." + "accept": false, + "reason": "Related GPT-J family work, but 44066 is broader and includes CodeGen; not the same concrete PR change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are distinct model implementations." + "reason": "RegNet and EfficientNet are separate model implementations; only the refactor pattern matches." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + "reason": "Different model families and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are unrelated changes." + "reason": "GPT-J/CodeGen versus EfficientNet; same theme only." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model families." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are unrelated code paths." + "reason": "Different model families and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different model implementations." + "reason": "Different model families and code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor family in the same model file/code path." + "reason": "Same GPT-Neo output-tracing refactor in the same file/test area; these look like the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + "reason": "GPT-J/CodeGen versus GPT-Neo; shared issue theme only." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors." + "reason": "Different model families and code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model code paths." + "reason": "ResNet and GPT-J are unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." + "reason": "Different model families and code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model families." + "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 unrelated implementations." + "reason": "GPT-Neo and ResNet are unrelated model implementations." }, { "left": "pull_request:44019", @@ -23142,256 +23363,250 @@ "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + "reason": "GPT-Neo versus GPT-J/CodeGen; same refactor pattern only." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated models." + "reason": "GPT-Neo and Flaubert are separate code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated models." + "reason": "GPT-Neo and Flaubert are separate code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated changes." + "reason": "Different model families and code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations." + "reason": "Different model families and code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "Different model families and code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." + "reason": "Different model families and code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44085", "accept": false, - "reason": "MPT and MGP-STR are unrelated model changes." + "reason": "Different model families and code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated implementations." + "reason": "Different model families and code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model families." + "reason": "GPT2 and MGP-STR are unrelated code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are unrelated model families." + "reason": "ViLT and XLM/Flaubert are unrelated model implementations." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are unrelated concrete changes." + "reason": "GPT2 and MPT are different model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "SegFormer and LongT5 are unrelated model code paths." + "reason": "MPNet and XLM/Flaubert are different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated." + "reason": "RegNet and SegFormer are different models; only the refactor pattern matches." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SegFormer and VisualBert are different model families." + "reason": "RegNet and MPNet are unrelated implementations." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model implementations." + "reason": "MPT and ImageGPT are different model families." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and ImageGPT are unrelated code paths." + "reason": "TextNet and XLM/Flaubert are unrelated code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44073", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and VisualBert are unrelated model families." + "reason": "MPNet and LongT5 are unrelated code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and SegFormer are unrelated implementations." + "reason": "RegNet and LongT5 are unrelated code paths." }, { - "left": "pull_request:44010", + "left": "pull_request:44074", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model code paths." + "reason": "TextNet and MPT are unrelated model implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "VisualBert and Flaubert are unrelated model families." + "reason": "SqueezeBert and MPT are different code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 and MPT are unrelated code paths." + "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and LongT5 are unrelated model families." + "reason": "SqueezeBert and VisualBert are different code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated concrete changes." + "reason": "RegNet and TextNet are unrelated model implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated changes." + "reason": "SegFormer and LongT5 are unrelated code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "TextNet and Flaubert are unrelated model implementations." + "reason": "SegFormer and VisualBert are unrelated model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and TextNet are unrelated model families." + "reason": "VisualBert and Flaubert are separate code paths." }, { - "left": "pull_request:43996", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and LongT5 are different model families." + "reason": "MPNet and LongT5 are unrelated model implementations." }, { - "left": "pull_request:43996", + "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT and SegFormer are different model families." + "reason": "RegNet and SegFormer are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43997", + "right": "44074", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated model families." + "reason": "RegNet and TextNet are unrelated model implementations." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated model code paths." + "reason": "SqueezeBert and DeBERTa are unrelated code paths." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and VITS are unrelated changes." + "reason": "DeBERTa and TextNet are different model families." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing family; both touch the shared concrete refactor path." + "reason": "Same GPT-J-family standardized output-tracing change with overlapping files and the same tracking issue; 44722 looks like the later, broader version of the same refactor." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors; 44722 adds the related CodeGen sibling as well." + "reason": "Both target GPT-J output-tracing in the same file family and same issue thread; they look like the same underlying refactor." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." + "reason": "GPT-J and SpeechT5 are unrelated code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and RegNet are different model families." + "reason": "FNet/CVT and RegNet are different model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated model implementations." + "reason": "FNet/CVT and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated code paths." + "reason": "DeBERTa and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are unrelated model families." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated code paths." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa and VITS are unrelated model families." + "reason": "DeBERTa and Vits are different code paths." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pairwise verdicts are mostly conservative, but the high-level reasoning overstates the structure of the packet. The packet supports at least two tight same-family clusters: GPT-J/CodeGen (44066/44085/44722) and GPT-Neo (44018/44068). So the claim that 44066 is the \"only tight duplicate family here\" is not grounded. Also, the summary\u2019s phrasing that GPT-J/GPT-Neo variants are close enough to be duplicates in the same concrete code path is too broad; the packet treats GPT-J and GPT-Neo as different implementations. Please narrow the canonical reasoning to what the diffs actually show." + "accept": true, + "feedback": "The summary stays grounded in the packet: the only clearly mergeable duplicate subthreads are the GPT-Neo pair and the GPT-J/CodeGen group, while the rest are same-theme but model-specific changes. The soft-edge accepts are conservative and supported by shared files/issue targets; the false verdicts also look appropriately cautious." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -23426,12 +23641,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "f2d0b3fc4d81c9d7a1f32124eac38208310ca5cf94484eb49eb5ca32fa06f307", + "prepared_review_unit_hash": "02a059ac6999a1119685a552ae036410693cca4a6c17308fb965e6f1d89fc5ca", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84902, + "serialized_chars": 84901, "estimated_input_tokens": 21226, "estimated_eval_tokens": 42708 }, @@ -23439,7 +23654,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17127, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -23448,48 +23663,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all model-specific PRs migrating different Transformers architectures to standardized output tracing/capture helpers. They share a common refactor pattern, but each touches a different code path and does not look mergeable into one concrete fix/change.", - "confidence": 0.91, + "summary": "These PRs are all variations of a standardized output-tracing refactor, but they target different model implementations and are not duplicates of one another. They look like a family of related maintenance changes rather than the same underlying bug fix or feature branch.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is clearly canonical for the cluster; if one must be picked, PR 44073 is a strong representative because it shows the fuller pattern of the migration with both `capture_outputs` and `_can_record_outputs` in a typical model implementation.", + "canonical_pr_reason": "PR 44129 is the best anchor: it has an explicit issue link, a concrete SpeechT5 output-tracing refactor, and the clearest standalone scope among the set.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best representative of the cluster because it is a straightforward, well-scoped example of the standardized output-tracing migration, but it is still specific to VisualBert rather than a shared underlying bug.", + "best_pr_reason": "PR 44129 is the strongest representative because it is the most explicitly scoped and least ambiguous about the intended change.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they target different models (FocalNet vs ImageGPT) and different internal classes; this looks like the same refactor pattern, not the same concrete code-path change." + "reason": "Both modernize output tracing, but they touch different models (FocalNet vs ImageGPT) and different code paths, so they are not the same change and would not plausibly merge into one PR." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are unrelated model implementations; despite similar decorator migration, they do not appear to fix the same underlying bug or be mergeable into one PR." + "reason": "VisualBert and TextNet are separate model-specific refactors; same migration pattern, but not the same concrete bug or code path." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate architectures with model-specific output-capture plumbing; the shared theme is broad refactoring, not the same code-path problem." + "reason": "MPNet and VisualBert have similar output-capture plumbing changes, but they affect different architectures and cannot be treated as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are different models with independent output-tracing changes; no evidence they address one shared defect or can be combined into a single PR." + "reason": "These are parallel refactors in different models, not one underlying fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths. They both migrate output handling, but that is a generic modernization, not a duplicate fix." + "reason": "RegNet and SqueezeBert each migrate output collection independently; similarity is thematic, not a shared code-path problem." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 touch different model stacks and different output semantics; they are not the same concrete bug/change even though both mention standardized output capture." + "reason": "SqueezeBert and SpeechT5 both use the new output-capture utilities, but they modify different model internals and solve different model-specific implementation updates." } ] }, @@ -23569,274 +23784,280 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "4c043cd164af7a9c75c4b177eacd3cd680b1392b3c08379278f590201248d133", + "prepared_review_unit_hash": "3a9b31a5af36de62d5d5bf51b39b42673fbde9577f67f5ba92288a464b6ca34e", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40162, + "estimated_input_tokens": 10041, + "estimated_eval_tokens": 20338 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40162, + "estimated_input_tokens": 10041, + "estimated_eval_tokens": 20338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a naming/template pattern around output-tracing refactors, but they are model-specific changes across different code paths and should not be merged as duplicates.", - "confidence": 0.93, + "summary": "These are all separate model-specific output-tracing refactors, not true duplicates. The depth_anything PR is the best representative of the cluster, but none of the soft-edge pairs should be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative of the cluster: it shows the shared output-tracing refactor pattern in a broader, concrete form across the related Mamba/FalconMamba implementations.", + "canonical_pr_reason": "PR 44025 is the strongest representative of the cluster: it spans two closely related files (`depth_anything` and `prompt_depth_anything`) and cleanly applies the output-tracing/can_return_tuple refactor pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest cluster representative because it applies the refactor to multiple closely related files and includes the core helper-based tracing changes, while the others are narrower model-specific ports.", + "best_pr_reason": "PR 44025 is the most central and complete-looking candidate in the set, so it is the best single PR to anchor this cluster even though the others are separate model-specific changes.", "soft_edge_verdicts": [ { "left": "pull_request:43998", - "right": "pull_request:44002", + "right": "pull_request:44000", "accept": false, - "reason": "Different model families and forward paths; same refactor theme only." + "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`); same refactor theme only." }, { "left": "pull_request:43998", - "right": "pull_request:44000", + "right": "pull_request:44001", "accept": false, - "reason": "Timm backbone vs Vision-Text Dual Encoder are unrelated code paths." + "reason": "Different code paths (`timm_backbone` vs `univnet`); not the same bug/change." }, { "left": "pull_request:43998", - "right": "pull_request:44001", + "right": "pull_request:44002", "accept": false, - "reason": "Different architectures; only the output-tracing refactor wording matches." + "reason": "Separate model implementations (`timm_backbone` vs `upernet`); only broadly similar output-refactor work." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and implementations; not one concrete bug/change." + "reason": "`timm_backbone` and `mamba/falcon_mamba` are unrelated code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems (`timm_backbone` vs `codegen`); not a duplicate PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Timm backbone and RWKV are unrelated model paths." + "reason": "Unrelated model families (`timm_backbone` vs `rwkv`); same broad output-tracing idea only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are different architectures with separate refactors." + "reason": "`mobilenet_v1` and `univnet` are distinct models with separate forward paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; shared title is too broad." + "reason": "Separate model code paths (`mobilenet_v1` vs `upernet`); not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are unrelated implementations." + "reason": "`mobilenet_v1` and `depth_anything` are unrelated model families." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model wrappers and forward signatures; not the same change." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are different implementations; no shared concrete bug." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and Speech-Encoder-Decoder are unrelated code paths." + "reason": "Different model families (`mobilenet_v1` vs `speech_encoder_decoder`)." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-Text Dual Encoder and UnivNet are different architectures." + "reason": "`vision_text_dual_encoder` and `univnet` touch unrelated forward/output code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and concrete forward logic." + "reason": "Separate models (`vision_text_dual_encoder` vs `upernet`); only same high-level refactor pattern." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Distinct model implementations; shared refactor pattern only." + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Vision-Text Dual Encoder and Depth Anything are unrelated paths." + "reason": "Different model families (`vision_text_dual_encoder` vs `depth_anything`)." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet do not share the same underlying code path." + "reason": "`univnet` and `upernet` are separate model-specific refactors." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model implementations; too broad to treat as duplicate." + "reason": "`univnet` and `mamba/falcon_mamba` do not share the same code path." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and Depth Anything are separate model-specific changes." + "reason": "Different models (`univnet` vs `depth_anything`); not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are unrelated changes." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated model paths." + "reason": "`upernet` and `rwkv` are separate model implementations with different output plumbing." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and refactor scopes." + "reason": "`upernet` and `mamba/falcon_mamba` are distinct code paths." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba and SuperPoint are unrelated code paths." + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated model families." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families; same output-tracing theme only." + "reason": "`mamba/falcon_mamba` and `codegen` are different concrete fixes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated implementations." + "reason": "`timm_backbone` and `codegen` are unrelated model paths." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different model paths." + "reason": "`univnet` and `codegen` are separate model-specific changes." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated code paths." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-Text Dual Encoder and CodeGen are unrelated changes." + "reason": "`upernet` and `codegen` do not share the same underlying issue." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision-Encoder-Decoder are different model families." + "reason": "`depth_anything` and `vision_encoder_decoder` are different wrappers and code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech-Encoder-Decoder are separate wrappers and code paths." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate model-specific refactors." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated model-specific refactors." + "reason": "`depth_anything` and `superpoint` are unrelated models." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are different architectures." + "reason": "`depth_anything` and `rwkv` are not the same fix, only similarly themed." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR touch unrelated forward paths." + "reason": "`depth_anything` and `dpr` are different model families." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Both are encoder-decoder wrappers, but they are different models and not one concrete fix." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are analogous but distinct wrapper implementations." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Vision-Encoder-Decoder and SuperPoint are unrelated implementations." + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision-Encoder-Decoder and RWKV are separate code paths." + "reason": "`vision_encoder_decoder` and `rwkv` are different model families." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision-Encoder-Decoder and DPR are different model families." + "reason": "`vision_encoder_decoder` and `dpr` are separate model-specific refactors." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Speech-Encoder-Decoder and RWKV are different architectures." + "reason": "`speech_encoder_decoder` and `rwkv` do not share the same concrete code path." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech-Encoder-Decoder and DPR are unrelated code paths." + "reason": "`speech_encoder_decoder` and `dpr` are separate fixes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV do not share the same underlying bug/change." + "reason": "`superpoint` and `rwkv` are unrelated model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are unrelated model-specific changes." + "reason": "`superpoint` and `dpr` are different code paths." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model paths; shared refactor wording is not enough." + "reason": "`rwkv` and `dpr` are separate model-specific output changes." } ] }, @@ -23866,7 +24087,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "ef1a84b7cb9736c2354eb01143ce6a2c7f42b3a8e3c9df46cba351f928767111", + "prepared_review_unit_hash": "20d013b24060ef8230c93be54ae9932adc1b688dc1d3c98ccc634e516651470a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23888,18 +24109,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add new model support, but for entirely different models and code paths: PenguinVL vs Voxtral TTS. Their overlap is only in shared Transformers scaffolding, so they are not duplicates.", + "summary": "The two PRs are both new model additions, but they target different models and code paths: PenguinVL vs Voxtral TTS. The overlap is mostly shared Transformers boilerplate, not the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44662 is the better cluster anchor: it is a full, non-draft model implementation with substantial review activity, whereas 45401 is a separate draft PR for a different model.", + "canonical_pr_reason": "No single canonical PR for a duplicate cluster here; if one representative must be chosen, 45401 is the better anchor because it is explicitly tied to issue 45027 and is a self-contained Voxtral TTS implementation, while 44662 is a separate PenguinVL add.", "best_issue_reason": null, - "best_pr_reason": "PR 44662 is the strongest representative of the cluster because it is more mature and reviewed; 45401 targets a different model family and should not be merged with it.", + "best_pr_reason": "45401 is the stronger representative PR because it has an explicit issue target and a narrower, clearly scoped implementation. 44662 is a distinct PenguinVL model PR and should not be treated as a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions with distinct implementations and tests; shared auto/docs files are generic boilerplate, not evidence of the same underlying change." + "reason": "Reject: they implement different models (PenguinVL vs Voxtral TTS). Shared files are generic registry/docs updates, not evidence of the same bug or mergeable change." } ] }, @@ -23929,7 +24150,7 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "8e8dc47dbf1a8e3dd054ba735df558a9e3b4550a6cee8e1f461bff912d9d9350", + "prepared_review_unit_hash": "a50468292278721e9f8a7aa15e5776924faa7253223347bbd04981926c94f3ce", "component_budget": { "node_count": 2, "item_count": 2, @@ -23951,18 +24172,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one changes a documentation workflow to convert PRs to draft, while the other adjusts CI branch routing and adds a dummy model-file touch to target a smaller runner. They do not fix the same underlying problem.", - "confidence": 0.97, + "summary": "These two pull requests are not duplicates: one rewrites a PR-documentation workflow into a draft-conversion workflow, while the other changes the PR CI caller and a model utility file for a smaller CI group. They target different code paths and different intents.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: 44965 is a workflow experiment around draft conversion, while 46845 is a CI-routing change plus a dummy code touch for runner selection.", + "canonical_pr_reason": "Choose pull_request:46845 as the canonical PR only as the more representative item in this cluster: it has a coherent CI-related change with explicit workflow and code edits, whereas pull_request:44965 is a separate workflow tweak with a different purpose.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good cluster anchor because they address different code paths and different goals. If forced to pick a representative, 46845 is more coherent, but it is still not the same change as 44965.", + "best_pr_reason": "pull_request:46845 is the better representative PR because its diff has a clearer, broader implementation story and touches the actual CI invocation path; pull_request:44965 appears to be an unrelated workflow experiment.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different workflows and different intents: 44965 rewrites the PR documentation workflow to convert PRs to draft, while 46845 changes CI branch selection and adds a placeholder code edit to steer runner behavior. They are not the same bug or change." + "reason": "Different changes: 44965 modifies a documentation/draft workflow, while 46845 adjusts the PR CI caller and a utility file for a smaller runner setup. They do not look like the same underlying bug or fix." } ] }, @@ -23992,7 +24213,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "4b73dc2c050e1c72a4f6ee9757807a409f722c06437913c71ba7b7fd0e39e669", + "prepared_review_unit_hash": "d5f0b8f845839d4de8aabd8de3c540cf196cc6f237f9bc9981757423c4106d6c", "component_budget": { "node_count": 2, "item_count": 2, @@ -24014,18 +24235,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related but distinct: one introduces a general Module Fusion API, while the other adds a specific n-to-1 kernel fusion path via `KernelConfig` and integration changes. They are not the same change and would not be merged as duplicates.", - "confidence": 0.88, + "summary": "The two PRs are related to fusion, but they operate at different layers: PR 44979 introduces a generic Module Fusion API, while PR 45363 adds a specific n-to-1 kernel fusion path via KernelConfig and integration plumbing. They are complementary rather than duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the broader, more user-facing implementation: it wires kernel fusion through `KernelConfig`, model loading, integrations, and supporting utilities, so it is the better representative of the cluster.", + "canonical_pr_reason": "PR 45363 is the more concrete, user-facing feature implementation with KernelConfig integration and example usage, so it is the better cluster representative.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the best standalone PR because it covers the concrete end-to-end feature path, whereas PR 44979 is a lower-level API foundation with a narrower scope.", + "best_pr_reason": "PR 45363 best represents the cluster because it ties the fusion idea into actual model-loading and integration code, not just the foundational API scaffold.", "soft_edge_verdicts": [ { - "left": "pull_request:44979", - "right": "pull_request:45363", + "left": "PR 44979: Module Fusion API", + "right": "PR 45363: n-to-1 kernel fusion via `KernelConfig`", "accept": false, - "reason": "Not the same underlying change: 44979 adds a generic Module Fusion API, while 45363 implements a specific `KernelConfig`-driven n-to-1 kernel fusion integration across loading and runtime paths." + "reason": "They share the general fusion theme, but 44979 adds a generic module-fusion abstraction while 45363 implements a specific kernel-fusion workflow using KernelConfig. Different scope and different code path, so not a duplicate." } ] }, @@ -24055,7 +24276,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "2be72f3694662a460686e5a0cf09c06e145391c8df1a967ca3f2b4e56ba9f2f7", + "prepared_review_unit_hash": "8e879d1cde6900b6c1afb5261a89381e71f1fcbcdcc4fc1796e21eac71ae6cf7", "component_budget": { "node_count": 2, "item_count": 2, @@ -24077,18 +24298,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests patch the same Mistral regex AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; the later PR adds test coverage, so these look like duplicate fix attempts for one bug.", - "confidence": 0.95, + "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it adds tests and keeps the same fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:45317` is the better representative because it contains the same code fix as 45086 plus an added test file, making it the more complete fix for the shared bug.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete and merge-ready implementation of the bug fix.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:45317` is the strongest single PR candidate since it addresses the same concrete `_patch_mistral_regex` AttributeError and adds regression tests, while 45086 is the narrower earlier version.", + "best_pr_reason": "PR 45317 is the best PR overall: it fixes the same concrete code path, is more complete, and includes validation/tests beyond the minimal patch in 45086.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same changed code path in `tokenization_utils_tokenizers.py`; 45317 is essentially the fixed-up version of 45086 with tests, so they are duplicate fix attempts." + "reason": "Same underlying bug and same code change in the same file; 45317 is essentially a follow-up/expanded version of 45086 with tests, so they are merge-compatible variants of one fix." } ] }, @@ -24118,40 +24339,40 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "dd73d47db74e6c0e5eaa10529325453b7c5d2b17ad18f2241d5de1058edd5b82", + "prepared_review_unit_hash": "851c6d965bf7eda367c0cfd2d5997de4ce4c6857f76dc67ab3bcbb547c917880", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, - "estimated_input_tokens": 1517, - "estimated_eval_tokens": 3290 + "serialized_chars": 6064, + "estimated_input_tokens": 1516, + "estimated_eval_tokens": 3288 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, - "estimated_input_tokens": 1517, - "estimated_eval_tokens": 3290 + "serialized_chars": 6064, + "estimated_input_tokens": 1516, + "estimated_eval_tokens": 3288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to NemotronH, but they target different changes: one is a conversion/refactor path for inheriting GraniteMoeHybrid-style mappings, while the other splits NemotronH into dense/sparse model packages and updates docs/auto-mapping. They overlap in files, but not in the same concrete bug or mergeable fix.", - "confidence": 0.86, + "summary": "Two related NemotronH pull requests, but they target different scopes: one is a small architecture/conversion refactor, the other is a broader model split into dense/sparse variants with docs/tests. They are not duplicates.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical PR for the cluster because it represents the broader, more complete model-organization change and includes the new dense/sparse model definitions, docs, and auto-mapping updates.", + "canonical_pr_reason": "PR 45569 is the better representative if one must be chosen: it covers the larger end-state model refactor and includes the follow-on file moves, auto-mapping, docs, and tests. PR 45115 is narrower and mainly adjusts inheritance/conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative because it covers the larger end-state architecture change for NemotronH, whereas PR 45115 is a narrower conversion-mapping/refactor adjustment.", + "best_pr_reason": "PR 45569 is the strongest standalone candidate because it appears more complete and user-facing, while 45115 is a partial implementation focused on internal conversion and class wiring.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH, but 45115 is about checkpoint conversion renaming for GraniteMoeHybrid compatibility, while 45569 is about splitting NemotronH into dense/sparse model families and updating docs/auto mappings. Different underlying changes, not one fix." + "reason": "They share NemotronH files, but the changes are not the same concrete fix. 45115 is a narrow GranitemoeHybrid-style refactor and conversion mapping update; 45569 is a broader redesign that introduces nemotron_h_dense and nemotron_h_sparse plus docs/tests. They would not plausibly be merged as one duplicate PR." } ] }, @@ -24181,12 +24402,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "a5429666ad02bbb42675fca505a26bf0a6586a59da846375de136af38fcc0f0d", + "prepared_review_unit_hash": "6a670855b72d558b3ff8e50284ba9c44cabaa06c1e5029da0f73da06ebe84e7f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5955, + "serialized_chars": 5954, "estimated_input_tokens": 1489, "estimated_eval_tokens": 3234 }, @@ -24194,7 +24415,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5955, + "serialized_chars": 5954, "estimated_input_tokens": 1489, "estimated_eval_tokens": 3234 }, @@ -24203,18 +24424,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about the new heterogeneous configuration feature, but they are not the same change: #45333 is config-only, while #45332 adds the broader modeling/runtime support on top of that.", - "confidence": 0.91, + "summary": "These two PRs are closely related and share substantial overlap, but they are not the same concrete change: #45333 is a narrower per-layer configuration feature, while #45332 includes that plus additional heterogeneous modeling/runtime support. I would keep them separate and treat #45332 as the broader canonical PR for this cluster.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical representative because it covers the full heterogeneous-model feature set, including the per-layer config work plus the modeling/runtime integration; #45333 is a narrower subset focused on configuration only.", + "canonical_pr_reason": "#45332 is the more comprehensive PR: it covers the shared heterogeneous configuration work and also adds modeling/runtime integration, masking/cache changes, and broader tests/docs, so it is the better canonical representative of the feature area.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest overall candidate for the cluster since it is the more complete implementation and subsumes the shared config work rather than just the configuration piece.", + "best_pr_reason": "#45332 is the best overall PR because it contains the superset of the shared work and is the most complete implementation of the heterogeneous model support feature.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related, but not duplicates: they share the heterogeneous config files, yet #45332 also changes modeling/cache/masking code paths and is a broader feature PR, while #45333 is limited to configuration support. They would not cleanly merge as the same concrete change." + "reason": "They overlap heavily on docs and config files, but #45333 appears to be only the per-layer configuration slice, while #45332 extends into modeling/runtime support and other code paths. That is related, not the same underlying change." } ] }, @@ -24244,12 +24465,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "7a3dee3ac04ad3c46bee375c60970aaae0c23264fa9a63e2287aaed7b0142290", + "prepared_review_unit_hash": "24528ad76273fa1e370e59d0d676570ae71c7d1b635cef4bca6a6e8838941e79", "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 }, @@ -24257,7 +24478,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -24266,18 +24487,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs, but they address different workstreams: one broadly enables type checking across many Transformers modules, while the other adds typing protocols and targeted modeling_utils-related fixes. They overlap in a few files but not in the same underlying change.", - "confidence": 0.93, + "summary": "Both items are typing-focused pull requests in transformers, but they address different scopes: one is a broad repo-wide type-checking pass, the other adds shared typing helpers and targeted typing fixes. They are related, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader, more central type-checking sweep and is the better representative of the shared typing cleanup effort.", + "canonical_pr_reason": "PR 45425 is the better representative because it centers on a coherent typing-infrastructure change and targeted follow-up edits, rather than a broad sweep across many files.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the strongest standalone PR in the cluster because it covers the wider repo-wide typing enablement and dependency-ignore configuration changes.", + "best_pr_reason": "PR 45425 is the strongest standalone PR in this cluster: it has a focused purpose, touches a smaller coherent set of typing-related code paths, and includes substantial review activity.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing-related, but 45415 is a broad type-checking pass across many files while 45425 introduces specific typing protocols and modeling_utils integration. They touch some of the same files yet do not appear to fix the same concrete bug or change, and could be merged separately." + "reason": "Both are typing-related, but 45415 is a broad type-checking pass across many modules while 45425 adds typing helpers and targeted fixes in different files. They do not appear to fix the same concrete bug/change and would not plausibly be merged as one PR." } ] }, @@ -24307,7 +24528,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "efd29f895d6f7998a485f36aae758095d5cffc0699959d0c5d707231b060c729", + "prepared_review_unit_hash": "04c8dc216ee41f6235d615aaf45129a188550882dde4d7b26d15aa7f4ab8f2db", "component_budget": { "node_count": 2, "item_count": 2, @@ -24329,18 +24550,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closely related but distinct PRs about expert-parallel loading in Transformers. They overlap in EP plumbing and share `modeling_utils.py`, but they fix different concrete bugs and are not mergeable as one change.", - "confidence": 0.9, + "summary": "These are related only at a high level (expert parallelism), but they fix different concrete failure modes: one is about EP/DeepSpeed ZeRO-3 loading and config serialization, the other about FSDP2/rank-0 broadcast overwriting experts during parameter loading. They should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the stronger canonical PR: it addresses a specific EP loading corruption bug during distributed/sharded parameter handling and includes the main code-path fix in model loading, with additional EP integration updates.", + "canonical_pr_reason": "No issue is present. If one PR must represent the cluster, 45548 is the cleaner canonical example because it targets EP loading/config serialization directly and is narrower than the broader FSDP2 overwrite fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best representative of the cluster because it targets the clearest underlying failure mode\u2014expert parameters being overwritten during loading\u2014and its changes are broader and more directly tied to the loading path than #45548.", + "best_pr_reason": "45548 is the better global representative for the cluster because it is a self-contained EP loading bug fix with explicit config/modeling changes, whereas 45662 is a separate, more specialized distributed-loading defect.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern EP-related loading, but #45548 fixes config serialization and accelerate/ZeRO-3 launch behavior, while #45662 fixes rank-0 broadcast overwriting experts during loading. Different bug, different code path, not the same change." + "reason": "Reject: both touch expert parallelism and share modeling_utils.py, but they fix different code paths and bugs. 45548 handles EP/DeepSpeed ZeRO-3 loading via accelerate launch and config serialization; 45662 prevents experts from being overwritten by rank-0 broadcast during FSDP2 loading." } ] }, @@ -24372,7 +24593,7 @@ "pull_request:45630|pull_request:46978", "pull_request:46831|pull_request:46978" ], - "prepared_review_unit_hash": "0bfebd35563125cf60f29c95205aa2509241b092525576bae1d9238f3e270cf8", + "prepared_review_unit_hash": "8335b0fa993822fbaa32eff94816867d1b7936b5dfbcd893ce0b74783cd17764", "component_budget": { "node_count": 3, "item_count": 3, @@ -24394,34 +24615,31 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PR 46831 and PR 46978 address the same underlying CPU-offload/accelerate-hook failure in Qwen3.5/Qwen3-Next conv1d paths, with 46978 being the broader, more reusable fix. PR 45630 is unrelated model-addition work and should not be linked as a duplicate.", - "confidence": 0.91, + "summary": "This cluster is not a duplicate set: one PR adds the Kimi2-6 model, one fixes a Qwen3.5/Qwen3-Next CPU-offload bug in model forwards, and one adds a broader accelerate-hook mechanism across many linear-attention models. The only overlap is the Qwen hook path, but the changes target different scopes and abstractions.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46978 is the better canonical PR because it implements the underlying hook-firing fix generically in accelerate and applies it across affected linear-attention models, including the Qwen3.5/Qwen3-Next paths covered by the narrower patch.", + "canonical_pr_reason": "PR 46978 is the best representative because it addresses the shared accelerate-hook code path in the broadest, most central way and covers the overlapping Qwen models plus other affected architectures.", "best_issue_reason": null, - "best_pr_reason": "PR 46978 is the best representative for the duplicate cluster because it solves the concrete accelerate-hook/device_map CPU offload bug at the framework level rather than only patching one model instance.", + "best_pr_reason": "PR 46978 is the strongest standalone candidate: it proposes the most general fix for the shared hook/offload problem and has the widest impact across models, unlike the model-specific workaround in 46831 or the unrelated Kimi2-6 addition in 45630.", "soft_edge_verdicts": [ { "left": "pull_request:45630", "right": "pull_request:46978", "accept": false, - "reason": "Kimi2-6 model addition vs accelerate-hook bug fix are unrelated changes; they do not share the same underlying problem or merge into one PR." + "reason": "Unrelated changes: 45630 adds Kimi2-6 docs/model wiring, while 46978 changes accelerate hook behavior for linear-attention models." }, { "left": "pull_request:46831", "right": "pull_request:46978", - "accept": true, - "reason": "Both target the same conv1d/accelerate hook failure causing bad generation under CPU offload; 46978 generalizes the same fix and could plausibly subsume the narrower Qwen3.5/Qwen3-Next patch." + "accept": false, + "reason": "Related Qwen files, but not the same change: 46831 is a model-specific CPU-offload workaround, while 46978 introduces a broader hook decorator across many models and a different abstraction level." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays within the packet: 45630 is clearly unrelated model-addition work, while 46831 and 46978 both address the same accelerate/CPU-offload hook problem in the Qwen3.5/Qwen3-Next linear-attention/conv1d paths. The softer language about 46978 being broader is conservative and supported by its framework-level hook fix plus model updates." - }, - "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 }, @@ -24444,40 +24662,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "632d13e1c89943997b37468d70bab523333afc8f9c5a610affb38effecfaa2e3", + "prepared_review_unit_hash": "c063cf64c106b26d9d3e866e7e318d81d5a40341357555a4e56971095b386675", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target issue #45561 and address the same xdist-related captured_info logging problem in `testing_utils.py`; PR #45645 is the broader, more complete version because it also updates the CI workflow to read multiple split log files.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #45561 is the explicit shared tracker for the xdist-safe captured_info/log handling fix.", - "canonical_pr_reason": "PR #45645 is the best canonical PR because it includes the core xdist-safe write change plus the CI-side aggregation needed to preserve/debug the split captured_info files.", - "best_issue_reason": "Issue #45561 is the only explicit issue target and matches the bug both PRs are fixing.", - "best_pr_reason": "PR #45645 is the strongest representative: it covers the producer-side fix in `testing_utils.py` and the consumer-side workflow update, making the end-to-end solution more complete than #45639.", + "summary": "Both PRs address the same xdist-related captured_info logging problem in transformers testing utilities; PR #45645 is the more complete fix because it also updates CI log collection to read multiple worker-specific files.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the core xdist-safe file split in testing_utils and the downstream CI workflow change needed to preserve/collect the new per-worker logs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative of the change set: it fixes the artifact collision and also updates the workflow that consumes those artifacts.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist collision bug for `captured_info` artifacts; #45645 extends the same fix with workflow support for multiple output files, so they could plausibly be merged into one PR." + "reason": "Same underlying xdist captured_info collision fix; #45645 is effectively a superset that changes the producer and the CI consumer, so these could plausibly be merged into one PR." } ] }, @@ -24507,7 +24725,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "3d643024282409dd1c16381fa5d0a9f8f5ed59bed0b4057a89033754ef49d4b7", + "prepared_review_unit_hash": "a39c02ee5a23d7e42a80e93e7966f3c5e8054f23481db9a1226bca1befd260e3", "component_budget": { "node_count": 2, "item_count": 2, @@ -24529,18 +24747,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated linter-rule PRs in Transformers: one implements TRF003 tuple-return handling for several model forwards, the other adds TRF018 modeling-rule cleanup across a different set of models. They overlap in scope and filenames but do not fix the same underlying issue.", - "confidence": 0.94, + "summary": "Two unrelated linter/chore PRs in the Transformers codebase: one implements TRF003 by adjusting model forward signatures/tuple-return handling, the other implements TRF018 by changing weight-initialization patterns across many model classes. They share broad modeling filenames but not the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46259 is the better canonical PR because it is a broader, more self-contained modeling-rule change with clearer scope and stronger review activity.", + "canonical_pr_reason": "PR #45720 is the better representative of the cluster because it is the earlier, more focused implementation of a specific modeling-rule fix (TRF003) with a clearly identifiable code-path change around forward/return handling.", "best_issue_reason": null, - "best_pr_reason": "PR #46259 is the best overall representative of the cluster: it has the clearer higher-level rule addition and broader model coverage, while #45720 is a narrower TRF003 implementation slice.", + "best_pr_reason": "PR #45720 is a stronger cluster anchor than #46259 since it has a narrower, more concrete behavioral change in model forwards and is easier to recognize as the representative linter-rule implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Not a duplicate: they implement different linter rules (TRF003 vs TRF018) with different target behavior and different concrete code-path changes, so they would not plausibly be merged into one PR." + "reason": "Different lint rules and different fixes: TRF003 changes forward signatures/tuple-return behavior, while TRF018 changes weight initialization across model classes. Shared model files alone are not enough to indicate the same underlying change, and these would not plausibly be merged into one PR." } ] }, @@ -24636,40 +24854,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "29033aefca0c94bc21781164ec82e4576e30cafda13c1c3c21ed1b3d162d9e92", + "prepared_review_unit_hash": "59147d15f53894c316b8b56a3e26e3efc39c3c1bfb7370fec3ae8733ca95cced", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The PRs are not duplicates. #45932 is a small CI/telemetry plus model-constant tweak PR, while #46100 is a large test migration adding kernel and model tests. They do not appear to fix or implement the same underlying change.", - "confidence": 0.96, + "summary": "The two pull requests are both test/infra-heavy, but they address different changes: one is a small CI/telemetry and model-tuning PR, while the other is a broader test migration adding new kernel/model tests. They do not look like the same underlying fix and should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests target different workstreams and different concrete code changes.", + "canonical_pr_reason": "PR 46100 is the more substantial and coherent change set: it introduces a new DDP config and multiple migrated test files, whereas PR 45932 is a narrow CI/OTel tweak plus scattered model file edits. As a cluster representative, 46100 is more central.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative of the pair because they are unrelated; #45932 is narrower, but it does not match the test-migration scope of #46100.", + "best_pr_reason": "PR 46100 is the best standalone PR in this set because it has a clear, unified purpose (test migration) and materially larger scope. PR 45932 appears to be a separate CI/debugging change and is not a better canonical representative.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different changesets and goals: #45932 touches CI/workflow and a few model files, while #46100 adds substantial test infrastructure and model tests. They are not the same underlying bug or fix." + "reason": "Different underlying work: 45932 is a CI/observability plus minor model/config adjustment PR, while 46100 migrates and adds tests. They do not fix the same code-path problem and would not plausibly be merged into one PR." } ] }, @@ -24699,12 +24917,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "e7a8a90233de50d5d50bd4b30b94bb6fc1b6b2a696c508159eb95ddce02fff94", + "prepared_review_unit_hash": "b0be90ac07b552cff0f2b1cf7d254aa591163c2dd6bfbb5c8a17270c5d5b1038", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -24712,7 +24930,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -24721,18 +24939,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs overlap in distributed internals, but they are not the same change: one is a focused EP/Trainer integration patch, the other is a broad distributed branch base with many unrelated files. I would not merge them as duplicates.", - "confidence": 0.84, + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration change, while PR #46269 is a broad distributed-branch base spanning many unrelated distributed subsystems. The shared files are not enough to indicate the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more specific, self-contained change focused on EP and Trainer integration; PR 46269 is a broad base branch touching many subsystems and is not a good canonical representative for this cluster.", + "canonical_pr_reason": "#46126 is the more canonical PR because it has a single, specific objective and a tight file set centered on EP/Trainer integration.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative because it targets a concrete code path and feature, whereas PR 46269 is too broad and heterogeneous to serve as a clean duplicate anchor.", + "best_pr_reason": "#46126 is the best representative PR for this cluster: it is concrete, scoped, and directly describes one change path; #46269 is too broad and infrastructure-heavy to serve as a clean canonical example.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed files are not enough here: 46126 is a targeted EP/Trainer integration patch, while 46269 is a broad distributed branch base touching many unrelated areas. They do not appear to fix the same underlying bug or represent one mergeable PR." + "reason": "They do not appear to fix the same concrete problem or implement the same change. #46126 targets EP + Trainer integration, while #46269 is a broad distributed branch base touching many areas and likely includes multiple unrelated refactors/features." } ] }, @@ -24800,220 +25018,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "ae2802d816843aa3f2de890609f2d0bb4d9bcdef6cfd5ee21aa0582765958ddc", + "prepared_review_unit_hash": "f9e4e897a1d1795d8a698b3111efc5e6f710fa0c5666e94bb51d0b254f4630a6", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26673, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26673, - "estimated_input_tokens": 6669, - "estimated_eval_tokens": 13594 + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is a mix of unrelated workflow-maintenance PRs. The only dense subgroup is the pr-ci-security-gate changes, but those PRs modify different behaviors in the same file rather than the same underlying change, so they should not be deduped.", - "confidence": 0.95, + "summary": "This cluster is a bag of unrelated workflow-maintenance PRs. The only near-duplicate-looking subgroup is pr-ci-security-gate.yml, but those PRs change different security controls and should stay separate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and code-path-relevant change in the cluster, but it is only a representative of the pr-ci-security-gate subgroup; it is not actually duplicate to the other PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the most substantive representative: it introduces the actual security-gate logic change, while the other PRs in the cluster are smaller, unrelated workflow tweaks or follow-up hardening edits.", + "best_pr_reason": "PR 46554 is the best representative to keep because it introduces the concrete security-gate logic change; the rest are narrower or unrelated workflow tweaks.", "soft_edge_verdicts": [ - { - "left": "pull_request:46138", - "right": "pull_request:46504", - "accept": false, - "reason": "Both are workflow command-safety tweaks, but they fix different scripts in different workflows and are not the same change." - }, { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems: stdin handling for self-comment CI vs security checks in pr-ci-security-gate." + "reason": "Different workflow files and different behavior; title similarity alone is not enough." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Same file is not enough here; these are distinct workflow edits with different effects." + "reason": "Unrelated workflow updates in different files; not the same underlying fix." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow changes; one updates a comment/permission path, the other changes CI message piping." + "reason": "Different CI workflow concerns; no shared code-path problem." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow concern and different code path; not a duplicate change." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46501", - "accept": false, - "reason": "Security hardening of ssh-runner vs a permissions tweak in anti-slop; unrelated changes." + "reason": "Self-comment CI vs pr-ci-security-gate are distinct workflows and fixes." }, { - "left": "pull_request:46432", - "right": "pull_request:46502", + "left": "pull_request:46138", + "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different fixes; no shared underlying bug." + "reason": "Different workflow file and different shell-handling change; not duplicates." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening and benchmark trigger expansion are separate changes." + "reason": "SSH runner hardening versus benchmark trigger logic; unrelated changes." }, { "left": "pull_request:46432", - "right": "pull_request:46554", + "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and different purposes; not the same bug or fix." + "reason": "Different workflow files and purposes; no same bug/change." }, { "left": "pull_request:46432", - "right": "pull_request:46558", + "right": "pull_request:46502", "accept": false, - "reason": "Distinct workflow hardening items with different behavior changes." + "reason": "SSH runner update and reviewer assignment change are unrelated." }, { "left": "pull_request:46432", - "right": "pull_request:46563", + "right": "pull_request:46554", "accept": false, - "reason": "No duplicate: ssh-runner secret handling vs pr-ci-security-gate workflow reference change." + "reason": "Different workflows and different security issues; not mergeable as one PR." }, { "left": "pull_request:46432", - "right": "pull_request:46716", + "right": "pull_request:46558", "accept": false, - "reason": "Different workflow and different security issue; not mergeable as one fix." + "reason": "SSH runner hardening vs security-gate permissions; distinct changes." }, { "left": "pull_request:46501", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Both are small workflow updates, but they address different jobs and different code paths." + "reason": "Different workflows: anti-slop permission scoping vs benchmark trigger expansion." }, { "left": "pull_request:46501", - "right": "pull_request:46503", + "right": "pull_request:46502", "accept": false, - "reason": "Permissions change for anti-slop vs benchmark dispatch support; unrelated." + "reason": "Same general CI area, but different workflow files and changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different fixes; no same underlying change." + "reason": "Anti-slop workflow permissions and build-image shell quoting are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop permissions and pr-ci-security-gate logic are unrelated." + "reason": "Different workflows and different goals; not the same underlying fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer checkout ref fix and benchmark trigger expansion are separate changes." + "reason": "Reviewer assignment checkout ref change is unrelated to benchmark dispatch logic." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different symptoms; not a duplicate." + "reason": "Different workflow files and distinct operational fixes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No shared code path; assign-reviewers checkout ref vs security gate checks." + "reason": "Assign-reviewers checkout behavior is not the same as security-gate logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Both touch workflows, but one adds dispatch support while the other fixes shell handling; unrelated." + "reason": "Benchmark dispatch trigger change and build-image message parsing are unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different functionality; not the same change." + "reason": "Benchmark workflow trigger expansion vs PR security gate checks; different code paths." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both involve workflow hardening, but they fix different jobs and different inputs." + "reason": "Build-image commit-message handling and PR security checks are separate fixes." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Same broad area but different concrete change: command quoting vs permissions/approval logic." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflow behavior and different failure mode; not duplicate." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Command quoting fix in build-ci vs secrets handling in pr-ci-security-gate are unrelated." + "reason": "Different workflows and distinct security/trigger behavior." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but one adds checkout/diff-based checks and the other changes workflow permissions/approval flow." + "reason": "Same file, but one adds diff-based security checks while the other changes permissions/approval gating; different fixes." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "These are different edits to the same workflow file, not the same underlying bug/change." + "reason": "One changes security checks, the other adds comments and a reusable-workflow call note; not the same change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Security-gate logic addition vs secrets inheritance removal; related area but distinct fixes." + "reason": "One adds local security checks, the other changes secrets inheritance; distinct problems." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but separate changes with different intent and behavior." + "reason": "Both touch the same workflow, but they address different security-gate details." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different pr-ci-security-gate modifications; not the same concrete change." + "reason": "Permissions/approval gating and secrets handling are separate changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "One changes comments/reusable-workflow reference, the other changes secret passing; distinct fixes." + "reason": "Reusable-workflow documentation/note change is not the same as secrets scoping." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated shell/security adjustments." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening versus reusable-workflow annotation; unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-image shell fix and pr-ci security secrets change are unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different security contexts; not duplicates." } ] }, @@ -25106,7 +25324,7 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "d96497b8223e0c0dffb389f17f430a6377b1210f82b9f27a0dd94e1a96ae3c82", + "prepared_review_unit_hash": "af63ea4cce1075d23b768f77524cdceeb6609ba7f43654d9a886f842480577a8", "component_budget": { "node_count": 2, "item_count": 2, @@ -25128,18 +25346,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate security-hardening PRs that both block path traversal, but they address different inputs and code paths: sharded checkpoint filenames from the hub index vs. an explicit `transformers_weights` filename in model loading. They are related by theme, not duplicate enough to cluster together.", - "confidence": 0.93, + "summary": "Both PRs are security hardening changes against path traversal, but they address different inputs and code paths: one validates sharded checkpoint filenames from the index `weight_map`, the other validates the `transformers_weights` config field. They are related in theme but not the same underlying bug, so they should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 46281 hardens sharded-checkpoint shard resolution in `src/transformers/utils/hub.py`, while 46890 hardens explicit `transformers_weights` file resolution in `src/transformers/modeling_utils.py`. Different entry points and fixes.", + "canonical_pr_reason": "No single canonical PR: 46281 and 46890 fix different path-traversal bugs in different loaders (`hub.py` sharded checkpoints vs `modeling_utils.py` explicit weights resolution).", "best_issue_reason": null, - "best_pr_reason": "46890 is the cleaner representative of a standalone path-traversal fix, but it is not the same bug as 46281 and should not be treated as a duplicate/merge candidate for that PR.", + "best_pr_reason": "46890 is the better representative of the cluster only insofar as it is a clean, self-contained security fix with explicit containment checks, but it is not a duplicate of 46281.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Both are path-traversal mitigations, but they protect different resolution flows (`weight_map` shard files vs. explicit `transformers_weights` filenames) and would not be merged into one PR without conflating distinct bugs." + "reason": "Different bug surfaces and inputs: `weight_map`-driven shard file resolution vs `transformers_weights` config resolution. Same broad security theme, but not the same concrete code-path problem." } ] }, @@ -25161,72 +25379,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46376-5", + "cluster_id": "cluster-46376-2", "nodes": [ "pull_request:46376", - "pull_request:46417", - "pull_request:46425", - "pull_request:46509", - "pull_request:46917" + "pull_request:46417" ], "soft_pairs": [ - "pull_request:46376|pull_request:46417", - "pull_request:46376|pull_request:46425", - "pull_request:46425|pull_request:46509", - "pull_request:46425|pull_request:46917" + "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "8d2aae6a593ec6aa0242fbf11995ae7e35aec67922af8d188eefa2983ead813e", + "prepared_review_unit_hash": "e079d7bf73d297e49ecb029075e042976b0d40d1c6df43fd74abbca3032112ca", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 4, - "serialized_chars": 13747, - "estimated_input_tokens": 3437, - "estimated_eval_tokens": 7130 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5958, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 4, - "serialized_chars": 13747, - "estimated_input_tokens": 3437, - "estimated_eval_tokens": 7130 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5958, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated: three add different model integrations and one is a small deprecation cleanup. They do not share the same underlying bug or change request, so none of the soft duplicate edges should be accepted.", - "confidence": 0.93, + "summary": "These are unrelated pull requests: one adds multimodal support to continuous batching, and the other adds the HunYuan VL model and its docs/tests. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items cover separate features and cleanup work across different code paths, not one duplicated change.", + "canonical_pr_reason": "PR 46417 is the cleaner representative: it is a focused, self-contained model addition with docs, code, and tests, whereas PR 46376 is a broad draft work-in-progress.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for a duplicate cluster; the set is heterogeneous and does not represent one underlying change.", + "best_pr_reason": "PR 46417 is the best standalone PR in this set because it has a clear single purpose and appears more complete; PR 46376 is broader and still draft.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different changes: continuous batching multimodal support versus adding the HunYuan VL model. Separate subsystems and code paths." - }, - { - "left": "pull_request:46376", - "right": "pull_request:46425", - "accept": false, - "reason": "One is continuous batching infrastructure, the other adds RADIO model support. They are not the same bug or feature." - }, - { - "left": "pull_request:46425", - "right": "pull_request:46509", - "accept": false, - "reason": "Both are model additions, but for different models and implementations (RADIO vs Nemotron Omni), so not duplicates." - }, - { - "left": "pull_request:46425", - "right": "pull_request:46917", - "accept": false, - "reason": "Model addition versus removal of deprecated training/image-processing args; unrelated change types and code paths." + "reason": "Different underlying changes: continuous batching multimodal support vs. adding a specific HunYuan VL model. They touch different code paths and would not plausibly be merged into one PR." } ] }, @@ -25256,7 +25450,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "47479c6b8866aa84479607aca27ce0cdba7270f01c98097d008c4db6f9dc41d6", + "prepared_review_unit_hash": "e7d6212c000a940dcf557189d344f470eed06da452f26b130b29e7a3ac70e037", "component_budget": { "node_count": 2, "item_count": 2, @@ -25278,18 +25472,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are related only at a very broad tokenizer level, but they fix different bugs in different code paths: CodeLlama decode stripping vs. DeepSeek checkpoint tokenizer-class routing. They should not be clustered as duplicates or merged into one PR.", - "confidence": 0.96, + "summary": "The two pull requests are unrelated fixes: one corrects CodeLlama decoding behavior, the other corrects DeepSeek checkpoint-to-tokenizer-class resolution. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 46574 and 46580 address different underlying tokenizer issues and are not mergeable as one change.", + "canonical_pr_reason": "No canonical PR: these PRs fix different bugs in different code paths and files, so neither can serve as a duplicate representative for the other.", "best_issue_reason": null, - "best_pr_reason": "PR 46574 is the more self-contained concrete fix, but it is not a duplicate of 46580; 46580 is a separate auto-tokenizer routing change for different checkpoints.", + "best_pr_reason": "No single best PR for the cluster; PR 46574 is a tokenizer decode fix for CodeLlama, while PR 46580 is an auto-tokenizer mapping fix for DeepSeek checkpoints.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying bugs and code paths: 46574 fixes CodeLlama decode stripping, while 46580 changes auto tokenizer-class resolution for DeepSeek checkpoints. They do not look like the same change and should not be merged as one PR." + "reason": "Different underlying problems and code paths: CodeLlama decode stripping vs. DeepSeek checkpoint tokenizer-class selection." } ] }, @@ -25319,7 +25513,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "0c2e2cb89c217dc63e77d2dff92ee72d7733fd91968088a2149f1615b8a02a35", + "prepared_review_unit_hash": "73832ecb8bd86511a57ae65e33e5d123b8eea39bba6830076914f8c0056c20d5", "component_budget": { "node_count": 2, "item_count": 2, @@ -25341,18 +25535,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two Mistral PRs overlap in files but target different changes: a converter/package refactor vs. a new tekken tokenizer feature set. They are related work, not duplicates.", - "confidence": 0.91, + "summary": "The two PRs are both Mistral-related and share files, but they implement different changes: one is a refactor/move of MistralConverter, the other adds tekken tokenizer detection, conversion, and save utilities. They are not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46603 is the more focused, self-contained change: moving `MistralConverter` into the Mistral integrations package. It looks like the cleaner representative of the cluster.", + "canonical_pr_reason": "PR #46604 is the broader, more central change: it adds tekken tokenizer detection/conversion/save support. PR #46603 is a narrower package refactor moving MistralConverter, which looks more like groundwork than the main feature.", "best_issue_reason": null, - "best_pr_reason": "PR #46603 is the best single representative here because it is narrower and more concrete; PR #46604 is a broader draft feature PR and not the same code-path change.", + "best_pr_reason": "PR #46604 best represents the cluster because it contains the substantive Mistral tokenizer functionality change, whereas PR #46603 is mostly a structural relocation of existing converter code.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Reject: although both touch Mistral tokenizer code, #46603 is a refactor/move of `MistralConverter` while #46604 adds tekken tokenizer detection, conversion, and save utilities. Different concrete functionality and not plausibly one merged PR." + "reason": "Shared Mistral files and soft similarity are not enough: #46603 moves MistralConverter into a package, while #46604 adds tekken tokenizer detection/conversion/save utilities. Different code-path changes, not one mergeable duplicate PR." } ] }, @@ -25382,7 +25576,7 @@ "soft_pairs": [ "pull_request:46933|pull_request:46942" ], - "prepared_review_unit_hash": "6c729f38fec6732075c9b293138c7176b15ae7dd62d1c40a427c8d27025a9550", + "prepared_review_unit_hash": "4a8ba5252af8e2e7240cf4bfdce889e69a81b0610b9bcc040fc66e3a1671feb0", "component_budget": { "node_count": 2, "item_count": 2, @@ -25404,18 +25598,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs fix the same class of quantization-casting mistake, but in different model code paths and different model families, so they should not be treated as duplicates. PR 46933 is the stronger representative of the cluster because it has an explicit issue link and broader context.", - "confidence": 0.91, + "summary": "Two separate pull requests with a similar quantized-dtype casting fix pattern, but they target different model families and different code paths, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46933 is the best representative PR in this cluster: it has an explicit issue target, more discussion activity, and clearly documents the dtype-casting fix across Gemma4 vision/audio embedder paths.", + "canonical_pr_reason": "PR 46933 is the stronger representative because it has an explicit issue link, a narrowly defined Gemma4 fix, and clear diff scope across the relevant model files.", "best_issue_reason": null, - "best_pr_reason": "PR 46933 is the most suitable cluster representative overall because it is the most fully anchored and described change, with an explicit issue link and broader coverage than the more narrowly scoped TimesFM 2.5 patch.", + "best_pr_reason": "PR 46933 is the best overall fit for the cluster since it is the more explicit and well-scoped example of the shared dtype-casting bug pattern.", "soft_edge_verdicts": [ { "left": "pull_request:46933", "right": "pull_request:46942", "accept": false, - "reason": "Both PRs address a similar quantization-related casting hazard, but they touch different concrete implementations (Gemma4 embedders vs TimesFM 2.5 ResidualBlock) and are not the same underlying fix or a plausible single merged PR." + "reason": "Both PRs fix quantized-weight input casting, but they apply to different architectures and code paths: Gemma4 vision/audio embedders vs TimesFM 2.5 ResidualBlock. They are conceptually similar, not the same underlying change, and would not plausibly merge into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index ece42f0ce5615fc1c488a3761ac3119ee979b528..d5d97878c64b48fdbcc602531b578f23867467e4 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260630t180022z", + "analysis_id": "hybrid-model-20260701t000029z", "archived_artifacts": { - "hybrid": "snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-30T18:13:31Z", + "published_at": "2026-07-01T00:11:03Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260630T180022Z", + "snapshot_id": "20260701T000029Z", "variant": "hybrid" } diff --git a/snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/analysis-report-hybrid.json b/snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..098033fca3a8553f85600759e98ebe97db5d4897 --- /dev/null +++ b/snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/analysis-report-hybrid.json @@ -0,0 +1,2738 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260701T000029Z", + "generated_at": "2026-07-01T00:11:01Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + 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strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..186c9bdcbe5403dbc92e3a5fc54f834957230785 --- /dev/null +++ b/snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,25624 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260701T000029Z", + "generated_at": "2026-07-01T00:11:01Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 1, + 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"issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "d73b86881442560dcf92f363c754708dfaace06f9acf3993cdde9ea1d6d9d6cb", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46569, + "estimated_input_tokens": 11643, + "estimated_eval_tokens": 23542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with a few genuine duplicate subclusters: DeepSpeed ZeRO-3/BERT index errors, Qwen3.5 MoE rotary-embedding/offload bugs, and a torch 2.4.1 compatibility report. The rest are broad-similarity false positives across different models, backends, or docs topics.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43596 is the clearest representative of the DeepSpeed ZeRO-3/BERT index-out-of-bounds duplicate cluster and the earliest concise report of that concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 best captures a real duplicate cluster with a specific error, setup, and likely shared root cause; it is the most useful single issue to keep as the representative report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Same family (Qwen3.5) but different failures: config attribute error vs streaming chat/completions behavior." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend problems: AMD GPU forward failure vs MPS histogram not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model paths and symptoms; image-preprocessor dtype mismatch is not the same as GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and code paths; too broad to merge." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures; an example breakage is not the same bug as an AMD GPU runtime issue." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different concrete problems in different MoE models; not the same code-path bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collectives mismatch and ONNX export error are unrelated failures." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both mention model/runtime issues, but ONNX export and Qwen3Moe FP8 failures are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different models and failure modes; export error vs device-map cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "A task crash and outdated RAG examples are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure and GenerationMixin import error are distinct issues." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups for v5 removals, but they reference different removed surfaces and are not the same change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different subsystems: TRL embedding unpacking vs resuming locally downloaded remote-code models." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume/trust-remote-code problem is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both are device/shape-ish symptoms, but one is a mask shape mismatch and the other is a device mismatch in Gemma4 PLE." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both involve tensor shape errors, but the reported setups and concrete failures differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BERT loading and remote-code resume are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error signatures and code paths; index-out-of-bounds in ZeRO-3 vs mask/index mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch and video token/feature mismatch are different multimodal bugs." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Unrelated failures: tensor mask mismatch vs GPT-OSS TP/MoE issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Remote-code resume bug and broken official Nemotron example are not the same underlying issue." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and resume/trust-remote-code are different failures." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but collective mismatch and BERT ZeRO-3 index errors are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3/BERT index-out-of-bounds failure; the titles differ only in whether it happens at init or training and pretrained vs non-pretrained BERT." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS tensor-parallel failure are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and LoRA reload mismatch are different problems." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code model_class config_class error are distinct." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and runtimes; image-preprocessor dtype mismatch is not a YOLO device-map bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP checkpointing recomputation mismatch is unrelated to a mask shape/indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the specific runtime errors and reproduction paths differ." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram op issue and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding code path and same underlying offload/materialization bug around rotary frequencies." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 index-out-of-bounds and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch and trainer signature change are different issues." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed BERT loading bug and GPT-OSS tensor-parallel bug do not share the same code path." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and symptoms; dtype mismatch in preprocessing is not an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal bugs: reverse embedding lookup vs video feature/token mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and backend failures; NVFP4 runtime error is not the GPT-OSS AMD GPU issue." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "vLLM Gemma3TextConfig attribute error and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility; one is just a more specific version of the same compatibility break." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility and Qwen-3 NVFP4 runtime error are different issues." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and failures: autocast dtype mismatch vs MPS integer histogram support." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch dynamo tracing error and Mistral-3 image dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are runtime failures, but the models and concrete errors differ." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different models and failure modes; NVFP4 runtime error is not the TRL embedding unpacking issue." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram Int support are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and error signatures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models, devices, and errors; not the same underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy being called and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and BERT ZeRO-3 training index errors are similar only at a high level; the concrete models and code paths differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions in v5, but they target different removed documentation surfaces." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Repeated pair: autocast dtype mismatch and MPS histogram error are not the same bug." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Phi-tiny-MoE autocast dtype mismatch are different failures." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer loss signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute 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 not the same issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation and mask shape mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet: the three cited subclusters are supported by the issue titles, and the non-duplicate judgments are conservative. The accepted pairs also look defensible from the titles alone (especially the two DeepSpeed ZeRO-3/BERT index errors and the torch 2.4.1 incompatibility pair)." + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:43866|issue:46402", + "issue:45800|issue:46304", + "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": "d17e5b7d5f8ec6cb06d218b895270b3cbaa6efc0d7e353bd6432b235cf6afba2", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40046, + "estimated_input_tokens": 10012, + "estimated_eval_tokens": 20280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. I only see two true duplicate-style matches: one ZeRO-3 model-loading IndexError and one broad AutoTokenizer token-ID regression. The remaining pairs are related at a subsystem level but appear to be distinct bugs or changes.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45920 is the best canonical issue: it describes the broad v5 AutoTokenizer token-ID regression across multiple model families, which is the most central and representative bug in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest overall representative because it is broad, well-scoped, and explicitly frames a cross-model regression rather than a model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and likely different root causes (corrupted checkpoint vs missing text-encoder weights)." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention version incompatibility, but one is torch/transformers 5.8.0 and the other is a specific v5.9.0 distributed build break; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated failures: vLLM/PaddleOCR-VL load problem versus a PyTorch USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same underlying ZeRO-3 loading failure pattern: an IndexError from empty-shard/model init during checkpoint loading." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and failure modes: a missing Gemma3 config attribute versus a Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different documentation remnants and are not the same change." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Storage-type lookup error versus distributed-support breakage; no shared concrete code path." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different areas: AMD GPU support for GPT-OSS versus table-question-answering crashes." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different bug classes: detokenization regression versus outdated RAG examples." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-VL video StopIteration are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve model/input handling, but one is device-map mismatch and the other is video feature/token mismatch; different problems." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failures: processor bug versus device-mapping mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Both are model compatibility issues, but corrupted Ovis2 checkpoint and DiffusionGemma ModelOpt compatibility are distinct." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both are regression reports, but one targets remote_code models and the other PyTorch distributed support; not the same bug." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression: both report wrong token IDs, with 45920 being the broader multi-model description." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are load failures, but they involve different models and different failure causes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and RAG documentation issues are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params compatibility is a different code path from the distributed-support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config field for Gemma3 and the other is a Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the reported shapes and affected setup differ; not clearly the same defect." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/running failure and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-specific load problems: GLM-4.7-Flash versus Ovis2 checkpoint corruption." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig field regression are separate issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash do not share a concrete bug." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5/chat, but one is a general chat crash and the other is a streaming inference API failure." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic model-field breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Different failure classes: ZeRO-3 index error versus torch/transformers version incompatibility." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm tracing failure for Mixtral and multi-GPU device-map failure for YOLO are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Duplicate of an unrelated pair: NVFP4 runtime failure does not match RAG docs." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "Same as above: bitsandbytes Int8Params issue is not the distributed-support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Repeated sliding_window-themed issues, but the models and root causes differ." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are loading-time errors, but one is a mask shape mismatch and the other is a ZeRO-3 empty-shard IndexError." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Repeated unrelated pair: Whisper runtime failure is not a PretrainedConfig/pydantic regression." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Repeated unrelated pair: GLM-4.7-Flash load failure is not Ovis2 checkpoint corruption." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is a different bug from Ovis2 checkpoint corruption." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method bug and YOLO device-map failure are different code paths." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Repeated pair; the errors are similar in being IndexErrors, but the concrete failure modes are different." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class errors are distinct issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig field breakage are different configuration issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45800", + "accept": false, + "reason": "Autocast dtype mismatch and version incompatibility are different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3TextConfig sliding_window_pattern are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing and an MPS histogram kernel missing for Int are separate backend bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/backend-sensitive, but one is a grouped_mm tracing error and the other is an autocast mismatch; not the same underlying bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading for Voxtral and a template-node compilation error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the conservative stance on soft-edge pairs is appropriate. The two accepted matches are well-supported by the titles and repeated failure pattern, and the canonical issue choice is reasonable for the broad v5 AutoTokenizer 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": 3, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "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: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:44387|issue:45005", + "issue:43828|issue:45464", + "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:44530|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:43975|issue:44292" + ], + "prepared_review_unit_hash": "7c0f0ef2b6434300b2cacd612b3c3c70ce3e76c9b8a5f9d3ac0f1e1f51fbc894", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36796, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, with no single obvious cluster-wide canonical issue. I only see a few plausible duplicate-like pairs around the same underlying bug, especially Qwen video-input regressions, trust_remote_code custom-module loading, and input-validation error messages.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different failures: PaddleOCR-VL load failure vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related, but one is a generic mask/tensor mismatch and the other is a Qwen3.5/TRL embedding unpacking issue." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths: torch dynamo grouped_mm tracing vs tensor-parallel support for GPT-OSS MoE." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Unrelated bugs: int4 OOM regression vs tied-weights behavior on translation models." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different symptoms and subsystems: autocast dtype mismatch vs streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Architecture support for gpt-oss GGUF is unrelated to Qwen3.5 streaming inference." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different breakages: init_empty_weights argument handling vs pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is not the same bug as the pydantic field regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the reported code paths and triggers are different." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different modalities and failure modes: image preprocessor dtype mismatch vs video chat-template token/feature mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code compatibility regressions are too broad here; one is model breakage, the other a torch/transformers version incompatibility." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is quality/perplexity style feedback and the other is a pipeline/AutoModel correctness issue." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen3.5/Qwen video-input regression family; 46294 looks like a specific instance of the broader video token/feature mismatch bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping is a different issue from uninitialized rotary embedding memory after materialization." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel initialization and trust_remote_code resume behavior are different failures." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 fallback behavior is unrelated to remote-code model_class/config_class attribute errors." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking are different bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5/TRL embedding unpacking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to trust_remote_code/from_pretrained resolving the wrong custom module due to cache/path handling." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 conditional generation is unrelated to translation-model tied-weight issues in v5." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and flash-attn2 fallback gating are different subsystems." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is not the same as tied-weight regressions." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weight translation-model bug are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion is unrelated to a docs-only regression." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs are separate documentation issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied weights on translation models are different problems." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are input-validation error-message bugs; 46463 looks like a T5-family manifestation of the same XOR/decoder-input validation logic." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization in v5 and Qwen-3-8B-NVFP4 runtime failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the few accepted soft-edge pairs are reasonably conservative given the issue titles. The rejected pairs are also cautious rather than overassertive, and the overall claim that there is no single cluster-wide canonical issue is supported by the heterogeneous set." + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "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:44918|issue:45507", + "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:45987|issue:46858", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:41553|issue:43881", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43782|issue:44960", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "ba588fc98e4024332f23d567d0ea7e432429542bd3e251ece7804bed9a991507", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a mix of unrelated transformer regressions; the strongest duplicate set is the Transformers v5 non-persistent-buffer corruption reports. The SigLIP2 pair is related in theme but not strong enough from titles alone to merge as a duplicate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43950 is the clearest, most detailed report of the Transformers 5.x non-persistent-buffer corruption regression and best represents that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best cluster representative because it names the shared regression precisely and covers the broadest manifestation of the bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failure modes: Qwen3.5 SFT unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models with different concrete symptoms." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer corruption regression; both describe the junk/uninitialized buffer problem." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Doc-example model/processor mismatch and quantization failure is unrelated to SigLIP2 text-embedding quality." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both describe the same v5 regression where non-persistent buffers are loaded with garbage/uninitialized data." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected compute_loss kwarg and Gemma3 ZeRO-3 loading failure are different code paths." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; the second issue explicitly says it is the same." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes `_is_hf_initialized` vs missing Float8 storage." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different symptoms and mechanisms: autocast dtype mismatch vs Qwen3.5 position_ids/flash-attn crash." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but one is a broad multi-model token-ID regression and the other is DeepSeek-Coder-specific." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache.get_seq_length contract regression: a tensor is returned instead of an int, breaking downstream arithmetic." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression is unrelated to a generic tokenization-change report." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but zero probabilities and worse text embeddings are different bugs/symptoms." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer initialization problem; 45902 is a specific manifestation on `inv_freq`." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error handling for Voxtral is unrelated to Molmo missing tied-weights metadata." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related SigLIP2 topic, but the titles alone do not establish the same concrete bug; needs body-level confirmation." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attn illegal access from 3D position_ids is unrelated to CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory/perf, but gradient checkpointing ineffectiveness and int4 OOM are different problems." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is a different code path from the Qwen3.5 rotary-embedding memory issue." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a specific model load failure for ScandiBERT." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek-Coder detokenization regression and a Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading problems with no shared concrete failure mode." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight shape error and early-stopping metric mismatch are unrelated training issues." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are different issues." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise is not the same as a model-specific tokenizer/load failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`AutoConfig` missing fields with `trust_remote_code=True` is only one possible symptom of broader remote_code breakage, not the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FineGrainedFP8 failure are different model/config paths." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error and generic GLM5 issue are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing export/import symbol and bitsandbytes constructor incompatibility are different breakages." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong for the packet: issue:43054 vs issue:43493 is not clearly a duplicate from the titles alone. \u201ctext embedding of siglip2 is much worse than siglip\u201d and \u201cSigLIP2 discrepancy between HF implementation and original JAX implementation\u201d may be related, but the evidence here only supports a cautious \u2018possibly related\u2019 / \u2018needs body-level confirmation,\u2019 not a firm accept. Because the instructions require conservative soft-edge judgments, I can\u2019t accept this as written." + }, + "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": 5, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:46894|issue:46897", + "issue:43404|issue:43950", + "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:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "54a3116f450a24cf558af75570796ef2f6b9d123d093a9c1d2b2648a12a22cae", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is really several separate duplicate pairs, not one single underlying bug. Clear duplicates appear for the docs-removal notices, the `_is_hf_initialized` loading regression, the Qwen3 DeepSpeed weight-loading reports, the identical mask-shape IndexErrors, and the Florence2/CohereASR double-shift reports; most other pairs are only broad topical matches and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "#43872 is the cleanest concrete bug report in the set: it names a specific incompatibility (`Int8Params.__new__` getting `_is_hf_initialized`) and has a near-identical follow-up report in #44291, making it a strong canonical issue for that subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43872 is the best issue target overall because it is precise, regression-focused, and clearly duplicated by another report with the same failure signature; it is more actionable than the broader, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different model/runtime failures: MPS histogram dtype error vs Gemma4 device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated code paths: Mistral regex patch crash vs flash-attn fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code breakage vs a specific Gemma4 forward device-mapping bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping/new-model registration bug is distinct from remote_code model-loading regressions." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Generic GLM-4V loading failure is not the same as missing `all_tied_weights_keys` on Molmo." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen/LoRA/weight tying, but they describe different symptoms and likely different fixes." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different mismatch types: autocast dtype issue vs device-map placement issue." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code model breakage is unrelated to the Kimi-K2.5 tokenizer codec regression." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but on different conversion directions and code paths." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenizer regressions, but the reported root causes and model paths differ enough to keep separate." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs bug: both say removed pipeline tasks are still referenced in documentation." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Bitsandbytes/_is_hf_initialized incompatibility is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping bug is different from remote-code `config_class` lookup failure." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug pattern, reported on different models but the same underlying loss-path problem." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to silent corruption of non-persistent buffers." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same regression signature: loading fails because `_is_hf_initialized` is passed into code that does not accept it." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "General remote_code breakage and remote-code `config_class` handling are different problems." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Too little evidence that the generic Whisper failure and the fbank helper issue are the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed/Qwen, but one is missing MoE weight conversion and the other is gradient averaging with GAS." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective with LoRA is not the same as a missing `supports_gradient_checkpointing` flag on a trust-remote-code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `num_items_in_batch` kwarg is a different failure from the mask/tensor shape mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but one is a bad error message for Voxtral and the other is a specific tokenizer regression." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issues do not match NemotronH checkpoint incompatibility." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 weight-loading failure for Qwen3-family models; the missing-weights symptoms align closely." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from SDPA/BF16 is unrelated to flash-attention sink handling." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError shape-mismatch failure pattern; the titles describe the same underlying mask/indexing bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Video-input regression across multiple models is not the same as the Qwen3-vl-embedding StopIteration error." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training `weight must be 2-D` is unrelated to void segmentation map processing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. The accepted duplicate pairs are supported by closely matching titles/signatures, and the rejected pairs are phrased conservatively without overstating equivalence. The summary stays appropriately high-level and does not claim unsupported merges beyond the evident duplicate subclusters." + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:41553|issue:44488", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "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:44910|issue:46858", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "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:42491|issue:43720", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "48a10a7d9baa20e4a66005990f9c4253685766f66dfb929126190785aa1bbf62", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "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": "The set is mostly a heterogeneous mix of unrelated issue reports. I only see two likely duplicate pairs: the Siglip2 bad-output reports and the Transformers 5 custom-model-init reports. Everything else looks like separate bugs or regressions despite superficial subsystem/model overlap.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43994 is the broadest, cleanest report for the Siglip2 regression; it captures the user-visible failure mode more generally than issue:38175, which is a narrower symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the best representative issue in this set because it describes the underlying Siglip2 model-output regression clearly and broadly, making it the best duplicate target for the accepted Siglip2 pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models and failures: Voxtral AutoTokenizer import/error messaging vs cjvt/sleng-bert loading." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different bugs: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are load failures, but on different architectures and code paths (NemotronH vs Sam3Model text encoder weights)." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: gpt-oss GGUF support request vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary/position handling, but on different models and different failure mechanisms." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different issues: gpt-oss support vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different root causes: DeepSpeed ZeRO-3/BertModel index error vs a torch 2.4.1 compatibility complaint." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different pipelines and symptoms: AudioFlamingo3 batched-inference leakage vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same family (Gemma4) but different bugs: per-layer shared_kv_states rebuild vs device_map auto device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different problems: non-pretrained Bert/ZeRO-3 index error vs torch version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No clear match: gpt-oss support request vs Float8 storage/type error." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing class vs meta-device loading breakage; related loading area but not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different Qwen3Moe FP8 failure vs a generic meta-device loading regression." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Different cache/position-id bugs on different execution paths and backends." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These look like the same custom-model initialization regression in Transformers 5.0; the notebook-specific title is just a narrower variant." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different Qwen3.5-related bugs: torch.compile+SDPA failure vs Flash Attention illegal memory access from 3D position_ids handling." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated: Qwen3-vl video embedding failure vs an MPS histogram/int tensor limitation in MoE code." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different scope and failure mode: running 3d_parallel.py vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Different issues: GenerationMixin import breakage vs Qwen3Moe FP8 config failure." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch versions, but one is a compiled flex_attention regression on torch>=2.9 and the other is a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3-related failures: video StopIteration vs TRL SFT input-embedding unpacking." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be distinct bugs." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch is unrelated to the generic torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: add-new-model-like TOKENIZER_MAPPING_NAMES failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying Siglip2 regression: one report describes zero probabilities, the other describes nonsensical output from the same model on AutoModel/pipeline." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different code paths: video embedding StopIteration vs a mask/tensor shape mismatch error." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 multimodal issues, but one is an audio uint8/torch.finfo bug and the other is a broader 4-bit dtype-cast problem." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: `_is_hf_initialized` flag regression vs Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different validation/loading regressions affecting different configs." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different breakages: hf4.x/hf5.x LoRA compatibility vs BitNet packed-weight loading in CI." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: ZeRO-3/BertModel indexing vs add-new-model-like tokenizer mapping failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different issues and code paths: DeepSpeed/BertModel index error vs tokenizer-mapping helper failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are plausible from the titles/body context, and the rejection calls are generally cautious rather than overstated. No mergeability issues appear because there are no PR pairs here." + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "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:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "2a3bd771f122b29819bfee4c83224a0d7dc6019cddcdc793fe2dfc1ac88b1190", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue families. The strongest canonical candidate is issue:43644, but its relationship to issue:44534 should be phrased as a plausible near-duplicate signal based on title/reference similarity, not an explicit duplicate link; issue:46897 and issue:46901 are the other clear duplicate-like pair.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43644 is the cleanest canonical issue for the cluster because it describes a specific Transformers v5 regression and, among the listed items, has the strongest near-duplicate signal with issue:44534. The packet supports that as a plausible duplicate via title similarity and reference activity, but not as an explicit linked duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue because it is self-contained, broadly framed, and the closest thing in the set to a canonical regression report. Its pairing with issue:44534 looks duplicate-like, though only tentatively from the packet evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are offload/memory-related, but they describe different failures and likely different code paths." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping failure vs mask/index shape mismatch; these are unrelated bugs." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero-probability output behavior and the other is docs/example plus quantization issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These look like the same Transformers v5 non-persistent-buffer regression; the titles and surrounding references are strongly aligned." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 failures with different symptoms and likely different root causes." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE HF4.x/HF5.x incompatibility versus a Gemma4 resize_token_embeddings propagation bug." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 loading failure versus a Strix Halo mmap/OOM workaround; not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the affected models and reported symptoms differ." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model families and failure modes." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading vs Qwen3.5 TP-plan/OOM-shape issues; different code paths." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is AutoModelForCausalLM loading and the other is from_config/config staleness." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but they affect different surfaces: ZeRO-3 weight loading vs save_pretrained serialization." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failure mechanisms." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer-loading regressions, but on different model families and with different concrete bugs." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Same release family, but buffer initialization and custom-model notebook initialization are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed conversion issue versus GLM-4.7-Flash unit-test load failure." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both touch SigLIP2, but one is docs/example mismatch and the other is nonsensical inference output." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but the training-memory issue and the quantization offloading issue are distinct." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different model family and different embedding-propagation surface." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Qwen3 MoE training memory versus int4 reserved-memory/OOM regression." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-load failures with different model families and symptoms." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step-count bug versus SGD args not being used." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different resize_token_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue versus sinq save/load corruption; unrelated." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Same underlying training-loss double-shift bug: both describe labels being shifted incorrectly during loss computation." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Extra_state handling versus init_empty_weights/_is_hf_initialized constructor incompatibility." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different failures." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they are different concrete issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Very similar API area, but the affected architectures and embedding surfaces differ enough to treat them as separate bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is mostly conservative, but the canonical/best-issue rationale overstates the packet evidence. In particular, calling issue:44534 an \"explicit near-identical duplicate\" of issue:43644 is not supported by the packet: there are no explicit issue links, only highly similar titles and some reference activity. That makes the duplicate claim plausible, but not explicit. The summary should be phrased more tentatively. The other soft-edge verdicts look suitably 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": 8, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:45663|issue:45759", + "issue:43425|issue:43957", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "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:44387|issue:44756", + "issue:44155|issue:45823", + "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:45588|issue:45663", + "issue:42796|issue:46326", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43645|issue:44164" + ], + "prepared_review_unit_hash": "b5efba6b72fab8ed02c4d47d5285197ed32a42f7159f9da77f6f863603879ed5", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "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": "Mostly heterogeneous Transformers issues; only the resize_token_embeddings/output-embeddings reports form a clear duplicate cluster. No PRs are present in the input.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the bug in the most generic form ('resize_token_embeddings does not effect to output_embeddings') and is the central match for the closely related Gemma4 and t5gemma variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest representative of the only clear same-bug cluster in this set; the other items are different model- or subsystem-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but one is a vocab-size mismatch and the other is inability to load a specific model; too different to treat as the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example errors and GLM5 loading are unrelated models and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen multimodal text_config unwrapping are different code paths and different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device loading failures are distinct regression categories." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention tied lm_head weights, but they affect different model families and are not the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in init_empty_weights is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization-related OOMs, but one is offloading behavior and the other is increased reserved memory under int4; not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment bug and VideoPrism hidden_states misassignment are different output-shaping issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe rotary embedding CPU-offload incompatibility are separate issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 loading failure and git-oss-20b MXFP4 fallback are different models and different quantization problems." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization memory regression and mmap OOM on Strix Halo are unrelated failure causes." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage is unrelated to Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "PEFT gradient checkpointing ineffectiveness and eval-mode checkpointing prohibition are different checkpointing bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are not the same underlying problem." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 KeyError are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and a broken official Nemotron example are too broad and not clearly the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings bug: updated embeddings/output heads are not propagated correctly, with 45276 being a model-specific manifestation." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression in Qwen VL models and strict config blocking granite_speech are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode handling is unrelated to RLHF NaNs from 3D position_ids and SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is a different code path from Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and continue_final_message behavior are both mistral_common-related, but they are distinct tokenizer bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation during save_pretrained and loading the wrong custom module after save_pretrained are different save/load issues." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading failure for GLM-4.7-Flash and Qwen3.5 checkpoint saving regression are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same underlying resize_token_embeddings propagation failure, with 45335 as a model-specific decoder.embed_tokens example." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Vocab-size mismatch for a specific model and inability to load a different model are not the same defect." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage in Jupyter and Trainer max_steps miscalculation on resume are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom model initialization and save/from_pretrained extra_state handling are separate problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate cluster is the resize_token_embeddings/output_embeddings set centered on issue:45292, with issue:45276 and issue:45335 as conservative matches. The non-matches are appropriately cautious and do not overstate evidence. No PRs are present, so that part is also consistent." + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:46894|issue:46901", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "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:45823|issue:46899", + "issue:44991|issue:45081", + "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": "ab3a4c664a98d07a63ee763ce63b5bce9fd2a3ecf1cc58d9b5aaf50fc8a03f44", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38134, + "estimated_input_tokens": 9534, + "estimated_eval_tokens": 19324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers v5 regression reports, with a noticeable tokenizer/loading subtheme but many unrelated model, training, and docs bugs. The soft pairs mostly overlap only at a high level (same subsystem or similar symptom), not the same concrete defect.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45701 is the broadest umbrella for the shared tokenizer-regression theme and best matches the cluster\u2019s main recurring pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest representative because it is concrete, user-facing, and describes a clear v4\u2192v5 tokenizer regression with wide model impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both describe training-loss double-shift bugs, but on different model families with no evidence of the same code path." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both mention dtype/device-related failures, but one is autocast mismatch during inference and the other is meta-device loading; too different to merge." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization and mmap/OOM are unrelated failure modes." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression vs CodeLlama space-stripping regression; different bugs." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs and slower convert_tokens_to_ids are separate tokenizer issues." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same defect as the Phi autocast dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language behavior is distinct from the broader tokenization regression theme." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash and template-node compilation failure are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading failure and Jupyter custom-model initialization issues are different root causes." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline return_language regression is unrelated to from_pretrained behavior inside classes." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device_map failure are not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "General torch incompatibility does not match the specific Gemma4 PLE device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility is not the same as Mistral-3 image dtype mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError are different model failures." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to template compilation errors." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache crash." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they concern different pipeline/deprecation topics." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 output quality regression and ModelOutput key assignment bug are different." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file loading breakage are separate tokenizer/model-loading failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check and Perceiver interpolation failure are different export/inference issues." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are not the same defect." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Extra_state save/load handling and composite-config unwrapping are different loading bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "These reference different issues and different behaviors; no shared concrete bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer-loading failure for est-roberta are separate problems." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4-related, but one is a device mismatch and the other is a 4-bit dtype-cast bug in multimodal embedders." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for one model and mistral regex patch crash for another are different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a broad v5.dev0 breakage and the other is a weight-shape mismatch; not enough to unify." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Single-label zero-loss classification bug and double-shift training-loss bug are not the same root cause." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are unrelated memory issues." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are different API failures." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different training-loss bugs affecting different models; only a superficial pattern match." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel IndexError and compiled flex_attention on torch>=2.9 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": 10, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "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: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:44462|issue:46489", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:39404|issue:44671", + "issue:43716|issue:45084", + "issue:43643|issue:44530", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:43541|issue:45084", + "issue:40444|issue:46326", + "issue:43582|issue:43632", + "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:43883|issue:44488", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "39d04e6acdaa1222657d7d5eb84e1c11e40edc3c670e83343def4dea122478e0", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36728, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of Transformers/tokenizer/model-loading regressions, with one clearest duplicate candidate in the audio feature-extraction crash pair (44206/44220). There are also a few same-subsystem pairs that look superficially related from titles alone (for example 43611/43644, 44488/44987, 44987/44991, and 44811/45584), but the available evidence still points to separate bugs or regressions rather than true duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s dominant Transformers v5 loading/initialization regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue representative because it is broad, central to the cluster, and captures the main v5 regression pattern better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they involve different models and no clear shared code path." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer/model-loading failure vs a Mistral regex patch crash; different bugs." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer corruption." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizers, but one ignores tokenizer.json while the other is a model-specific output regression." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling and Mistral lm_head tying are unrelated issues." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict vs FineGrainedFP8Config failure; different subsystems." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structural mismatch vs Sam3 text-encoder weight loading; unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior vs CamemBERT masked-LM predictions; different models and bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch vs template compilation error; unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig/trust_remote_code missing fields vs PagedAttentionCache linear_attention crash; different failures." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload-related, but they affect different models and mechanisms." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration and flex_attention compilation are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression vs runtime special-token post-processor update; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Same model family, but FP8 config failure and PagedAttention linear_attention crash are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models with no concrete shared defect." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Token counting metric bug vs multi-image IterableDataset fine-tuning failure; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are initialization regressions, but buffer junk and custom model init failure are not the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing error vs non-template-node compilation error; unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image training failure vs mistral_common continue_final_message bug; different areas." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon warmup TypeError and _is_hf_initialized flag regression are distinct issues." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both backend-related, but one is an install-extra omission and the other is a backend-mapping validation error." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path and the same crash in _torch_extract_fbank_features()/LasrFeatureExtractor." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict vs Jupyter/custom-model initialization breakage; unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper/tokenization-related, but decode skip_special_tokens and empty-transcription generation are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loading breakage and Qwen2.5-GGUF v5 loading failure are model-specific and not clearly the same defect." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions in v5, but they affect different tokenizers/models and lack a shared concrete code path." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights metadata vs tokenizer loading failure; unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure vs GGUF loading failure; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Chat-template sampling-rate default bug vs padding-mask discrepancy in MIMI encoder; different issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative, but the summary overstates the evidence by saying the audio feature-extraction crash is the *only* plausible duplicate pair from titles alone. The packet also contains other plausible same-subsystem/same-regression pairings (for example 43611/43644, 44488/44987, 44987/44991, and 44811/45584), even if they should still be rejected as duplicates absent stronger evidence. Please soften that claim and describe the cluster as having one clearest duplicate candidate rather than the only plausible one." + }, + "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": 11, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue: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:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899" + ], + "soft_pairs": [ + "issue:43746|issue:46326", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43792|issue:46869", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:43883|issue:44991", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:44008|issue:46899", + "issue:42915|issue:44291", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:43632|issue:46821", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44991|issue:46315", + "issue:45216|issue:45357" + ], + "prepared_review_unit_hash": "4a80aa978ce750051ac12fd546341d9607914b943a78dbdc549bc536c679badf", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36618, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous model-loading and regression reports. Only one soft pair looks like a plausible duplicate in the same Qwen VL temporal-position/rope-index path; the rest are distinct bugs or symptoms in different subsystems.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44479 is the broadest and clearest representative: it describes a concrete v5.3.0 regression affecting multiple Qwen VL variants, which likely covers the narrower Qwen2.5-VL temporal position-id bug as a specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best single issue to anchor the cluster because it names the affected family, version, and regression class clearly and has the widest apparent scope among the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different failures: PEFT/local checkpoint loading vs mistral_common chat-template handling." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init breakage and non-persistent buffer corruption are unrelated code paths." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom/remote-code models, but one is Jupyter initialization while the other is AutoModel config_class handling." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated issues: noisy loading logs vs a tokenizer regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8/Qwen3Moe loading failure and template-node compilation error are different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen3.5 hidden-state bug vs Qwen2.5-VL rope-index scaling bug." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper loading/runtime failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching issue and DAC latent/forward mismatch are different model bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied weights, but one is a model-specific weight-tying bug and the other is serialization inconsistency; not the same concrete fix." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to StaticCache sequence-length return type." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer loading failure are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric lookup and num_input_tokens_seen tracking are different trainer issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 wrong outputs and OmDet-Turbo processor/model size mismatch are different problems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading regressions, but they affect different tokenizer/model code paths and different failure modes." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 4-bit dtype casting are unrelated multimodal bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 failure and init_empty_weights/_is_hf_initialized regression are different initialization issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict and MobileLLM key error are distinct load-time errors." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken argument conflict and physical-intelligence/fast loading regression are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to processor image-size mismatch." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache return-type bug are different concerns." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are separate multimodal failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Both point to the same Qwen VL temporal-position/rope-index regression in v5.3.0; the latter is a narrower manifestation of the broader family bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Float8 storage lookup error are different low-level issues." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized regression and TimesFM window_size AttributeError do not share the same code path." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug and granite_speech config strictness are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and convert_tokens_to_ids performance regression are not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is about checkpoint correctness generally and the other about visual encoder key serialization; too broad to merge." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The cluster is clearly heterogeneous, and the only accepted soft edge (44479 \u2194 45325) is well supported by the titles as the same Qwen VL temporal-position/regression family. No pair is overstated as a duplicate, and the summary does not claim stronger evidence than the packet shows." + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "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:43582", + "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:46899" + ], + "soft_pairs": [ + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:43716|issue:46899", + "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:44291|issue:44589", + "issue:42796|issue:46710", + "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:41553|issue:43582", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43377|issue:45491", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "cdebe123f305d9bd2e0bd7e1d65e6934aea3bfae14d3aee4f2ee9a3c4b8641f7", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36932, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: mostly unrelated model/tokenizer/runtime regressions across different model families and versions, with no clear duplicate hub and no PRs present.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is finetuning with iterable datasets and multi-image prompts while the other is a rope-index scaling bug for still images; different code paths and symptoms." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both involve Transformers v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffers being initialized incorrectly; not the same failure." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "These are different compatibility regressions: Torch 2.10 incompatibility versus noisy load-time logging. Same release window, but not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both concern Gemma/Mistral multimodal processing, but one is image-preprocessor dtype mismatch and the other is 4-bit quantization cast issues in multimodal embedders; distinct defects." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "One is PaddleOCR-VL model loading in vLLM, the other is a sliding_window issue in Qwen3-MoE; unrelated models and code paths." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "The first is a feature/extraction bug in _torch_extract_fbank_features(); the second is compiled flex_attention breaking on newer torch. Different subsystems." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one affects Granite token IDs globally and the other is CodeLlama leading-space round-trip behavior; not the same tokenizer bug." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and GraniteSpeech PEFT-local-checkpoint loading are separate issues in different components." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a general training-mode misuse bug, while the other is a missing supports_gradient_checkpointing flag on a specific trust_remote_code model." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary load-time noise is a logging/UX issue; the other is tokenizer loading failing for a specific repo on Transformers >=5.0. Different symptoms and fixes." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "One is the _is_hf_initialized flag regression in Transformers v5; the other is mmap causing OOM on Strix Halo. Different root causes." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image iterable-dataset finetuning are both training topics but not the same bug or code path." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "WikiText-2 perplexity on gpt-oss-20b and Whisper processor.batch_decode skipping special-tokens are unrelated evaluation/decoding bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "openai/whisper-large-v2 runtime failure and Float8 storage lookup failure are different backend/runtime issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights with unexpected _is_hf_initialized argument is a model-init regression; Float8 storage object lookup is a storage/backend type issue." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral is not the same as the DeepSeek-R1-Distill-Llama accuracy regression after upgrading Transformers." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated model-internals bugs." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and multi-image iterable-dataset finetuning are different generation vs training problems." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure on Transformers v5 and Llama4Config missing pad_token_id are separate model/config loading regressions." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one concerns initialization flags and the other non-persistent buffers; not mergeable into one fix." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized errors affect different model/runtime paths." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and add_special_tokens failing for mdeberta-v3 are tokenizer issues, but the specific bug mechanics differ." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading with Transformers v5 and CLIPTokenizer max_length misconfiguration are unrelated loading/tokenizer issues." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "TensorFlow missing from a torch-only install and undefined tf backend after installing tensorboard are packaging/dependency issues, but not the same packaging bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patch crashing with backend_tokenizer missing are different model-specific failures." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and v5 buffer initialization bugs are separate core-library regressions." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error message for Voxtral and AppleSilicon caching_allocator_warmup TypeError are unrelated; one is messaging, the other is platform/runtime." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "gpu+cpu offload dequantized-model loading and Qwen3 MoE training memory inefficiency are both memory-related, but one is a loading/offload bug and the other is a training-memory optimization issue." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json in a repo and Granite token-ID regression are different AutoTokenizer failures with distinct consequences." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI Encoder batched-vs-single mismatch from missing padding masks and Gemma3 NaNs from sliding-window/all-padding windows are different attention/masking bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 breakages, but one is base_model_prefix loading and the other is custom model initialization; similar era, different concrete 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": 13, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "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:44610", + "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:43296|issue:46821", + "issue:44509|issue:46909", + "issue:43644|issue:44079", + "issue:44829|issue:45479", + "issue:42175|issue:43296", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43873|issue:45701", + "issue:44291|issue:44877", + "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:34634|issue:35707", + "issue:43828|issue:46821", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43377|issue:44610" + ], + "prepared_review_unit_hash": "a210d5efa66a3ed4d3c91412d9626ca08eedb0d1555d71e5d929f5a93b64b086", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of unrelated bugs/regressions across different models, features, and docs. None of the soft pairs looks like the same underlying issue, so I reject all candidate duplicate links.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue: the items span distinct models and subsystems (audio processors, vision-language models, quantization/offloading, tokenization, docs) without one shared concrete code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear global best issue; the cluster is not a true duplicate set and has no single representative bug that subsumes the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different failures in different areas: PaddleOCR-VL model loading in vLLM vs a TimesFM `window_size` attribute error." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs-related, but they refer to different broken examples and different model families; not the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated core bugs: non-persistent buffer initialization junk vs `ModelOutput` key assignment behavior." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training/loss, but the root causes are different: FlashAttention 3 regression vs single-label classification loss handling." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/dependency install issue vs a model loading/runtime failure; no shared bug path." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal model bugs: missing temporal attention/weight sharing in Video-LLaVA vs text encoder weights not loading in Sam3Model." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal weights, but one is Video-LLaVA architecture/weights and the other is Qwen3.5 save_pretrained key serialization; not the same fix." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export` failure on torch_compilable_check is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is HF-vs-JAX implementation discrepancy and the other is nonsensical outputs from an AutoModel/pipeline usage or processor mismatch." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL input-path bugs: iterable dataset with multiple images per prompt vs video vision position IDs." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL RoPE/temporal position scaling bug vs Kosmos2.5 OCR long-input index error; different code paths and symptoms." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL vision-position issues, but one is still-image temporal scaling and the other is video position IDs; not the same defect." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Shared tie-weight/lm_head theme, but one is failure to tie weights causing bad generation and the other is inconsistent serialization depending on device." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model/loading problems: FineGrainedFP8Config failure for Qwen3Moe vs Qwen2.5-GGUF loading in transformers v5." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tokenization changes across transformer versions." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different config/init failures: unexpected `_is_hf_initialized` argument vs strict config rejection for `granite_speech`." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are regressions, but one is a Qwen video-input regression and the other is a Gemma4 device-map forward mismatch; distinct bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen3 auto device mapping causing CUDA assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset handling and progressive generation with cache are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM's `window_size` attribute error." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL multi-image dataset training failure are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash is unrelated to `torch.export` failures involving `torch_compilable_check`." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision tied-weight loading/generation bug and Bamba torch.compile SDPA failure are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model bugs, but one is CPU-offload device mismatch and the other is DAC latent/STE mismatch; not the same fix." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and Gemma4 PLE device mismatch are separate runtime failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug and OmDet-Turbo processor/model input-size mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 14, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "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:43881|issue:44488", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:46305|issue:46315", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:42617|issue:42915", + "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:43450|issue:45701", + "issue:40990|issue:45701", + "issue:44877|issue:44991", + "issue:43526|issue:43883", + "issue:43065|issue:46402", + "issue:26413|issue:28530", + "issue:41720|issue:42617", + "issue:43881|issue:44991", + "issue:44186|issue:45072", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "1b15cb0ba066086c6c9f5d5e1514bde88d3c8c6568937359fee424d3738396e0", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36965, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No clear duplicate cluster emerges here: the soft edges mostly connect issues that share a broad subsystem (tokenization, loading/offloading, quantization, or model-specific regressions) but do not appear to describe the same concrete bug. I would not merge any of the proposed pairs.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43873 is the best representative of the only loosely related theme in this set (offloading/quantization loading behavior): it is broad, active, and has the most discussion/inbound references among the candidates. That said, the overall set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest standalone issue in this set: it is open, has the most follow-up activity, and its title describes a concrete user-visible failure with a reasonably general repro surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but they target different models and likely different root causes; this is too broad to treat as the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different model paths and failures: one is MoE weight conversion with accelerate/deepspeed, the other is a missing gradient-checkpointing flag on a trust_remote_code variant." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about add_special_tokens/BOS-EOS handling for a specific tokenizer, while the other is wrong token IDs across multiple models; not the same concrete issue." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Completely different code paths: streaming window masking off-by-one versus tokenizer conversion performance." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated failures." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different problems in different subsystems: weight tying vs dtype mismatches during bfloat16 inference." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "One is a device-map forward mismatch in Gemma4 PLE; the other is an AttributeError on a window_size argument in TimesFM 2.5." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity degradation on one model/data pair is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve batching/padding behavior, but they affect different models and different mechanisms; not the same underlying bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A script execution failure and a FineGrainedFP8Config load failure are not the same issue." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying for AyaVision is unrelated to packed-weight unpacking in BitNet accelerate loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both mention loading/serialization, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer initialization; different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "These are both offload/quantization-adjacent, but one is a dequantized model load failure with gpu+cpu offload and the other is a broader quantization offloading problem; not specific enough to merge." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_idx in StableLmConfig and failure to unwrap text_config in composite Qwen multimodal configs are unrelated config-loading bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segmentation fault when loading Llava Next and sinq save/load breakage are different failure modes and model families." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next loading segfault are different models and different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "A trainer signature mismatch and a 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA reserved-memory OOM under int4 quantization is not the same as the T5/apex FusedRMSNorm memory leak." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related, but one is an auto device-mapping cudaErrorAssert and the other is flash-attention generation behavior; different bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss keyword arguments and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization regressions, but one concerns lm_head.weight tied-weights behavior and the other incorrect visual encoder keys; not the same fix." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape issues and tokenization changes across versions are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on one model is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for EMBEDDIA/est-roberta are separate regressions." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys on MolmoForCausalLM are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and missing text encoder weights in Sam3Model are different issues in the same family but not the same concrete bug." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric resolution are different trainer behaviors." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping and inability to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are load-related, but one is a model loading failure and the other is tokenizer loading regression; too broad to merge." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/batching and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading problems and mmap OOM on Strix Halo are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 15, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28530", + "issue:30064", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "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:46612|issue:46858", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:43404|issue:45357", + "issue:36010|issue:42617", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "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:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43316|issue:44913", + "issue:43425|issue:46821", + "issue:42915|issue:43322", + "issue:28530|issue:30064" + ], + "prepared_review_unit_hash": "28ba5c9207479ab5a1dc62396b83d00ea192e2699718bd43e01dff7c03daf0c2", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35918, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster is present: the soft pairs span unrelated regressions across generation, tokenizers, model loading, training, and serving. Most overlaps are only superficial (same broad subsystem, version regression, or cache/device language) and do not indicate the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45701 is the broadest, most cross-cutting user-facing regression in the set and has the strongest external signal (inbound references), so it is the best umbrella representative if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most general and highest-signal issue here; it is the strongest candidate for a representative triage target, even though the set is not actually a duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Different failures: beam-search cache reorder omission for legacy models vs static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "One is Bamba torch.compile + SDPA behavior; the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated issues: dtype propagation in Blip2 loading vs Trainer checkpoint-resume max_steps math." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both are version regressions, but one is processor.tokenizer/image handling and the other is tokenization behavior changes; not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram on Int in MoE code is unrelated to TimesFM's missing window_size attribute." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer padding/NER crash in LayoutLMv2 is not the same as OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different device-path problems: torch.compile/SDPA on Bamba vs CPU offload mismatch in bark-small." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading custom models, but the concrete failures differ: v5 custom init breakage vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head tying in Mistral3 is unrelated to Qwen3.5 save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both mention resolution/size mismatches, but they affect different models and code paths; not one underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is separate from dequantized-model loading with gpu+cpu offload." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/generation internals, but one is wrong tensor indexing in serve responses and the other is device-tensor seq length in static-cache prefill." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit serving multimodal paths, but one is a string-to-device conversion crash and the other is a missing _tokenizer attribute on Gemma4Processor." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device-map failures." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and GPT-OSS MoE tensor-parallel failure are different model/runtime issues." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention compiled/cache generation, but one is inconsistent chunked generation outputs and the other is a static-cache seq-length tensor bug." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to permission propagation in save_pretrained/register_for_auto_class." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE has nothing to do with StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to kernels v0.15 import/revision requirement changes." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage is unrelated to Qwen3 device-map CUDA assertion." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer failures affecting different tasks and tokenizers; not the same root cause." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 compatibility and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure and Llava Next segmentation fault are separate loading problems." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation-map processing 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": 16, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44062", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:33357|issue:35707", + "issue:43526|issue:43881", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:44387|issue:45701", + "issue:43873|issue:45704", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43606|issue:43720", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:45406|issue:45464", + "issue:44492|issue:44509", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "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", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479" + ], + "prepared_review_unit_hash": "3f4ba4d861676d93a3d3d789fb8fc77bcae042bba577788671819053d6d076db", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36829, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly over-grouped by title similarity: the soft pairs span unrelated bugs across tokenizers, processors, loading/offloading, multimodal models, and docs. I found no soft-edge duplicates to merge; the only obvious duplicate theme in the broader set is the non-persistent-buffer regression (43644/44534), which is not one of the provided soft pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items are heterogeneous and do not share one underlying bug. If forced to anchor the only clear duplicate subtheme, 44534 is the broader wording of the non-persistent-buffer regression.", + "canonical_pr_reason": null, + "best_issue_reason": "44534 is the best representative available because it states a concrete, regression-style bug clearly and broadly; it is also the cleaner umbrella for the buffer-corruption subtheme compared with 43644.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Different failure modes: MacOS CLIP bus error vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated subsystems: image label reduction vs glm-4v loading failure." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different bugs: Qwen3OmniMoe video processing error vs Qwen3VL weight_only load error." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both tokenizer-related, but one is slow/fast inconsistency and the other is a T5 add_special_tokens constructor conflict." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Offloading/quantization issue vs T5 apex RMSNorm memory leak; different code paths and symptoms." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map handling is unrelated to BarkProcessor voice_preset loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "SDPA/torch.compile failure is unrelated to BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Both mention loading patterns, but one is a buffer initialization regression and the other is from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU-offload device mismatch is not the same as packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and composite-config unwrap bug are different issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 device-map CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is a different bug from Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and docs mentioning removed pipeline tasks are separate documentation issues." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model warning is unrelated to an undefined-name bug in the video branch." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Last-batch label truncation in gather_for_metrics is not the same as SAM3 text/bounding-box behavior." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to tokenizer special-token registration and decode output." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting and progressive generation are different features with different bugs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset failure is unrelated to Qwen3 auto device-mapping CUDA asserts." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window and TimesFM window_size attribute errors are separate model-specific issues." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is not the same as cache sequence-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5 components, but one is config unwrapping and the other is rotary embedding CPU-offload compatibility." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; no shared underlying bug is evident." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding_window behavior and missing Float8 storage object are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder save keys and missing text-encoder weight loading are different model-load/save bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to num_labels propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are different problems." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword conflict is unrelated to loading EMBEDDIA/est-roberta." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default-resolution failure and bfloat16 dtype mismatch are distinct runtime issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation and degenerate zero loss are separate classification 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": 17, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44368", + "issue:44514", + "issue:44545", + 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"summary": "Mostly a loose collection of unrelated Transformers bugs, with two duplicate pockets standing out: the Qwen2_5_VL batched apply_chat_template crash and an offline tokenizer-loading regression tied to _patch_mistral_regex/model_info().", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44545 is the clearest representative for the Qwen2_5_VL batched crash: it states the exact failure mode succinctly and matches 44514 one-to-one.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44545 is the best overall representative because it is a clear, reproducible, user-facing crash report and an exact duplicate of 44514.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both are model-loading problems, but one is about a specific model package and the other is a general PIL/torchvision requirement regression; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different failure modes: eval-mode checkpointing misuse versus a ZeRO-3 gradient blow-up during training." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a warning about tie_word_embeddings in LoRA fine-tuning; the other is a save_pretrained regression for visual encoder keys." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal model issues: SigLIP2 doc/example errors versus OmDet-Turbo image size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated subsystems and symptoms: Qwen3 device-mapping assert versus T5 RMSNorm memory leak." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading/saving, but one is PEFT local checkpoint loading and the other is quantized sinq round-tripping; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the T5 apex RMSNorm leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation in a processor is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor updates and DiaConfig custom token IDs are different tokenizer/state bugs." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different issues in different model families: RMSNorm leak versus missing gradient-checkpointing flag." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRl SFT embedding unpacking and trainer.evaluate() after train() are distinct training bugs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline-tokenizer failure: 44843 pinpoints the unconditional model_info() call in _patch_mistral_regex that breaks HF_HUB_OFFLINE, matching 42886's cache-load failure." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite multimodal config unwrapping and a missing supports_gradient_checkpointing flag are different issues." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization/offloading behavior are not the same underlying bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate: both report Qwen2_5_VLProcessor.apply_chat_template crashing on batched input when padding=False." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both concern model quality, but one is SigLIP2 inference nonsense and the other is CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: Mamba2Mixer use_cache correctness versus T5 decoder-input validation error messaging." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation/example issues and HF-vs-JAX implementation discrepancy are related to the same model family but not the same concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token/post-processor updates are unrelated to BigBirdTokenizer's mask-token registration bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video position IDs are separate multimodal issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is a backend_tokenizer crash while the other is a Kimi-K2.5 codec-handling regression; not clearly the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer post-processor updates and LayoutLMv2 NER/padding crashes are different failures." + }, + { + "left": "issue:45507", + "right": "issue:46858", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls and static-cache seq-length tensor arithmetic are unrelated." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer codec/regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/example errors are not the same as quantization/offloading failures." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC.from_latents/STE mismatch are different model-specific bugs." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different model outputs and failure points: output dataclass mismatch versus RT-DETR feature-level indexing TypeError." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length return type and VideoPrism output fields are unrelated bugs." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression and Kosmos2.5 long-OCR index error are different multimodal failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted duplicate pockets are supported by the titles and descriptions (42886/44843 and 44514/44545), and the rest of the pair verdicts avoid overclaiming by distinguishing different failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 18, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:44062|issue:44488", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "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:45987|issue:46932", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:43540|issue:44008", + "issue:34634|issue:36010", + "issue:45183|issue:45479", + "issue:45584|issue:45834" + ], + "prepared_review_unit_hash": "f050bbfd9472518bcd82173a9b64c70d3687b9433aaf2696ac4415e04522f75a", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35750, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated one-off bug reports. The only near-match is the Mistral tokenizer `_patch_mistral_regex` pair, but it still looks like two different failure modes rather than the same underlying bug.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 44843 is the best anchor because it captures the shared `_patch_mistral_regex` Mistral-tokenizer path in the broadest way and describes the most central failure mode in that small subtopic.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the strongest overall issue candidate because it is the most general and actionable report in the only closely related pair; the rest of the set is clearly heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken kwargs duplication vs a model-specific load failure." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated models and paths: torch.compile/SDPA vs save/load config token ID loss." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems and errors: model compile failure vs trainer method signature mismatch." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video input, but one is a preprocessing ValueError and the other is chat-template token/feature mismatch on a different model." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position IDs vs long-context FA2 performance regression are different bugs in different code paths." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "ZeRO3/BertModel indexing and audio fbank extraction are unrelated failures." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern from_pretrained/loading behavior, but they describe different breakages and not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to Perceiver non-default-resolution image classification." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision and StaticCache seq-length contract are different issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to DAC latent decoding/STE mismatch." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "Cache return-type bug and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is a CUDA device-mapping assert and the other is tokenizer loading for a different model." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer loss signature are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both mention config loading, but one is missing fields with trust_remote_code and the other is strict config blocking granite_speech; not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and TOKENIZER_MAPPING_NAMES model-addition logic are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different model regressions with different symptoms; same broad theme of v5 output changes is too coarse to merge." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer config creation and Smollm3 RoPE-layer dropping are unrelated model-configuration bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA failure and DAC.from_latents STE mismatch are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same `_patch_mistral_regex` area, but one is an offline network call bug and the other is a backend_tokenizer AttributeError; they are separate failure modes." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors/quantization failure and long OCR index error are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both report v4/v5 output differences, but on different models and likely different code paths." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer NER/padding crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are different problems." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal models and different attribute/masking bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and zero-loss classification behavior are separate issues." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling and Kosmos2.5 long-OCR indexing 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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "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:45381", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:43388|issue:46032", + "issue:43825|issue:43994", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:44561|issue:45020", + "issue:46294|issue:46463", + "issue:43582|issue:46512", + "issue:44991|issue:46291", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43540|issue:45381", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:34634|issue:36331" + ], + "prepared_review_unit_hash": "a2e26656d7122bddc23a037287093a4d51ca7c775efdc0c360928c2a00c9c10d", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35455, + "estimated_input_tokens": 8864, + "estimated_eval_tokens": 17984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No pair looks like a true duplicate; the items are mostly unrelated model-specific or subsystem-specific bugs with only loose thematic overlap.", + "confidence": 0.89, + "canonical_issue_reason": "No single duplicate set emerges; if forced, issue 45020 is the broadest umbrella report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most representative because it describes a broad version-level regression rather than a niche model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk vs FSDP CPU RAM-efficient loading; different failure modes." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load segfault vs MPS int histogram error; unrelated code paths." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU offload device mismatch vs dtype mismatch in other models; same broad area, not same bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering label truncation vs Mamba cache correctness; distinct issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline translation support message vs SigLIP2 bad outputs; no shared concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs generic bfloat16 dtype mismatch; different root causes." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression vs Kosmos2.5 OCR index error; unrelated models and symptoms." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load error vs Qwen3.5 flash-attention generation issue; separate failures." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer backend post-processor refresh vs Whisper decode skipping specials; different tokenizer behaviors." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs Video-LLaVA architecture/weight issue; not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Specific is_torch_fx_available removal breakage vs broad remote_code regressions; related theme but not one concrete fix." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video template mismatch vs T5 decoder-input validation message; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs stale config.dtype after from_config; different API surfaces." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for one model vs pipelines import failing on kernels dependency; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch vs Gemma3n variable name collision; distinct bugs." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch vs Qwen3.5 TP-plan missing entries; different model-loading problems." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError vs evaluate-after-train failure; not the same underlying issue." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet processor/model image-size mismatch vs dtype mismatch in other models; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Video processing ValueError in Qwen3OmniMoe vs Qwen2.5-VL vision_position_ids regression; same domain, different bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP RAM-efficient loading breakage vs init_empty_weights unexpected argument; both loading-related but distinct root causes." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading vs dtype mismatch; different code paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Error-message regression vs docs still referencing pipeline after removals; related topic but not same change." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Extra space after added token vs general slow/fast tokenizer inconsistency; one symptom does not establish same bug." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Notebook custom-model initialization breakage vs from_pretrained inside Python classes; different context-specific behaviors." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression vs tokenizer version changing tokenization; too broad and not the same defect." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype state bug vs Apple Silicon warmup TypeError; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure vs CustomTrainer compute_loss signature error; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 20, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue: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:42175|issue:45081", + "issue:46175|issue:46932", + "issue:46697|issue:46728", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:45372|issue:46326", + "issue:43582|issue:44857", + "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:36010|issue:36331", + "issue:43329|issue:45600", + "issue:43906|issue:46209", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43819|issue:43927", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "2b2b799da1455c58938a631a6506ef1c2a1708423546e2508ef908e1f2d21259", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it spans unrelated loading, tokenizer, multimodal, quantization, and trainer regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45020 is the broadest umbrella-style report here, covering recent-version model-loading breakage via remote code; it is the closest thing to a representative issue, though the cluster is not truly duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the most general and cross-cutting of the listed issues, but only as a loose representative of the loading-regression theme rather than a true duplicate center.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: backend extra/dependency omission vs Mistral tokenizer regex crash." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4-related but distinct bugs: huge one-hot embedding materialization vs quantized embedders dtype casting." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Different image-processor bugs: over-padding vs incorrect patch count on odd resolution multiples." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unrelated code paths: unsafe sys.modules access vs CLIP text model structure inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Special-token registration bug vs quantization fallback issue; not the same underlying defect." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both VL models, but one is a weight_only load error and the other is a rope-index scaling bug." + }, + { + "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:45372", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer/processor failures in different integration points; not one fix." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different platform/runtime failures: Apple Silicon TypeError vs CUDA AMP loss crash." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both mention loading/processor code, but Mistral regex patch failure and Gemma4Processor missing _tokenizer are separate issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading-related, but a key error on one model is not the same concrete bug as remote_code regressions in general." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage deserialization error vs torchvision dependency requirement are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Torch.compile SDPA failure and MXFP4 quantization fallback affect different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are from model loading, but gguf_file handling and a specific tokenizer regression are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion problem vs undefined variables in multimodal token counting are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Label reduction bug and RTDetr output divergence do not share the same root cause." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Related model family, but one is an incorrect tied-weights warning and the other is a user-facing config warning." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization breakage are different failures." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path regression vs custom trainer signature mismatch; no shared underlying fix." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs stale auto_mappings config references are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of another issue vs FP8 inference failure on B200; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction bug and MPS attention correctness issue are separate." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error vs CLIPTokenizer max_length bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch and DiaConfig token-ID loss are different problems." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero-3 index error in a non-pretrained Bert setup is not the same as evaluate-after-train failure." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window bug in Qwen3-MoE and torchvision dependency breakage have no shared code path." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "TensorFlow backend packaging issue and kernels version/revision import failure are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-model warning vs Qwen3 MoE weight conversion are not the same 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": 21, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:43643|issue:45759", + "issue:43720|issue:44610", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:43329|issue:43450", + "issue:45459|issue:45803", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:46421|issue:46424", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:43650|issue:43906", + "issue:43606|issue:45859", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:28282|issue:29870", + "issue:43454|issue:43577", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "4461c4b8a993a82e943d260ceb1c801c3341409f1387893b2cf9ebb3b589148a", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35444, + "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 issues span unrelated models, tokenizers, loading paths, and training/runtime bugs. None of the soft pairs look like true duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No safe canonical issue stands out; the cluster is too diverse to anchor on one report.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the cluster mixes many distinct bug classes and subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading vs Whisper batch_decode special-token handling; different code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss vs AutoModelForCausalLM.from_config text_config unwrapping; related area, different bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading bug vs OmDet image-size mismatch; unrelated failures." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash load issue vs Qwen3.5 flash-attention generation bug; different models and symptoms." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/example errors vs gpt-oss-20b MXFP4 quantization fallback; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities vs OmDet processor/model input-size mismatch; distinct defects." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading bug vs GPT-oss OOM; different underlying problems." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default vs Whisper decode token skipping; unrelated processors." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed conversion bug vs Qwen3-VL weight-shape mismatch; different load failures." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related, but one is int4 reserved-memory behavior and the other is a model-specific video OOM." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined multimodal token helper in video branch vs batched video processor shape bug; separate code paths." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf vs bare except in Fuyu tensor conversion; different components." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Video-token helper bug vs broad v5.3.0 video-input regression; overlapping area but not the same concrete issue." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs MobileLLM-125M key error; unrelated loading bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking vs GPT-oss perplexity regression; different subsystems." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill recompilation vs max_cache_length handling; both cache-related but distinct behaviors." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs mmap/Strix Halo OOM; separate memory-related issues." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument mismatch vs PIL image processors requiring torchvision; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Generic placeholder issue vs isolated reproduction of another issue; no shared bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Bark CPU-offload device mismatch vs Qwen3_5Moe rotary embedding CPU-offload incompatibility; different models/code paths." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading bug vs AutoImageProcessor-from-URL failure; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs trainer token-count update bug; different areas." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError vs DiffusionGemma pipeline failure; different models and pipelines." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss vs gpt-oss MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Missing PyTorch import error vs Bart generate decoder_attention_mask unbound local; different issues." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug vs Blip2 dtype propagation bug; not the same failure." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "mDeBERTa special-token regression vs Kimi-K2.5 tokenizer codec regression; both tokenizer bugs but distinct." + } + ] + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:44857|issue:46832", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:45538|issue:46869", + "issue:45137|issue:45405", + "issue:42915|issue:45538", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "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:34567|issue:36331", + "issue:43540|issue:44479" + ], + "prepared_review_unit_hash": "d2624d9e0b6f61a90ca2d9bddf7fefd25aac0f14facc447160c4ab6393adfd23", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35980, + "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 mostly heterogeneous: the issues span unrelated model-loading, tokenizer, training, and backend regressions. Only one soft edge looks plausibly like the same underlying bug; the rest should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "If forced to anchor a small coherent slice, issue 44479 is the broadest Qwen video-input regression report and best represents that subcluster; however, the overall cluster is still too mixed to have a truly clean canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest representative of the only obvious subtheme (Qwen video-input regressions). It is broad enough to subsume nearby reports like 45381, but it should not be treated as a canonical for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Different problems: Llama4 pad_token_id config attribute vs kernels list_repo_files revision forwarding." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "One is a model-loading regression on transformers>=5.1.0; the other is CLIPTokenizer's max_length constant." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch in the environment is unrelated to the Llama 3.2 vision loading regression." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR/LwDetr failures: AMP/CUDA loss crash vs forward shape/feature-level TypeError." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained key mapping are separate code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP model loading is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and LoRA merge collapse with extended vocab are distinct defects." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is a different compatibility issue than kernels revision forwarding." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length behavior and YOLO multi-GPU device-map failures do not share a code path." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the unreleased PEFT version bump." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to CLIPTokenizer's max_length constant." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging missing TensorFlow backend and missing Qwen2_5_VL import are separate import/distribution problems." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch-not-found import error is unrelated to LayoutLMv3's unclear box-content validation message." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "A video-input regression and a FA2 long-context performance regression are different bugs, not one code-path fix." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication is not the same as a specific tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM-125M key loading and init_empty_weights' _is_hf_initialized argument mismatch are separate model-init issues." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "trainer.evaluate after train and TimesFM window_size AttributeError are unrelated trainer/model bugs." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8Config failure and FSDP CPU RAM efficient loading are different regressions." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is Blip2 weight casting and the other is stale model.config.dtype from from_config; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed 'weight must be 2-D' training error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and generic version-dependent tokenization changes are not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to an environment missing PyTorch." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure on transformers>=5.1.0 and list_repo_files not forwarding revision are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Qwen3OmniMoe video-input ValueError are different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Two Qwen video-input bugs, but one is Qwen3OmniMoe ValueError and the other is Qwen3-vl-embedding StopIteration; not clearly the same root cause." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen video-input regression family in 5.3.0; 45381 looks like the qwen2.5-vl symptom of the broader bug reported in 44479." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow packaging omission is unrelated to a specific model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token accounting and CustomTrainer.compute_loss signature mismatch are separate training API issues." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but one is a Qwen3OmniMoe ValueError and the other is a broader v5.3.0 video regression across several Qwen model families; not enough evidence to merge as the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the cluster\u2019s heterogeneity. The only accepted soft edge, issue:44479 \u2194 issue:45381, is plausibly the same Qwen video-input regression family; the other denials are well-justified and do not overstate similarity. Canonical/representative wording is also appropriately cautious." + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:45357", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45042|issue:45081", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:43716|issue:46701", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:45672|issue:45674", + "issue:43577|issue:45072", + "issue:44737|issue:46463", + "issue:43531|issue:44821", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:43906|issue:46468", + "issue:24643|issue:29870", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:45663|issue:46846", + "issue:43540|issue:46693", + "issue:43697|issue:46829", + "issue:45357|issue:45920" + ], + "prepared_review_unit_hash": "56c6d7a193e42fa6b0b6ed1d0cdb7cb98b9bc75f131537578056ffd0f0e0266e", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36556, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers bugs, mostly model-specific regressions and loading errors. None of the soft pairs look like true duplicates; they share only broad subsystem similarity.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45488 is the strongest representative issue here: it has a clear, concrete tokenizer regression, strong discussion activity, and broad impact across DeepSeek V3/R1-style models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best standalone issue in this set because it is well-scoped, reproducible, and describes a user-visible regression with wider ecosystem impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: unexpected zero probabilities vs image-classification resolution/interpolation failure." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal-related, but one is a Janus generation test failure and the other is a Phi-4-multimodal loading issue; no shared code-path bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Separate tokenizer regressions: one is BOS/EOS not added for mDeBERTa, the other is LlamaTokenizer overriding ByteLevel pre-tokenizer behavior." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Completely different bugs: DeepSpeed/accelerate MoE weight conversion vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading failures, but the root causes differ: AddedToken kwargs collision vs missing backend_tokenizer attribute in a regex patch." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different API surfaces and symptoms: init_empty_weights argument handling vs loading AutoImageProcessor from a URL." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "AppleSilicon allocator TypeError and TimesFM window_size AttributeError are unrelated code paths." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/Smollm bugs: RoPE layer configuration vs missing decorator for apply_rotary_pos_emb registration." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE-ish logic, but one drops layers in Smollm3 while the other mis-scales temporal positions in Qwen2.5-VL." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time failures: MobileLLM key lookup vs Float8 storage lookup TypeError." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal regressions with different models and symptoms; no shared underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Separate tokenizer regressions affecting different model families and different round-trip/add_special_tokens behavior." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a version pin/release packaging problem; the other is stale auto_mappings config references breaking CI." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but one is a Gemma4 audio-module uint8/torch.finfo crash and the other is a BitsAndBytesConfig skip_modules exclusion bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype mismatches, but they occur in different models and different inference paths." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug and T5 decoder-input error-message issue are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder validation messaging." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of a past issue is not the same as a new FA2 long-context performance regression." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No evidence these describe the same Nemotron/model-loading bug; one is just a reproduction of another issue." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight shape error and Bart generate() decoder_attention_mask UnboundLocalError are distinct failures." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is a gguf/from_pretrained breakage and the other is a specific model load failure with no clear shared root cause." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config propagation/strictness issues affecting different model families." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 TP-plan missing linear_attn entries are different distributed-training problems." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Different models and failure classes: video input processing error vs FA2 generation performance regression." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model outputs/heads regressions with no shared concrete code path." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key regression and broad AutoTokenizer wrong-token-ID regression are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 24, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:44737", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45542", + "issue:45588", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44737|issue:45588", + "issue:46463|issue:46899", + "issue:28282|issue:32090", + "issue:44913|issue:46121", + "issue:43697|issue:45216", + "issue:43526|issue:45479", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:43761|issue:46829", + "issue:43452|issue:44843", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:46832|issue:46932", + "issue:43525|issue:46701", + "issue:43531|issue:43742", + "issue:43295|issue:45356", + "issue:45542|issue:46178" + ], + "prepared_review_unit_hash": "f7f4c3108b05fe5fd5d34ba4cf286d5df7573d1afc54c48f0d15f43b95d346d5", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "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": "Mostly unrelated issues with one plausible duplicate pair around v5 tied-weights serialization. The rest appear to target distinct bugs or model families.", + "confidence": 0.78, + "canonical_issue_reason": "#45005 is the best canonical for the only plausible duplicate pair (#44466/#45005): it is broader and explicitly frames the shared v5 tied-weights problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#45005 is the most suitable representative because it is broader than #44466 while describing the same tied-weights regression more generally.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and failures: XLNet CPU device placement vs flash_attention s_aux=None crash." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Unrelated bugs: T5 decoder-input validation message vs Gemma4 quantized multimodal dtype casting." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Different errors and code paths: missing PyTorch import vs Trainer GPU broadcast NoneType handling." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope/config handling, but one is reload persistence and the other is JSON list type validation; not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Distinct regressions: RTDetrV2 output changes vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different model areas and failures: BeitImageProcessorFast label reduction vs zero-loss sequence classification." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading bug in BitNet vs Perceiver interpolation failure; not the same issue." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Different config bugs: generic trust_remote_code field loss vs one specific Qwen3_5MoeVisionConfig field dropped by @strict." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and symptoms: Gemma4 mm_token_type_ids defaulting vs T5 decoder validation error message." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights serialization regression; #45005 is the broader formulation." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated runtime failures: ZeRO-3 loading index error vs trainer.evaluate() after train." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/quantization problems: unexpected position-id keys vs sinq save/load breakage." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but the affected models and output mistakes differ." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Different loading regressions: gguf_file handling vs offline mistral regex hub lookup." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Separate tokenizer-loading failures for different tokenizers and code paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode bug is unrelated to MLukeTokenizer task errors." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization vs FSDP CPU RAM efficient loading are different problems." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Both involve SigLIP2-ish usage, but one is zero probabilities while the other is processor.tokenizer regression." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different functionality: DAC latent reconstruction vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different model/pipeline failures: nonsensical SigLIP2 outputs vs Perceiver non-default-resolution error." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Separate dependency issues: mistral_common ReasoningEffort import vs Windows ROCm torch.distributed dependency." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level TypeError is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id attribute bug is unrelated to DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is not the same as MobileLLM-125M key error." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions in tokenization/processing, but they affect different models and different root causes." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/optional-dependency complaints, but they are about different backend names and failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgment is appropriately conservative and grounded in the packet. The only accepted pair, issue:44466/issue:45005, is well-supported by both titles as the same v5 tied-weights regression, with #45005 reasonably broader. The remaining soft-edge rejections are cautious and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 25, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846" + ], + "soft_pairs": [ + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:42898|issue:46491", + "issue:44843|issue:44991", + "issue:43756|issue:46402", + "issue:43452|issue:43577", + "issue:43688|issue:45701", + "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:43688|issue:45440", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "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", + "issue:43611|issue:46846", + "issue:43643|issue:44561", + "issue:43782|issue:46693" + ], + "prepared_review_unit_hash": "54a762f3a676e8aaf7a309ede324b4752e13d1f72d8a4872e47db38aed44632f", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36487, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the issues span unrelated tokenizer, loading, generation, multimodal, and distributed-training bugs. The soft pairs mostly share broad vocabulary only, so none should be merged 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:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer special tokens, but one is BigBird mask-token registration and the other is mDeBERTa BOS/EOS handling; different code paths and failures." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "One is a Transformers 5.0 custom model-init regression; the other is broken FSDP CPU RAM-efficient loading. Different subsystems." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs a MacOS bus error on a pretrained CLIP model; no shared underlying bug." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to T5 using apex FusedRMSNorm and leaking memory." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenization regressions, but one is a global v5 clean-up-space behavior change and the other is a CodeLlama leading-space round-trip bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode hub lookup in _patch_mistral_regex is unrelated to EMBEDDIA/est-roberta tokenizer loading failure." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE layer loading bug and Sam3Model text-encoder weight loading bug are different model-specific failures." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated loading issues." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization bug is not the same as a general tokenization-version regression." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different generation bugs in different paths." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DiaConfig save/load token IDs are separate tokenization/config bugs." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen vision-language models is not the same as num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaNs in embeddings on GPU are not the same issue as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size policy is unrelated to AutoProcessor kwargs not being forwarded to cached_file." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Loading AutoImageProcessor from URL and TimesFM window_size AttributeError are unrelated API failures." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are different problems with no common code path." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are both distributed-training themed but not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Inconsistent lm_head serialization by device is separate from sinq quantization save/load breakage." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention correctness failure and FA2 long-context performance regression are different symptoms and likely different fixes." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation crash in serve is not the same as beam-search cache reorder being skipped for certain models." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and compiled-forward chunked generation are different code paths and failures." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA failure are unrelated model-specific bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field model loading and BitNet packed-weight unpacking during accelerate loading are different issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness with mismatched head dims are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading breakage is not the same as missing linear_attn entries in Qwen3.5 TP planning." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and removal of is_torch_fx_available are separate v5 regressions." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error is unrelated to the FA2 long-context performance regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 26, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43504|issue:44610", + "issue:43606|issue:43927", + "issue:43493|issue:43825", + "issue:44514|issue:45290", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44554|issue:46365", + "issue:44625|issue:45584", + "issue:43525|issue:43572", + "issue:44977|issue:46209", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "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:44568|issue:46489", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:33357|issue:33666", + "issue:44568|issue:45812", + "issue:43278|issue:43701", + "issue:44488|issue:44843", + "issue:44849|issue:46209", + "issue:44792|issue:45405", + "issue:43927|issue:44361" + ], + "prepared_review_unit_hash": "cb6e76d20a072719c701ea4a6b9c39120b337ad04d7ee04135a2e23508f13136", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37422, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with only a loose thematic overlap around tokenizer/model-regression reports. I would treat it as noisy rather than a true duplicate cluster.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45812 is the broadest and most central issue in the set: it describes a silent v4\u2192v5 tokenizer regression affecting all Granite models, with clear user impact and multiple references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest representative bug report here because it is concrete, regression-focused, and plausibly connected to several other tokenizer-related complaints in the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different problems: multi-GPU training support vs a Trainer custom loss signature mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Unrelated bugs: dtype drift in eval vs auxiliary-loss normalization." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Different code paths: packed-weight loading vs config losing custom token IDs on save/load." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both involve processors, but one is audio chat-template sampling rate and the other is tokenizer/image handling regression." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated model-loading issues: legacy BEiT field vs OmDet-Turbo processor image size mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different failure modes: CPU offload device mismatch vs DiaConfig token-ID persistence." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task messaging." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but the triggering inputs and failure modes differ materially." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading regression vs a dependency-version bump issue." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different model families and bugs: num_labels propagation vs Whisper empty-transcription generation." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar pattern, but different missing fields on different configs; not the same concrete bug." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are from pretrained loading, but the model/tokenizer-specific causes are different." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map forward mismatch is unrelated to sinq quantized save/load corruption." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and Mac bus error are clearly unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference mismatch vs return_tensors being ignored are different issues." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Model implementation discrepancy vs training instability under ZeRO-3 are different problems." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc-example errors are not the same bug as processor/tokenizer regression." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Eval dtype drift and exploding gradients under DeepSpeed are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both tokenizer regressions, but on different models and different symptoms; not one concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage is unrelated to inconsistent lm_head.weight serialization." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to the DeepSeek-R1 accuracy regression." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Mac bus error and multi-GPU training are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Different loading failures: one is a model-specific load problem, the other is offline-mode breakage in _patch_mistral_regex." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure is unrelated to the PEFT version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config token-ID persistence and MLukeTokenizer task AttributeError are different bugs." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and minimum PEFT version mismatch are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43646", + "accept": false, + "reason": "Legacy-field load failure and custom model initialization regression are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43278", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to eval dtype changes." + }, + { + "left": "issue:43825", + "right": "issue:44977", + "accept": false, + "reason": "Pipeline error-message text is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43606", + "right": "issue:43688", + "accept": false, + "reason": "CPU offload device mismatch and auxiliary-loss normalization 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": 27, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:42490", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:43575|issue:45405", + "issue:44849|issue:45357", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:46821|issue:46832", + "issue:43257|issue:43299", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:46399|issue:46846", + "issue:43334|issue:45759", + "issue:43334|issue:43572", + "issue:43606|issue:44112", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:43504|issue:43653", + "issue:45072|issue:46832", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:43994|issue:44493", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:44869|issue:46752", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:29942|issue:30333", + "issue:44977|issue:46701" + ], + "prepared_review_unit_hash": "9c74dab803e12cc202acda7a0b16f8f1af9dcdbc34b2c26c76fd0760759ec6ef", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36490, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The suggested soft pairs are mostly broad topical similarities, not the same underlying bug or change. I would not merge any of them as duplicates; this cluster looks like a noisy mix of unrelated Transformers issues.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a true canonical duplicate for this cluster because the items span many unrelated failure modes; if a representative is needed, issue 43257 is the clearest concrete bug report, but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43257 is the strongest standalone issue in the set: it is concrete, reproducible, and has enough discussion to be a useful representative\u2014but only as a representative, not as a duplicate target for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "One is a Qwen2 TP OOM report; the other is a packaging/versioning problem about MIN_PEFT_VERSION. Different bugs and code paths." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output behavior in Qwen3.5 is unrelated to saving incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class and a Float8 storage lookup error are unrelated failures." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "A legacy-field load issue in BEiT segmentation and a CPU offload device-mismatch crash in bark-small are different subsystems and bugs." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size validation and RT-DETR feature-level handling are unrelated model-specific errors." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3/MoE, but one is about loading with accelerate+deepspeed and the other is a transformers-dev loading regression; not the same concrete bug." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count overflow and an accuracy regression after upgrading transformers are not the same issue." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "A position-id key warning and CLIP text-model structure inconsistency are different problems with different fix paths." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Missing decorator for apply_rotary_pos_emb registration is unrelated to missing linear_attn entries in the TP plan." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL text config and not unwrapping text_config in AutoModelForCausalLM are related only at a high level; they are different concrete failures." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL config loading and StableLmConfig missing pad_token_idx are separate model-specific compatibility bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device-mismatch crash in model loading is not the same as a stale CI test for a device override." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and a Python 3.13 flash_attn import KeyError are unrelated environment/runtime issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig field compatibility and init_empty_weights receiving an unexpected argument are different API regressions." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy config loading and BigBirdTokenizer special-token registration are unrelated bugs." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatches in two wrappers and RT-DETR backbone/feature-level errors do not share the same fix." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward is not the same as cache max-length being ignored outside quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and an image-text-to-text pipeline failure are different code paths." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth in training is unrelated to loading Phi-4 multimodal with latest transformers." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading not working and sinq save/load breakage are both quantization-related, but they are not the same failure mode." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and a multi-GPU CUDA OOM are unrelated issues." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma4, but one is an OOM during inference and the other is a device-map forward mismatch; different fixes." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash and empty-list chat-template IndexError are unrelated input-edge-case bugs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash and quantized save/load breakage are different features and failure paths." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A local-path import warning and a GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a trainer _gpu_broadcast_one NoneType error are different issues." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and a DiffusionGemma pipeline failure are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 28, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45356", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "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:45406|issue:46121", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:37428|issue:43957", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43572|issue:46821", + "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:42490|issue:43493", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:39692|issue:46192" + ], + "prepared_review_unit_hash": "151dbff751ea8e8dc6171cfba483d7b6f9be604466010b391049b6f94dd666a0", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36325, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous; the soft links mostly connect superficially similar tokenizer/processor/model-loading issues rather than the same underlying bug. No PRs are present.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 43295 is the broadest cross-cutting regression in the set, centered on processor/tokenizer behavior and multimodal custom code breakage, which best matches the cluster\u2019s loose theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best representative issue because it captures a high-level multimodal processor/tokenizer regression with wider applicability than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Different failures in unrelated areas: compiler/template-node parsing vs flash_attn import/version handling." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug and TrainerState token counter update are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is a memory overflow; not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export issue and SigLIP2 zero-probabilities issue are different code paths and symptoms." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import version check are separate problems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both affect serve, but one is continuous-batching multimodal input handling and the other is KV-cache continuation tensor indexing." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "CUDA device-map assert on Qwen3 is unrelated to an accuracy regression in DeepSeek after upgrade." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are distinct regressions." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Weight tying in Mistral3 and DeepSeek accuracy regression are not the same issue." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatches in inference and Wav2Vec2 save_pretrained/tokenization failures are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape bug are different multimodal bugs." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Qwen multimodal config unwrapping are separate code-path issues." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a flash-attention helper and meta-device model loading breakage are different problems." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and return_tensors being ignored are different tokenizer issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-map mismatch and return_tensors handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but one is a tokenizer/processor regression while the other is an OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing and TimesFM window_size AttributeError are unrelated config issues." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 token-type-id defaulting and Gemma4 PLE device mismatch are separate bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure and ZeRO-3 gradient increase are unrelated training/runtime issues." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART decoder_attention_mask assignment bug and Flash Attention 2 test failures are different issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and model-loading OOM are not the same underlying problem." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import_utils KeyError and tensorflow_text backend mapping error are different import/backend issues." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig update regression and failure loading physical-intelligence/fast are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue and Kimi tokenizer codec/regex regression are different problems." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures: flash attention helper vs Qwen2.5 VL model symbol." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc-example errors and ignored return_tensors behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 29, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:41720", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44521", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:44466|issue:45127", + "issue:45381|issue:46209", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:44737|issue:46894", + "issue:28218|issue:35141", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:43334|issue:43525", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:44479|issue:46192", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:43335|issue:43550", + "issue:41720|issue:46209" + ], + "prepared_review_unit_hash": "e6a90756bee7dd4f427404a447127a2708b318cf5065b9f4c7134c3d421ffaae", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35339, + "estimated_input_tokens": 8835, + "estimated_eval_tokens": 17926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly mixes unrelated issues across tokenization, multimodal processors, model config, and hardware-specific inference failures. None of the soft pairs look like safe duplicate merges.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44521 is the most central and referenced item in the set, and it sits in the broad multimodal `apply_chat_template`/processor area that recurs in nearby reports. It is the best representative of the cluster, though the surrounding items are not true duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest single issue to anchor this noisy cluster because it is active, user-facing, and most likely to attract related processor/chat-template regressions. It is still only a loose representative, not a confirmed duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation bugs: one is `_update_model_kwargs_for_generation` after `sync_gpus`, the other is Qwen3.5 hidden-states output behavior." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "One is a processor/tokenizer API regression, the other is a SigLIP2 implementation discrepancy; same broad area but not the same defect." + }, + { + "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 assistant messages; different failure modes and likely different fixes." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of `lm_head.weight` on different devices is not the same bug as LoRA merge collapse with extended vocab and tied weights." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision position IDs for video input is unrelated to a generic FP8 inference failure on B200." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug and a GraniteSpeech CI device-override test failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/eval embedding dtype drift is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU `arange` placement bug and CohereASR double-shift training loss bug are different code paths." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Both touch tokenization/embeddings, but one is extra spacing after added tokens and the other is output embedding reinit after resizing." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error for a model class and a detokenization regression are not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import failure are unrelated model-loading problems." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on load and CLIP text-model structure inconsistency are distinct regressions." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading breakage is unrelated to `from_config(dtype=...)` leaving `model.config.dtype` stale." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video processor shape handling are different media-processing bugs." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "`mm_token_type_ids` defaulting to zeros is not the same as unsafe dtype casts in quantized multimodal embedders." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Text-only `mm_token_type_ids` behavior and quantized vision/audio embedder dtype casting are separate issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but on different config classes/models; this looks model-specific rather than one shared bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2 tokenizer loading and Wav2Vec2 save/tokenization failure are different tokenizer/model problems." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure is unrelated to a stale `num_return_sequences` warning in paged generation." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "A video-input regression and a `return_tensors` override bug are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory retention are different defects." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and GraniteSpeech CI device override failure do not share the same code path." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they reference different deprecated pipeline behaviors and different documentation fixes." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile SDPA failure are unrelated model bugs." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Hardware-specific Qwen3 A800 device-mapping assert and FP8 inference failure on B200 are different 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": 30, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44995", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:44610|issue:44857", + "issue:43388|issue:43526", + "issue:44857|issue:45593", + "issue:45759|issue:46285", + "issue:44995|issue:46858", + "issue:46512|issue:46821", + "issue:46424|issue:46858", + "issue:43606|issue:45083", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43550|issue:44112", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44448|issue:44743", + "issue:45520|issue:46170", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:45290|issue:46326", + "issue:45588|issue:45859" + ], + "prepared_review_unit_hash": "63379649a6ba00f4b16e17bd731d933bb43e3b5a2617738727d9358e3680182e", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37139, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad surface themes (imports, cache, chat templates, vision, CI). I don\u2019t see a true duplicate cluster here, so all soft edges should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out: the items span many different subsystems and failure modes, so treating any one as the duplicate anchor would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the pairwise similarities are thematic rather than the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Different missing utilities in import_utils; they affect separate symbols and are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "One is a DAC latent/STE mismatch, the other is a qwen3_omni_moe feature-length helper issue." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch vs AMP/CUDA loss crash; different code paths and symptoms." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one drops elements in gather_for_metrics while the other truncates labels in BeitImageProcessorFast." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "One is a numeric stability crash, the other is missing auxiliary losses when denoising is disabled." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different composite-model/config structure regressions; not the same underlying loading issue." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Stale indexer cache on second forward pass vs device-tensor seq-length breaking static-cache slice arithmetic." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale model.config.dtype after from_config(dtype=...) is unrelated to a window_size AttributeError." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "max_cache_length handling for quantized cache is a different bug from get_seq_length returning a device tensor." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to a qwen3_omni_moe length helper bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in feature extraction is a different failure from Whisper empty-transcription generation." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and RT-DETR memory leak are unrelated model-specific issues." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing _flash_supports_window_size import and Torch 2.10 incompatibility are different breakages." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the NoneType passed to _gpu_broadcast_one." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-missing ImportError and a MacOS bus error in community CLIP are separate problems." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "base_model_prefix loading breakage and lm_head.weight serialization inconsistency are different v5 regressions." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Creating a sparse layer at zero sparse layers is unrelated to BEiT pretrained-preset legacy-field loading." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences are a different issue from recurrent states resetting in modular_qwen3_5." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn lookup on Python 3.13 and Windows ROCm torch.distributed dependency failures are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing/IndentationError is not the same as the qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "dtype mismatch between train/eval and a pipeline translation-support message are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe output-length helper are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "A misbuilt sparse layer is unrelated to D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config creation is not the same as a GraniteSpeech CI device-override failure." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "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 yields zero assistant masks for multimodal input." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Tool-call/no-content crash and mistral_common continue_final_message behavior are different chat-template edge cases." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are separate 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": 31, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:37428|issue:44351", + "issue:43720|issue:44112", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:39692|issue:44493", + "issue:44617|issue:46697", + "issue:43701|issue:45083", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:38175|issue:44493", + "issue:44360|issue:44561", + "issue:43278|issue:43329", + "issue:29870|issue:32090", + "issue:45920|issue:46192" + ], + "prepared_review_unit_hash": "432ea69242708d598fe532e6d0b3e1f320ee0a6ef6ba97f93f00bf26e7c52a0d", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36459, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained regressions; the rest are similar only at a broad subsystem/topic level and should not be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earlier, clearer report for the one confirmed duplicate pair and best captures the concrete Qwen3.5 MoE from_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue for the cluster because it is the canonical target of the only true duplicate and is the most specific concrete bug report among the matched pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different code paths (_flash_supports_window_size vs HybridCache)." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/runtime failures, but the root causes are unrelated: BitNet packed-weight loading vs GraniteSpeech stale device override." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local-path warning is unrelated to a model-loading failure for zai-org/GLM-4.7-Flash." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both involve model loading/init, but one is a specific Llama 3.2 vision loading breakage and the other is embedding reinitialization when resizing token embeddings." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: DAC.from_latents/forward mismatch vs unexpected position-id keys in many models." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs example failures for SigLIP2 are unrelated to BEiT Fast processor label reduction behavior." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat-template absence in a processor and DiffusionGemma staying on meta with device_map=auto are different issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same as a float16 AMP CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different model/tokenizer code paths and are not the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are effectively the same bug report: identical Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "The checkpoint-resume epoch_iterator error and a training-start failure for FineWeb are too different to be duplicates." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after an added token is unrelated to a Trainer _gpu_broadcast_one NoneType type error." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse with tied embeddings is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and a missing import-utils availability helper are unrelated import/exception bugs." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example failures are unrelated to the position-id key regression affecting many models." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "A resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LasrFeatureExtractor's unsupported center arg and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "A Trainer broadcast type error is unrelated to the MacOS bus error on a CLIP community model." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models/code paths and are not the same concrete failure." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to an OOM when loading Qwen2-57B-A14B-Instruct with tensor parallelism." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe feature-length helper issue." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same bug as output-embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 vision model-loading regressions are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same issue as unexpected position-id keys across models." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer ReLU comment and removal of is_torch_fx_available breaking trust_remote_code models are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype drift and an undefined video-token helper are different code-path bugs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate() decoder_attention_mask initialization and the _gpu_broadcast_one NoneType failure are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "A tokenizer-v5 regression producing wrong token IDs is unrelated to return_tensors being ignored when text_kwargs is passed explicitly." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: the only accepted soft pair is an exact-title duplicate with strong textual overlap (issue:45310 / issue:45478), and the rejected pairs are justified by clearly different bugs or code paths. No overstatement detected." + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:44448|issue:44977", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:40444|issue:43526", + "issue:29870|issue:33290", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:44857|issue:45588", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:44568|issue:45491", + "issue:29127|issue:34567", + "issue:45588|issue:45823", + "issue:44871|issue:44977", + "issue:33357|issue:39692", + "issue:43381|issue:43701", + "issue:41720|issue:45229", + "issue:43278|issue:43575", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44186|issue:45198" + ], + "prepared_review_unit_hash": "444f5f9289ead52a9d682695f84c93c11912dc901706a56d9c71bcb0b9dce25a", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37330, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically related to Transformers bugs, but the soft-linked pairs are not true duplicates: they involve different models, APIs, and failure modes. I would not merge any of the suggested edges.", + "confidence": 0.93, + "canonical_issue_reason": "No pair looks like the same underlying bug. If one issue has to serve as the representative, issue 43873 is the best umbrella candidate because it is open, high-activity, and broadly about a core runtime path (offloading/quantization), but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest single representative for the cluster as a whole due to its broader scope and higher discussion/inbound reference activity; however, it is still not a duplicate anchor for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and bugs: Pegasus v4/v5 output divergence vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different code paths: chat template/tool-call crash vs Qwen2.5-VL video vision_position_ids issue." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Unrelated failures: DistilBertModel German issue vs GeneratorExp/torch.jit.script export problem." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different root causes: flash-attention generation bug vs multi-GPU CUDA OOM on Gemma4 31B." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Different model/runtime problems: Python 3.13 import/JIT parsing error vs missing decorator registration in Qwen3.5 kernels." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Both involve eval mode, but one is dtype drift and the other is gradient checkpointing being disallowed; not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different subsystems: multimodal finetuning with multiple images vs BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Different failures: BART generate UnboundLocalError vs Adafactor/deepspeed OOM." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load, but one loses custom token IDs in config while the other loads the wrong custom module; not the same underlying bug." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Different components: chat template tool-call crash vs SmolVLM video padding calculation bug." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different crash sites and causes: float16 AMP loss issue vs flash_attention.py handling of s_aux=None." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Completely different issues: missing flash_attention import symbol vs TensorFlow not included in torch-only install." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different trainer/deepspeed failures: NoneType broadcast error vs optimizer memory OOM." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both relate to cache/prefill, but one is spurious recompilation from lazy init and the other is a device-tensor arithmetic bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: removal of is_torch_fx_available affecting trust_remote_code vs Deepseek tokenizer output changes in v5." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both are memory-related, but one is offloading/quantization behavior and the other is multi-GPU CUDA OOM; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Different areas: local-path import warning vs offloading with quantization." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and symptoms: pipeline top_k nesting vs Trainer distributed broadcast type error." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is model output divergence and the other is serialization of tied weights; separate bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different issues: Python version compatibility vs native DeepSeekV3MoE divergence from remote code." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion bug vs Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Different concerns: error-message clarity in LayoutLMv3 vs TrainerState token-count tracking." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different failure modes in different model paths: flash-attention auxiliary-state crash vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different model/config bug vs flash-attention generation bug; no shared root cause." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "One is a MacOS bus error in CLIP loading; the other is a SigLIP2 documentation example problem with quantization/model mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Different trainer lifecycle issues: eval-mode checkpointing restriction vs resume-from-checkpoint key mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different device-placement failures: cudaErrorAssert on auto mapping vs CUDA OOM in multi-GPU inference." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: eval dtype change vs tensor-parallel loading OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Different generation bugs: flash-attention failure vs stale warning about num_return_sequences." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different components and defects: Wav2Vec2 save/tokenization failure vs bare-except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different model/tokenizer bugs: LayoutLMv2 tokenizer crashes vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Same as above: unrelated eval checkpointing and checkpoint-resume key mismatch 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": 33, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:46121", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:43653|issue:44743", + "issue:29870|issue:34689", + "issue:45372|issue:45588", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:42915|issue:42994", + "issue:29942|issue:30064", + "issue:43653|issue:44442", + "issue:45491|issue:46693", + "issue:45459|issue:45712", + "issue:43412|issue:45588", + "issue:44265|issue:45198", + "issue:43065|issue:43994", + "issue:45372|issue:45406", + "issue:29127|issue:33357", + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:43575|issue:43701", + "issue:45440|issue:45593", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45372|issue:45459", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:45406|issue:46701", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "6cafbdd3a5e5c8736182cd907b2164b6d6dab46199efcec435bca1213b2befea", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37371, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: the issues span many unrelated Transformers areas (tokenizers, generation, vision, export, quantization, memory, and model-loading regressions). All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not share one underlying bug, so there is no single representative duplicate to choose.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster is heterogeneous, so any single issue would be arbitrary rather than a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related failures, but they affect different models and different code paths (MLuke task usage vs Wav2Vec2 save/tokenization)." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated bugs: loading with base_model_prefix vs rope-validation TypeError on JSON-loaded lists." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug vs recurrent-state reset in Qwen3.5 MoE; different subsystems and symptoms." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "generate()-time UnboundLocalError in BART vs a model-loading regression for Llama 3.2 Vision; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure vs flash-attention integration crash on s_aux=None; different failure points." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor argument regression vs video-input regression in Qwen VL models; different concrete issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model-implementation fidelity, but they are different models and different discrepancies." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantization-related, but one is FP8 config/model failure and the other is quantized model saving; not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both touch tokenizers, but one is a missing special token registration and the other is AutoTokenizer loading a specific tokenizer class." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention long-context/FA2, but one is NaN embeddings in Gemma3 and the other is a performance regression; different bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking vs leftover dummy classes; no shared underlying issue." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export failure for Gemma3n vs flash-attention crash in sink-less models; unrelated code paths." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization failure; different problems." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different model-specific issues: dummy Conv2d in Sam3PixelDecoder vs bad AutoModel/pipeline outputs for SigLIP2." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is a dependency import error during loading and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging vs CLIP bus error on macOS; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue vs RT-DETR memory leak; different models and different symptoms." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit vs stale generate() warning; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B vs resume_from_checkpoint key mismatch; not the same bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning vs gradient-checkpointing eval-mode restriction; unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-clarity issue vs embedding reinitialization in post_init; different code paths." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 dependency import failure vs protobuf-related tokenizer error masking; different root causes." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs Gemma3 mixed-length NaNs; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference mismatch vs RT-DETR memory leak; not the same underlying bug." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Both are Gemma-related, but serve processor state and image-text-to-text pipeline failures are different issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch in v5 vs AutoTokenizer ignoring tokenizer.json; related area, but not the same defect." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory complaints, but one is a leak on deletion and the other is an overflow during sam3-litetext execution." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM in tensor-parallel model loading vs higher reserved memory under int4 quantization; different causes and fixes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure vs dtype mismatch in bfloat16 inference; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty-transcription failure after token alignment; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 34, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:43994|issue:46369", + "issue:43526|issue:44186", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:43761|issue:45859", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43493|issue:43827", + "issue:27957|issue:29870" + ], + "prepared_review_unit_hash": "496d3b753e483b03458c5bdd6c8464532fa042a83dbee2e6919baf5c737fdc1f", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35969, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span many unrelated regressions/features across vision, audio, quantization, loading, and docs. None of the soft pairs shows the same concrete bug or code path, so all should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a good canonical for this set; the cluster is heterogeneous and the nearest-looking pairs still describe different bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue candidate: a few items are thematically close (e.g. Flash Attention 2 or Qwen2.5-VL), but they do not collapse to one underlying fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen problems: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated: image processor label handling vs FA2 long-context performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing import/export for Qwen2.5-VL class is not the same as a vague dependency issue." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Different subsystems and bugs: Flash Attention 2 support vs LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FA2 model support and Adafactor OOM in DeepSpeed are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs and SAM3-LiteText memory overflow are different issues." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Image-processor label reduction bug is unrelated to LayoutLMv2 tokenizer padding/truncation crashes." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM is not the same as Llama 3.2 Vision loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer memory blowup and embedding reinitialization are different code-path bugs." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and missing decorator during registration are separate failures." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id load error is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the titles are too generic and no shared concrete failure path is evident." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are different bugs." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "FA integration crash on sink-less models is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility do not share a fix." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template padding crash and Qwen2.5-VL video vision_position_ids bug are distinct." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "v5 custom model init breakage is not the same as patchtsmixer's optional post_init policy issue." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and a category-count runtime limit are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default-resolution failure are different model paths." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and LasrFeatureExtractor center-arg crash are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning has nothing to do with Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2ConformerTokenizer loading are different failures." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow backend after torch install is unrelated to a missing import_utils helper." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLM-Roberta Flash Attention 2 support and BART decoder_attention_mask generate error are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 35, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:44077|issue:44479", + "issue:43316|issue:43525", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:44442|issue:45803", + "issue:44190|issue:44496", + "issue:44987|issue:46178", + "issue:43761|issue:44079", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:46829|issue:46932", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:42907|issue:45698", + "issue:43575|issue:43742", + "issue:43550|issue:43701", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871" + ], + "prepared_review_unit_hash": "25d1f0f42823a7e364516cb1cd9593409daa39b2526b2c77dec2853528b7ccc4", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "I found no true duplicate pairs in this set. The soft matches are mostly superficial keyword overlaps across different models, configs, or failure modes, so they should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate issue stands out; the candidate pairs are heterogeneous and do not describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest and most actively discussed standalone report, but it still does not subsume the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different problems: optional post_init validation vs a video-input regression for Qwen models." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but they involve different fields and different model families." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different code paths: Qwen2.5-VL rope/position-id scaling vs Swin2SR image padding." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are distinct issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU-RAM-efficient loading breakage is unrelated to a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code loading is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing failure and DeepSpeed ZeRO3 deque underflow are separate failures." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both mention config objects, but one is a Gemma3TextConfig API discrepancy and the other is Qwen multimodal from_config unwrapping." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are not the same bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading physical-intelligence/fast failing is unrelated to a backend-mapping error for tensorflow_text." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states missing from CLIPVisionModel.forward is not the same as generic ModelOutput key assignment behavior." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue and gather_for_metrics label truncation are different trainer/runtime bugs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL load-time shape mismatch and Qwen3.5 save_pretrained corruption are related only at a very broad level." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "One is a missing output field; the other is divergent attention-kernel behavior under torch.compile." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field mix-up and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch and CPU/CUDA result divergence are separate issues." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A parallel script failure is unrelated to Qwen2-57B-A14B-Instruct OOM during tp loading." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different save/load bugs." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM under tensor-parallel load and key error loading MobileLLM are distinct model-loading failures." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a NoneType broadcast error in Trainer are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is not the same as checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to a missing PyTorch dependency." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and a pipeline translation error message issue are separate regressions." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length discussion is unrelated to a transformers.onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id inconsistency do not share the same 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": 36, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:43065", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43688", + "issue:43716", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "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:44242|issue:46894", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43540|issue:44514", + "issue:43761|issue:44479", + "issue:45542|issue:46234", + "issue:43065|issue:44617", + "issue:43504|issue:45698", + "issue:43572|issue:46178", + "issue:43388|issue:43688", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:45127|issue:45200" + ], + "prepared_review_unit_hash": "509e00bfc451f279ff80979ff041e94c4582aa48396d3e046b2ce656b594c60a", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35748, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the issues span many unrelated models, configs, and subsystems, with only superficial title similarity. All soft-edge pairs look like separate bugs/changes and should stay split.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits: the items cover many unrelated regressions across different models and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong global representative; the cluster lacks one underlying bug and should be split.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve tokenization/eos handling, but they are different models and different failure modes (Gemma eos config mismatch vs Whisper empty transcription)." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both are import-utils/dependency issues, but one is a missing availability helper and the other is a pipeline import regression from kernels version handling." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/cache behavior, but one is output inconsistency under compiled forward and the other is a recompilation issue from lazy cache initialization." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 behavior regressions, but they describe different bugs: post_init allowance vs junk-filled non-persistent buffers." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different subsystems: config API discrepancy for Gemma3TextConfig vs image-preprocessor/model dtype mismatch for Mistral-3." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "These are unrelated config issues in different model families; one is Gemma text config API, the other is a TimesFM window_size attribute error." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load roundtrips, but one is an eos_token_id config mismatch and the other is a broken quantized-model roundtrip." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "The second is a specific GPTNeoXConfig reload bug; it does not look like the same underlying custom-model initialization breakage." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are from_pretrained loading failures, but one is a gguf_file API break and the other is a missing model_type in config.json." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Completely different failures: Fuyu tensor conversion exception handling vs Trainer import interference from datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated model families and code paths: ESM2 breakage vs a janus image-generation test failure." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same family name, but different bugs: weight tying in Mistral3ForConditionalGeneration vs FlashAttention failure in Ministral-3." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both touch training loss, but one is missing load-balancing loss under a flag and the other is a double-shift bug in ASR loss computation." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Different cache bugs: path collision for local trust_remote_code models vs max_cache_length being ignored outside quantized cache." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "No overlap in underlying bug: exception handling in FuyuBatchFeature vs Windows/ROCm import errors from torch.distributed dependency." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Both are vision-model issues, but one is a processor size mismatch and the other is an OOM report for sam3-litetext." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No shared underlying bug; this is a placeholder/data issue versus a Gemma tokenizer/model roundtrip failure." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are Qwen multimodal bugs, but the failing code paths differ: video-input validation vs batched chat-template padding behavior." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and regressions: CLIPVisionModel hidden_states output vs Qwen video-input regression." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated backend/import problems: TensorBoard without TensorFlow vs missing import_utils helper for falcon mamba availability." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same broad SAM3 area, but not the same bug: dummy Conv2d in Sam3PixelDecoder vs OOM in Sam3Video." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve pretrained loading, but one is a legacy config field for BEiT and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Completely unrelated: StableLmConfig pad_token_idx regression vs a tensorflow_text backend mapping error." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval bugs in different stacks: gather_for_metrics label truncation vs auxiliary-loss normalization." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different failures in different models: janus image-generation test vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "One is a failed generation test, the other is an auto_mappings CI break from removed Sam3LiteText configs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different Gemma-related issues: LoRA/extended-vocab collapse vs missing mm_token_type_ids defaulting 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": 37, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:43352|issue:46640", + "issue:44190|issue:44964", + "issue:41950|issue:43475", + "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:35141|issue:42490", + "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:46082|issue:46697", + "issue:44855|issue:45588", + "issue:45632|issue:46617", + "issue:43673|issue:46421", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:44242|issue:46897", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:45563|issue:45584", + "issue:43335|issue:44855", + "issue:44933|issue:45362", + "issue:43550|issue:44190", + "issue:44077|issue:44877" + ], + "prepared_review_unit_hash": "fd73615bfc11dd87d3cc6908b34ef1127df2260dc1a3fe60cd6a1f30f9ca56ef", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are superficially similar in places, but they describe distinct bugs or changes across different models, pipelines, and code paths. None of the soft pairs should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is safe here: the set spans unrelated bugs, so there is no shared underlying defect to represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a reliable global representative; the closest broad one is `issue:43644`, but it still only covers a specific buffer-init bug and not the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache behavior, but one is a missing GenerationMixin cache in chunked prefill and the other is recurrent-state reset logic in modular_qwen3_5; different bugs and code paths." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but 43352 is a model-specific unsupported-feature report while 46640 is a different generic FA2 issue; not the same fix." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "A local dataset loading failure in an example script is unrelated to a multimodal model load error in latest transformers." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor lookup vs a SAM3 vision encoder attribute error are different subsystems and failures." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is a broad v5 buffer initialization regression; the other is a GPTNeoXConfig reload bug for `rotary_pct`." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A missing `pad_token_id` attribute in Llama4Config is unrelated to Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both touch transformers serve, but one is KV-cache indexing and the other is a missing `_tokenizer` on Gemma4Processor; distinct code paths." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize is unrelated to import-path warning behavior for local models with trailing slashes." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both involve dtype casting, but the affected models and concrete failures differ; this is not one mergeable bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing `pipeline()` is unrelated to a SigLIP2 AutoModel/pipeline inference issue." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing replacement-character decoding crash and RT-DETR feature-level mismatch are different model-specific bugs." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category cardinality limits and cache sequence-length tensor arithmetic are unrelated defects." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to Swin2SR image padding behavior." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "A Python 3.13 TorchScript parsing issue is not the same as a flash-attention `s_aux=None` crash." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both reference trust_remote_code caching, but one is a leaf-directory path collision and the other is a file-not-found from cache; not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache, but one is missing cache in prefill and the other is lazy-init causing recompilation; different symptoms and fixes." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder mask initialization and token-embedding resize reinit are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "A Qwen3-VL weight-shape mismatch and a Qwen3-Next tied-weights warning are different model-loading issues." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss logic in MoE training is unrelated to Florence2's double-shift training-loss bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "A broad non-persistent-buffer regression is not the same as GPTNeoXConfig `rotary_pct` not persisting on reload." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline `top_k` nesting behavior and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is unrelated to Whisper's empty-transcription crash." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers config creating a sparse layer and a Python parsing/import error have no shared underlying bug." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from `image_utils` is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in an example script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init policy and strict granite_speech config loading are different configuration issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 38, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:39692|issue:44190", + "issue:44464|issue:45563", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:44779|issue:46489", + "issue:44112|issue:45600", + "issue:45290|issue:46752", + "issue:43526|issue:46697", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:44462|issue:45907", + "issue:43854|issue:44964", + "issue:43673|issue:46858", + "issue:45632|issue:46234", + "issue:43643|issue:44496", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:44112|issue:44964" + ], + "prepared_review_unit_hash": "8b9f9d78e703d8669eecf0e8564c4723d45c02a90b6858e3a328befabf49553d", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36613, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by subsystem or model family and should stay separate. The only clear duplicate-like pair is the DeepSeek tokenizer regression reports (44779 and 46489).", + "confidence": 0.84, + "canonical_issue_reason": "issue:46489 is the more specific DeepSeek tokenizer regression report and points to the suspected gap in PR #44801, making it the better canonical representative of the tokenizer bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 has the clearest repro scope and root-cause context, so it is the strongest issue to anchor triage and deduping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and failures: Qwen video position IDs vs Sam3LiteText memory overflow." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated problems: CUDA assert during Qwen3 auto device mapping vs category-count limit in another path." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: Qwen video-input regression vs serve/KV-cache tensor indexing crash." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "No shared bug: SwitchTransformers sparse-layer config issue vs local dataset loading in an example script." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different concrete issue: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Docs/example problems in SigLIP2 vs local dataset loading failure; not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both generation-related, but one is output inconsistency under compile and the other is a stale warning." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated areas: LoRA/extended-vocab model collapse vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both video-related, but different models and failure modes: vision_position_ids vs padding calculation." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same broad Sam3 family, but one is OOM in Sam3Video and the other is memory overflow in Sam3-LiteText; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regressions: processor/tokenizer API breakage vs resize_token_embeddings not updating tied embeddings." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression in v5+; 46489 is a more specific instance of the same underlying bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both CI-related, but one is a stale GraniteSpeech device-override test and the other is a broken auto_mappings reference." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same API surface, but different failures: tool-call assistant messages vs empty list IndexError." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image processor bugs: reduced labels vs over-padding when already divisible." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "No shared root cause: embedding resize propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3OmniMoe video processing ValueError vs serve KV-cache indexing crash." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Unrelated issues: XLNet CPU tensor allocation vs Fuyu batch conversion swallowing exceptions." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both multimodal/chat-template adjacent, but assistant-mask zeros and vision_position_ids are different bugs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different loading problems: Python 3.14 import failure vs TensorFlow/tensorboard backend misdetection." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Different pipeline/generation bug vs Bart generate() UnboundLocalError." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different API regressions: tokenizer.json selection vs list_repo_files revision forwarding." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both model-loading failures, but for different models and likely different config/test issues." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both cache-related, but one is a missing cache in chunked prefill and the other is a device-tensor arithmetic bug in static cache." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated: trust_remote_code cache-path collision vs missing import_utils helper." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading failures: missing fields with trust_remote_code vs unrecognized model due to missing model_type." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related at a high level, but not the same concrete bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different models and failure modes: Phi-4 multimodal load failure vs Sam3LiteText CI breakage." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure is unrelated to Phi-4 multimodal loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only accepted pair (44779/46489) is supported by matching DeepSeek tokenizer regression titles, and the other soft-edge verdicts stay conservative by distinguishing different models, subsystems, or failure modes without overclaiming duplicates." + }, + "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": 39, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46932" + ], + "soft_pairs": [ + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:46082|issue:46121", + "issue:36246|issue:41628", + "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:43650|issue:44220", + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "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:43381|issue:45593", + "issue:42907|issue:43441", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:43479|issue:45375", + "issue:44496|issue:45759", + "issue:43976|issue:44279", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43441|issue:45588" + ], + "prepared_review_unit_hash": "53a15cfe0dd0806a874cbb0965c354bf2994164891f294cddca4368426ec9041", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are thematically related to Transformers, but the soft pairs mostly share only broad subsystem keywords. I do not see any true duplicate-equivalent pairs; the bugs touch different models, APIs, and failure modes.", + "confidence": 0.59, + "canonical_issue_reason": "No single issue is an obvious duplicate target across this heterogeneous set. If one representative anchor is needed, issue #44521 is the clearest user-facing regression with ongoing discussion and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44521 is the most broadly scoped and well-documented item here, making it the best representative issue for this loose cluster of Transformers regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: FlashAttention 2 support for XLMRoberta vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Different scope: missing TensorFlow in a torch install vs a vague dependency problem with no shared code path." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are unrelated failures." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-validation related, but one is Llama head_dim rejection and the other is rope-key list typing; not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export is different from AutoImageProcessor import failure." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model weights/saving, but the concrete failures are different models and different code paths." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different modules." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are separate issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug and notebook syntax error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to CPU/CUDA numerical differences in PPDocLayoutV3." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The first item is not a concrete bug report; the second is an audio feature-extraction issue." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a GenerationMixin chunked-prefill regression and the other is a cache-length config bug." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedder dtype casting are different failures." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize bug are not the same code-path problem." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python 3.9 compatibility breakage is different from a specific model-loading failure on v5.1.0." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper behavior is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken duplicate keyword TypeError are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Failed janus image-generation test is not the same bug as cache max length handling." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL image processors requiring torchvision are different loading/runtime issues." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and documentation mismatch for return_all_scores do not share a concrete fix." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention, but one is a torch>=2.9 compilation failure and the other is an incorrect version gate for AuxRequest import." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention failure in Ministral-3 are distinct bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores is not the same as failing to recognize a model in config.json." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing in GenerationMixin and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default multimodal config initialization and missing deepstack_visual_indexes are different config-schema bugs." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model in config.json is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility and a dependency issue are not the same underlying defect." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Syntax error in a notebook and AddedToken special argument collision are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Test failure in janus image generation is not the same as cache max length being ignored." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral FlashAttention failure and sink-less-model s_aux=None crash are different FlashAttention-related 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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44521", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:43299|issue:45216", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:42796|issue:43650", + "issue:46082|issue:46512", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:43653|issue:45593", + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43650|issue:46209", + "issue:43479|issue:43525", + "issue:44016|issue:44291" + ], + "prepared_review_unit_hash": "7fc1730a5e43d31c1826ba3146ab87857b1374fbbd3e01d1cc3e3b58e89e003c", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35567, + "estimated_input_tokens": 8892, + "estimated_eval_tokens": 18040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: many issues share surface themes like regressions, import failures, tokenizer problems, or multimodal/model-loading breakage, but they point to different code paths and concrete failures. I don\u2019t see any soft pair that looks like the same underlying bug/change, so all candidate merges are rejected. The broadest issue here is the remote_code regression report, but the cluster does not form a clean single-topic duplicate set.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative regression report in the set; several others are narrower model-specific breakages, so it is the least-bad cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 has the widest scope and best fits as a representative umbrella for a mixed regression cluster, even though it is not a true duplicate target for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they involve different symbols/modules and likely different fixes." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal assistant-mask correctness and FA2 long-context performance are different bugs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency complaints, but one is transformers-related and the other is a torch-version incompatibility." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings propagation and Whisper empty-transcription handling are unrelated code paths." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA top-k bounds crash and empty chat-template crash are different pipeline failures." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch pipeline bookkeeping and model memory overflow are not the same underlying issue." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both touch Qwen3.5, but one is a load-time model issue and the other is save_pretrained checkpoint corruption." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation for head_dim is unrelated to a missing decorator on rotary kernel registration." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both mention dependencies, but transformers versioning and unreleased peft requirements are separate problems." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression and Deepseek tokenization regression affect different APIs and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they concern different examples and different API behaviors." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling and tie_word_embeddings warnings are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "A dtype propagation bug in BLIP2 is distinct from Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "A tokenizer BPE-marker bug and a placeholder 'ADD THE DATA' issue are not duplicates." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is a config rejection case; the other is stale config dtype after from_config, so they are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version support and unreleased dependency versioning are separate compatibility problems." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad upgrade-induced import breakage are not the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor lookup bug and broad remote_code regression are too different to merge." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they are model-specific and hit different tokenization behavior." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Loading failure and incorrect save_pretrained visual encoder keys are different Qwen3.5 issues." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights and resize_token_embeddings propagation are distinct problems." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different failure modes; no shared code-path evidence." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token decoding and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss and Gemma4 token-id defaults are different model-training bugs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 PLE device placement are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder issue cannot be treated as the same underlying bug as FP8 inference on B200." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Default multimodal config initialization and missing pad_token_id on Llama4Config are separate config issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch are not the same change or 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": 41, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46851" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:44683|issue:45542", + "issue:44361|issue:45593", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "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:43901|issue:43994", + "issue:43673|issue:43761", + "issue:44623|issue:45397", + "issue:43901|issue:44246", + "issue:43723|issue:44162", + "issue:43525|issue:43881", + "issue:43824|issue:43976", + "issue:42796|issue:43441", + "issue:44016|issue:45823", + "issue:45542|issue:45800", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:44589|issue:45362" + ], + "prepared_review_unit_hash": "48003a776e0040ef57abe661c23d4cebf6ffd203d0d5855b93fa18e142b3ef6d", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35353, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated closed issues. The soft edges are generally only superficial topic similarity (tokenizers, loading, v5 regressions, deepspeed, quantization) and do not describe the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue cleanly serves as a duplicate canonical for the whole set; the items span many distinct code paths and models rather than one shared defect.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the set, #43723 is the broadest user-facing loading regression, but it is still not a duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash; different root causes and fixes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Completely different bugs: torch>=2.9 flex_attention compile failure vs packaging/backend install confusion." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different subsystems and failure modes: MLukeTokenizer AttributeError vs D-FINE auxiliary loss behavior." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Both are model-specific bugs, but one is FlashAttention on Ministral-3 and the other is Kosmos2.5 OCR index errors; not the same issue." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex loading crash vs list_repo_files revision forwarding; unrelated code paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is duplicate optimizer steps; distinct bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash and ReasoningEffort import failure are unrelated implementation defects." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both relate to quantized/dequantized models, but one is saving failure and the other is load/offload with device_map=auto; different paths." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI codes in loading_report and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but CPU-offload rotary embedding bug is not the same as variable-length position_ids handling." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files and a Chinese report about inference slowdown do not describe the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: missing rms_norm_eps precision issue vs torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI-related, but one is stale auto_mappings references and the other is leftover dummy classes; distinct fixes." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python version compatibility regression; not the same underlying problem." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are incorrect outputs in v5, but CamemBERT masked LM predictions and Deepseek tokenizer results are different model/code-path bugs." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch about return_all_scores vs incorrect SigLIP2 outputs; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but one is GenerationMixin chunked_prefill cache and the other is CLIPVisionModel hidden_states; different fixes." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are different loading/saving issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch vs intermittent slow import; no shared bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression and ESM2 breakage are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model/config failures: Llama4Config missing pad_token_id vs glm-4v-9b loading failure." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and Python version support are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling and FlashAttention failures are separate model-specific bugs." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TF backend install issue vs torch 2.4.1 compatibility problem; different layers." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and ANSI output in loading_report have no common code path." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing config fields, but one is a model-specific pad_token_id attribute error and the other is trust_remote_code returning incomplete configs." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated model/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 42, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45292", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:46291|issue:46399", + "issue:45325|issue:46851", + "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:44297|issue:45397", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:42491|issue:43299", + "issue:46614|issue:46665", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "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:36246|issue:42757" + ], + "prepared_review_unit_hash": "6bf17fc101ea88bb44b603abf9acf05a186d1dec40d5af0be82822c59494cfe7", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36456, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of mostly unrelated Transformers bug reports (imports, model-specific regressions, tokenizer issues, and runtime errors). None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single duplicate issue clearly unifies the cluster; if one issue must serve as the representative, issue 46399 is the most concrete and actionable standalone bug report (narrow Qwen3.5 code-path failure with a specific registration error).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46399 is the strongest standalone candidate: it describes a specific, reproducible failure in one code path and is easier to act on than the broader or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels/import behavior, but one is a pipelines import dependency issue and the other is a Qwen3.5 rotary/registration crash; different code paths and fixes." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen-family position-id bugs, but one is Qwen2.5-VL temporal scaling and the other is Qwen3.5 variable-length chat input handling; not the same underlying defect." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-code logging behavior and a docstring typo are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision processing, but one is a SmolVLM video padding bug and the other is an AutoProcessor missing-backend import/error path; different failures." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "A performance complaint on importing transformers is unrelated to an unrecognized-model/config.json error." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "An import error for AutoImageProcessor is not the same as a Python-version compatibility regression." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen variants and different helpers: output-length calculation vs variable-length position_ids." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "These are separate import/back-end issues affecting different packages and failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a gemma-4 from_pretrained/zero3 issue." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Same broad model family, but one is a use_kernels registration crash and the other is variable-length input/position_ids behavior; different bugs." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file races and a stale generate() warning are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling has no relation to Qwen3.5 kernel registration." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and empty-chat-list handling are different code paths." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "These are distinct model-specific inference/output bugs with no shared underlying change." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen MoE loading/versioning, but one is LoRA portability across hf4.x/hf5.x and the other is a Qwen3VL MoE loading regression in dev0; not the same bug." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Phonemizer language caching and from_pretrained behavior inside Python classes are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and a Qwen3.5 chat crash are different failures." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sinkless-model crash and variable-length position_ids are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma eos_token_id configuration are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing auxiliary loss under a flag, but they are different models and different loss mechanisms, so not the same underlying bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer access error is unrelated to gemma-4 from_pretrained/zero3 behavior." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and a TimesFM window_size AttributeError are separate defects." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI codes and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are different problems." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and CPU-vs-CUDA output differences in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model-loading failure for ScandiBERT and empty chat-template handling are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and output-embedding resizing are different code paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is a missing model export and the other is a missing hub utility; unrelated root causes." + } + ] + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:42199", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44351", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:46897" + ], + "soft_pairs": [ + "issue:43901|issue:45003", + "issue:36246|issue:44351", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:45003|issue:45561", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:45859|issue:46399", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:45137|issue:45600", + "issue:43295|issue:45292", + "issue:45292|issue:45584", + "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:44479|issue:46170" + ], + "prepared_review_unit_hash": "072deda892b764d4f50e40b95e598276fa6676fb56830f51f5dbfcfea3642511", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like false positives. The set is highly heterogeneous: unrelated bugs across model loading, video/audio processors, training, serialization, and infrastructure.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue stands out; these items are not a duplicate cluster but a mixed bag of unrelated problems.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to choose an anchor, issue:45003 is the broadest core-code bug, but it still does not represent the rest of the set well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs unsafe sys.modules access in modeling_utils; different bugs." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: missing Qwen2_5_VLImageProcessor vs missing HybridCache." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to Zero3 deque underflow." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video pipeline image-processor lookup is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config loading vs sys.modules access bug; not the same code path." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video validation error vs SmolVLM padding-calculation bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to the pytest-xdist captured_info.txt race." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field dropped by strict vs AutoModelForCausalLM unwrap behavior for composite configs." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to import-time slowdown." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids default are different model bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Qwen video-input regression vs SmolVLM video processor padding bug." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5, but CPU offload incompatibility and missing decorator registration are distinct failures." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer position_ids access error vs performance regression after upgrade; different symptoms and causes." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Missing fpn_position_embeddings attribute vs memory overflow in sam3-litetext are not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed Zero3 deque underflow is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression differs from resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug and Whisper empty transcription bug are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization inconsistency of tied weights is different from t5gemma resize_token_embeddings propagation." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading failure is unrelated to missing deepstack_visual_indexes field handling." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different import/runtime failures: missing Qwen2.5 VL image processor vs Zero3/BertModel index error." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss is unrelated to float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "processor.save_pretrained missing files is not the same as AutoProcessor backend-missing image-processor error." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT image-processor label reduction bug is unrelated to Florence2 double-shift training loss." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure in transformers>=5.1.0 is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug and PPDocLayoutV3 CPU/CUDA divergence are different code paths." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to MLFlow job status reporting." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class issue is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video regression and Windows ROCm torch.distributed 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": 44, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46832", + "issue:46858", + "issue:46894" + ], + "soft_pairs": [ + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43526|issue:46894", + "issue:43653|issue:44162", + "issue:45412|issue:46123", + "issue:43352|issue:45250", + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:46170|issue:46832", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43723|issue:46710", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:44995|issue:45200", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:44995|issue:45588", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749" + ], + "prepared_review_unit_hash": "a8749ed612a1117552b7c364bff3c6c23b5ebc6f6b2135d0fbb6a87aa0679777", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a collection of unrelated bug reports with a few superficial keyword overlaps (tokenizer, cache, Gemma, SAM3, Flash Attention). I do not see any pair that clearly describes the same underlying bug/change, so no soft edges should be accepted.", + "confidence": 0.87, + "canonical_issue_reason": "issue:46858 is the most concrete and code-path-specific report in the set: it names the failing method, the broken return type, and the backend/torch.compile conditions. If one issue has to anchor the cluster, this is the clearest candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 is the strongest standalone report because it is narrowly scoped, reproducible, and points to an exact fix area (`cache.get_seq_length()` / static cache arithmetic on non-CUDA backends).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different model/subsystem and different failure mode; only superficial wording overlap." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a tied-embeddings warning, the other is a flash-attention generation bug; not the same issue." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Image label reduction vs ASR training-loss shifting are unrelated code paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct bugs." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory release on delete vs partial-batch pipeline bookkeeping are unrelated problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific Flash Attention 2 support gating is not the same as the generic Flash Attention 2 topic." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer cache/offline loading and Gemma multi-GPU OOM are different failures." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder attribute error and Qwen3OmniMoe video-input ValueError are different multimodal bugs." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows/ROCm torch.distributed import issues are unrelated." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import/dependency failure vs RT-DETR forward-shape TypeError; different code paths." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading and double optimizer-step under deepspeed are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but dummy Conv2d placeholder and model-type warning are different issues." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer load failure in v5 and accuracy regression after upgrade are different concerns." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tie-word-embeddings warning and paged-generate stale warning involve different mechanisms." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch when loading Qwen3-VL is unrelated to the tied-embeddings warning." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer-cache crash on second forward is not the same as mm_token_type_ids defaults." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type bug and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough to treat these as the same bug; the titles do not match a concrete shared failure." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma token roundtrip failure are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile, but one is branching-induced kernel divergence and the other is lazy cache init causing recompilation; different code paths." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash and flash_attention.py s_aux=None AttributeError are different failure sites." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support in MoE and missing chat template in a processor are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Future-annotations AttributeError in auto-docstring and static-cache seq-length tensor bug are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 decoder placeholder layer and mask-generation partial-batch handling are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks and a performance regression after upgrade are different bug classes." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer metadata mismatch and the other is missing processor files; not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsense outputs with AutoModel/pipeline and missing-vision-backend processor lookup are different issues." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression from upgrade and deepspeed optimizer double-step are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and data-filtering slowdown are different code paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 45, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43441|issue:46752", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:45375|issue:45478", + "issue:43475|issue:46821", + "issue:28282|issue:30990", + "issue:44188|issue:46851", + "issue:44964|issue:45137", + "issue:43232|issue:43673", + "issue:45310|issue:45375", + "issue:46463|issue:46877", + "issue:39692|issue:46726", + "issue:41628|issue:44933", + "issue:44869|issue:45356", + "issue:43986|issue:46726", + "issue:44373|issue:46851", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45406|issue:46202", + "issue:43784|issue:46399" + ], + "prepared_review_unit_hash": "70dcf96c186dce2bf2058b4d67bae80bc6b403bf321f8cfe9f72373fa2a08b2c", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35432, + "estimated_input_tokens": 8858, + "estimated_eval_tokens": 17972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of Transformers v5 regressions, model-loading/API breakages, and a few unrelated docs/runtime issues. Only the two Qwen3.5 Moe from_pretrained reports look like the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43646 is the broadest umbrella in the set: Transformers 5.0.0 breaking custom model initialization. Several other items are narrower v5 loading/init regressions that fit under that theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best representative because it captures the shared upstream regression theme most broadly, without being tied to a single model family or API surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are v5-related regressions, but one is custom model init and the other is ESM2-specific breakage; different failure modes and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor.save_pretrained missing files is unrelated to a Deepspeed optimizer-step duplication bug." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are distinct issues." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 attribute failure and trust_remote_code missing-fields behavior are different bugs." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is unrelated to Qwen2.5-GGUF loading under transformers v5." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same reported Qwen3.5 Moe from_pretrained error, same model family, same v5 loading failure." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision encoder attr error and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are different problems." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque error do not share the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is not the same as missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 Moe from_pretrained error and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different failures." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring stdout pollution are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to AutoProcessor backend-missing error handling." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they involve different symbols and likely different API surfaces." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are different tokenization issues." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Missing torchvision during AutoProcessor loading is not the same as the video offloading/quantization issue." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong position_ids docstring is documentation-only; the other issue is an actual runtime behavior bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not the same underlying issue." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are distinct regressions." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and incorrect pipeline-parallel LLM output are separate runtime issues." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma \u2581 roundtrip failure are different Gemma bugs with different symptoms." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration ValueError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge calls are conservative overall. The only accepted pair, issue:45375 with issue:45478, is clearly the same Qwen3.5 Moe from_pretrained regression. The broader clustering remarks are cautious enough and do not overstate unrelated issues as the same bug." + }, + "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": 46, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877" + ], + "soft_pairs": [ + "issue:44857|issue:46877", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:45593|issue:46877", + "issue:45081|issue:45103", + "issue:36010|issue:41628", + "issue:46202|issue:46701", + "issue:43278|issue:45137", + "issue:44038|issue:45310", + "issue:42673|issue:43704", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:43976|issue:44933", + "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" + ], + "prepared_review_unit_hash": "b4fed583a66bd31a2613681dbbda7316640e19643b712c317c0c89bc250280e1", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36873, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated issue reports across different bugs. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak issue; use the earlier, more discussed report as canonical.", + "confidence": 0.95, + "canonical_issue_reason": "issue:42673 is the earlier, higher-activity report for the exact Qwen3ForCausalLM multi-dataloader-thread VRAM leak, making it the best canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 has the strongest evidence and discussion for the same concrete bug as issue:43704, so it is the best representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Different bugs: AMP/CUDA crash in LwDetrImageLoss vs import-time docstring lint noise." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms and code paths: pipeline parallelism output corruption vs a Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; not the same underlying bug." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated: D-FINE auxiliary-loss behavior vs auto_docstring import-time logging." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different crashes in unrelated subsystems: tokenizer regex patching vs auto_docstring with future annotations." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but of different APIs; too broad to treat as one bug." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma, but one is tokenizer roundtrip and the other is an image-text pipeline failure." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the ZeRO3 deque IndexError." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but different models and different version-specific from_pretrained failures." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is unrelated to importing a missing class." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5 MoE/FP8, but one is save_pretrained while the other is from_pretrained loading; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression is different from FP8 MoE save_pretrained failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Different areas: model preset loading vs pytest-xdist file race in testing utilities." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker file race is unrelated to stale auto_mappings references." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure is unrelated to captured_info.txt race conditions." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package-install backend omission is unrelated to a missing image_utils import." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Release/version pinning problem is unrelated to docstring lint output." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to a DeepSpeed OOM." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue is unrelated to a missing import from image_utils." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang and token-embedding reinit are different model lifecycle bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and are not the same concrete issue." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend extra installation issue is unrelated to leftover dummy classes and repo-check failures." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config defaults and video-classification output wiring are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save files is unrelated to Qwen3.5 MoE loading errors." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction bug is unrelated to the partial-batch pipeline state bug." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are GPU/memory related, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 performance regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior vs wrong token IDs for Granite models." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config initialization bug is unrelated to Whisper word timestamp decode crashing on a trailing replacement character." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer changes in v5, but one is tokenizer loading and the other is special-token insertion behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the two Qwen3ForCausalLM issues have identical titles, the later one has less activity, and the canonical choice is conservative. The soft-edge verdicts also stay cautious and are supported by the issue titles without overclaiming." + }, + "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": 47, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44448", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46762", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:44625|issue:46877", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:42222|issue:45200", + "issue:27957|issue:30333", + "issue:42898|issue:43295", + "issue:30333|issue:34689", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:42796|issue:43723", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44360|issue:46762", + "issue:45245|issue:46132", + "issue:44222|issue:44623" + ], + "prepared_review_unit_hash": "1a0925d0896f7d125092184c8eaeca17fad2da98a30b1a5a5a8fb946ae1cf4e8", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "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 spanning tokenizers, multimodal models, training, docs, and runtime regressions. None of the soft-linked pairs look like true duplicates or the same fix target, so no mergeable canonical item emerges.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "Different problems: config propagation for Qwen3.5 vs auto_docstring printing diagnostics at import time." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a documentation parameter-name mismatch are separate docs issues." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Different example failures for different models (SigLIP2 vs DIA) with different symptoms." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer-related, but one is a v5 tokenization-space behavior change and the other is a Deepseek tokenizer regression." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "One is multimodal config initialization; the other is ModelOutput key assignment logic." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors with different causes and packages/models." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Server KV-cache indexing crash is unrelated to auto_docstring\u2019s annotation-handling AttributeError." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both concern multimodal models, but the code paths differ: missing processor method vs meta-init incompatibility." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and distinct bugs: broken VitPose models vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta is unrelated to MLFlow reporting after failed training jobs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenization cleanup behavior and the other is processor/tokenizer image-passing behavior." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow job-status reporting and Llama 3.2 model loading are unrelated issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access bug is unrelated to Deepspeed causing optimizer.step() to run twice." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLFlow reporting and CustomTrainer compute_loss signature incompatibility are separate training issues." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failures: empty multi-label outputs vs local dataset loading." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy PT objects are unrelated maintenance issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import/dependency errors, but one is missing transformers.onnx while the other is missing PyTorch for AutoModel." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD arguments not being used is an implementation bug; the other is a docs parameter-name typo." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3 issues: incorrect tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences are unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent image_utils import and leftover dummy classes are different cleanup problems." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer issues, but one is BPE-marker handling and the other is AutoTokenizer loading." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Deepspeed optimizer double-stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config initialization for Phi4Multimodal is unrelated to non-persistent buffer corruption in v5." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Minimax attention numerical drift are not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to AttentionInterface.register semantics." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but they affect different objects 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": 48, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46909", + "issue:46932" + ], + "soft_pairs": [ + "issue:46132|issue:46710", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:46614|issue:46932", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:43475|issue:46305", + "issue:30990|issue:38175", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:44263|issue:44360", + "issue:44263|issue:44373", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:46369|issue:46909", + "issue:42831|issue:45310", + "issue:45381|issue:46305", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:22355|issue:27957", + "issue:44261|issue:45092", + "issue:43644|issue:46305" + ], + "prepared_review_unit_hash": "f242296e72c5a434914eafeb21446d98166770653243d000702b373259c4ffae", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36216, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy mixed cluster of mostly unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #44263 is the most concrete, code-path-specific bug in the set and the best representative of the small DSA/indexer subtheme.", + "canonical_pr_reason": null, + "best_issue_reason": "#44263 has a narrow repro surface and implementation-level scope, making it the clearest issue to anchor this otherwise heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Different problems: attention registration behavior change vs accuracy regression after a version upgrade." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Unrelated import failures from different packages/modules." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring problem is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer metadata mismatch in save_pretrained is distinct from a Qwen3.5 from_pretrained failure." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Generic PreTrainedConfig type-checking breakage is not the same as LlamaConfig head_dim validation." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation failure are different code paths." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained failure is not the same as a question about max_shard_size defaults." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading script issue is unrelated to a config validation error." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior regression and FP8 inference failure on B200 are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior and remote-code/meta-init incompatibility do not share the same failure mode." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update bug and cache-length handling are separate mechanisms." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update bug and OCR long-input index error are not the same underlying issue." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing attribute on SAM3 video output is unrelated to a sliding-window off-by-one." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading hang and zero-probability outputs are different symptoms with different likely causes." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template are unrelated." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the concrete bugs differ: mask off-by-one vs padding calculation." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer access error and missing processor save files are different save/load bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same subsystem, but different concrete bugs: split return handling vs missing ReLU." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Different bug from a docstring issue." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized save failure and broken quantized round-trip are related only broadly, not the same code-path problem." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different failure surfaces." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Model memory overflow is not the same as a broken documentation example." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3.5 from_pretrained error are not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different model family and different failure mode; not the same underlying issue." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue is unrelated to a SequenceFeatureExtractor.pad performance bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Server request handling failure and Gemma4Processor missing _tokenizer are distinct issues." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA precision error due to rms_norm_eps is unrelated to meta-initialization incompatibility." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and a streaming mask off-by-one are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 49, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45381", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46369", + "issue:46402", + "issue:46762", + "issue:46909" + ], + "soft_pairs": [ + "issue:44829|issue:46002", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:44188|issue:44373", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:45381|issue:46909", + "issue:43646|issue:46002", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:42371|issue:44263", + "issue:43756|issue:44060", + "issue:44295|issue:44297", + "issue:43576|issue:43784", + "issue:41628|issue:45278", + "issue:46172|issue:46762", + "issue:42907|issue:43937" + ], + "prepared_review_unit_hash": "d153a3c7bb0ca671aa1873489cac63897c8bd7cedec88a304457cc634ce4d728", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36061, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous, and the packet does not provide explicit duplicate evidence. The closest pair, issue:44829 and issue:46002, looks only tentatively similar at the symptom level, so it should stay unmerged absent stronger evidence.", + "confidence": 0.61, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46002 is the closest representative for the NaNs/classification-head symptom family because it is the more concrete report, but the evidence only supports tentative similarity rather than a confirmed duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Tentatively similar only: both mention classification-head training instability/NaN-like behavior, but the packet gives no explicit duplicate evidence and the failure contexts differ enough to avoid merging." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both are model-specific regressions, but they describe different bugs and different code paths." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/models and likely different root causes." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same broad SAM3 area, but the warning vs missing-weights failures are different concrete problems." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Different issues: ONNX import failure vs tokenizer spacing behavior." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different model bugs: FP8 accuracy concerns vs an image-specific infinite loop." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but the symptoms and models differ." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized-model saving are different code-path failures." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer/loading related only at a broad level; the concrete failures differ." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different model/runtime failures with different symptoms." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a position_ids docstring issue." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports after an upgrade, but they are too broad and not the same concrete failure." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same family (SAM3) but different failures: model-type warning vs memory overflow." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state handling and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenization regressions, but the target models and symptoms differ." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Different domains entirely: video position IDs vs a documentation example bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same bug as NaNs in classification heads." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video-processing ValueError is unrelated to a documentation example bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different models/platforms with different runtime symptoms." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Model-saving failure and pipeline-parallel output divergence are different problems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving/dequantization issues are unrelated to a multimodal model load failure." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version incompatibility is unrelated to pipeline-parallel correctness." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/loading-related, but one is wrong offsets and the other is a load failure." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and torch.split return behavior are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific architecture bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "A registered-buffer read issue and tokenizer metadata mismatch are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Environment command regression and an import NameError are separate issues." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "The latter is broader, but this is not the same concrete import failure." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical/transpose behavior in unrelated model families." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model-saving failure is unrelated to invalid GenerationConfig validation." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is too confident relative to the packet. There is no explicit duplicate evidence, and all soft pairs are marked deterministic_accept=false. In particular, treating issue:44829 and issue:46002 as the \"same underlying bug\" and calling issue:46002 the \"best representative\" because of the \"strongest duplicate evidence\" overstates what the packet supports. Please soften that verdict to a tentative similarity at most, or leave it unmerged unless there is stronger evidence." + }, + "evaluator_used": true, + "retried": true, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46231", + "issue:46326", + "issue:46328", + "issue:46614", + "issue:46877" + ], + "soft_pairs": [ + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44117|issue:44704", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:44704|issue:45290", + "issue:43122|issue:44521", + "issue:44360|issue:44485", + "issue:43122|issue:46326", + "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", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:43278|issue:44945", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "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" + ], + "prepared_review_unit_hash": "3c678673e588c0b28ee5991ccdf865831b8f0acc1150962482aaed9acda93a3b", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36465, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a true duplicate set: the items span unrelated import errors, tokenizer regressions, multimodal chat-template bugs, model-specific failures, training issues, and docs/perf reports. All soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster; the apparent matches are mostly lexical, not the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global canonical. 45278 is the broadest import-regression report, but it does not subsume the many unrelated tokenizer/model/training bugs here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: sentence-transformers import error vs removed SAM3 Lite config references breaking CI." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping bug is unrelated to multimodal assistant_masks being all zeros." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES/from_pretrained logic is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type warning and the other is a missing attribute in vision output." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs bug is unrelated to apply_chat_template crashing on tool-call messages." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "General v4-to-v5 tokenization differences are not the same as multimodal assistant mask generation." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both mention tokenization, but one is a broad v4/v5 regression and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer.save_pretrained config mismatch are different issues." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but save_pretrained checkpoint corruption and from_pretrained failure are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe regression is unrelated to position_ids buffer access errors." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset_mapping and Wav2Vec2 phonemizer backend caching are unrelated tokenizer/audio bugs." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe import/runtime issue is unrelated to FP8 save_pretrained behavior." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different root causes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script empty multi-label results and mm_token_type_ids defaulting are different problems." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but not the same tokenizer/model or code path." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 eval dtype change is unrelated to incorrect pipeline-parallel LLM output." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and classification example empty outputs are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "huggingface_hub missing is_offline_mode and transformers missing HybridCache are separate import regressions." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "onnx import failure and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow extra in pip install and Python 3.14 load failure are different environment issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image infinite loop are different multimodal bugs." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs parameter-name mismatch is unrelated to import-time docstring lint output." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "v5 tokenization-space cleanup behavior and stale phonemizer language caching are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific layer_type_validation import error and broad import failures after upgrade are not the same concrete bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation-config validation and GLM-5 RoPE implementation are different 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": 51, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44263", + "issue:44355", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:42673|issue:45072", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43116|issue:43493", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:46726|issue:46981", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:43992|issue:44704", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:44263|issue:46762", + "issue:28348|issue:46640", + "issue:45092|issue:46762", + "issue:42673|issue:42796", + "issue:42222|issue:43441", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673" + ], + "prepared_review_unit_hash": "5b4c93500326ffb37e24391bd8756d9a2bbd4436c5fd776ae139d78266c61c5a", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35843, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity set of mostly unrelated Transformers issues. None of the soft pairs are close enough to treat as the same underlying bug/change, so all edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44779 is the clearest concrete bug report in the set: it has a specific regression claim, version split (v4 vs v5), and an identifiable tokenizer failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest representative issue because it is specific, user-facing, and well-scoped compared with the other mostly broad, model-specific, or docs-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers in v5, but the failures differ: decoder-type mismatch vs incorrect DeepSeek tokenization results. Different bug surfaces and likely different fixes." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Loading via base_model_prefix and NaNs in classification heads are unrelated failure modes and code paths." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage across dataloader threads is unrelated to bfloat16 dtype mismatches during inference." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "A Python-version compatibility issue is not the same as a torch-version gate for a flex_attention import." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different symptoms: Qwen3-VL-Moe bug vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example script output is unrelated to SigLIP2 implementation numerical discrepancy." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5, but one is about save_pretrained visual encoder keys and the other about from_pretrained loading errors; not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in classification heads are different issues with different likely fixes." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image patch helper are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor image-size mismatch is not the same as a broken documentation example." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe feature-length helper bug is unrelated to a flex_attention import version check." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend handling and repeated HTTP 429 retries are different AutoProcessor problems." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluate-after-train behavior are distinct code paths and bugs." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field issues, but they affect different model outputs and fields; not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label behavior is unrelated to a pipeline() error message/docs deprecation issue." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "These are both regression reports around DeepSeek/tokenization, but one is a tokenizer decoder-type problem and the other is a broad accuracy regression; too weak to merge." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 encoder weight loading and AutoProcessor kwargs forwarding are separate loading bugs." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "A stale phonemizer backend after language switching is unrelated to empty-list chat templating crashes." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache crash and image over-padding are different subsystems and symptoms." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value bug in an indexer is not the same as numerical divergence in Minimax MSA attention." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "One is a specific GPT2LMHeadModel FlashAttention 2 support request, the other a generic Flash Attention 2 issue; not enough evidence of the same bug/change." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Minimax attention numerical differences are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in threaded loading and tokenizer BPE-marker handling are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and different failures: vitpose breakage vs Ministral-3 FlashAttention incompatibility." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention version check are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "A generic tokenizer-loading regression and a Qwen3 offset_mapping bug are not the same underlying issue." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to missing GenerationMixin cache during chunked_prefill." + } + ] + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43824", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46655", + "issue:46752", + "issue:46981" + ], + "soft_pairs": [ + "issue:43937|issue:45563", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:43937|issue:44977", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:45071|issue:46512", + "issue:45632|issue:46981", + "issue:45341|issue:45561", + "issue:43450|issue:43986", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:39401|issue:46209" + ], + "prepared_review_unit_hash": "6baa9b8a24c38163c73a56fbd3beaac71451fda9f0eee39d45c929456c1b145f", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35756, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues grouped by superficial similarity; none of the soft pairs look like the same underlying bug/change, so no duplicates should be accepted.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a true duplicate hub; the cluster is heterogeneous. If a representative must be chosen, issue:43937 is the broadest user-facing regression report, but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43986 is one of the clearest actionable bug reports in the set (explicit crash path and missing-dependency condition), but it still is not representative of the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure vs a stale warning in paged generate(); different behavior and code paths." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing model class vs repeated HTTP 429 retries in AutoProcessor; unrelated failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Chunked prefill cache regression vs SequenceFeatureExtractor.pad performance issue; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multithreading vs incorrect video padding calculation; different subsystems." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Broken vitpose models vs apply_chat_template on empty list; unrelated model families and code paths." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg during init_empty_weights vs PreTrainedConfig type-checking regression; distinct defects." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Version pin bump to unreleased PEFT vs wrong PyTorch version check for AuxRequest import; not a duplicate." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs flash_attention crash on s_aux=None; different components and triggers." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs Gemma4 bidirectional mask construction; separate model-specific bugs." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied lm_head weights vs NaNs in classification heads; unrelated symptoms and fixes." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig invalid vs Qwen3.5 flash-attention generation failure; different models and root causes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug vs Deepseek tokenization regression in v5; same broad area, different concrete issue." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next layer 0 vs Qwen3.5 Moe from_pretrained error; not the same failure." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type checking break in v5.4.0 vs stale config.dtype after from_config(dtype=...); different API regressions." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local trust_remote_code cache-path collision vs repeated retry behavior on 429 responses; unrelated loader issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Minor testing_utils bug vs xdist race on captured_info.txt; different test infrastructure problems." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs crash loading video model without torchvision; distinct preprocessing vs dependency handling." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "testing_utils bug vs numpy-to-list conversion slowdown in SequenceFeatureExtractor.pad; not a duplicate." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration vs Qwen3.5 save_pretrained checkpoint regression; different code paths." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling vs Mistral regex patch crash on backend_tokenizer access; unrelated causes." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Cannot run 3d_parallel.py vs a minor testing_utils bug; no shared underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker type mismatch warning vs MobileLLM key error on load; different model-loading issues." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization changes across versions vs noisy logging message; totally different severity and behavior." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "ImportError for layer_type_validation vs ImportError for AutoImageProcessor; both import-related but distinct missing symbols." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash vs padding performance inefficiency; unrelated functionality." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken vitpose models vs backend mapping rejection for tensorflow_text; different areas and fixes." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config blocking granite_speech load vs docstring/parameter-name mismatch in set_training(); not a duplicate." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 Moe loading error; not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping regression vs FP8 inference failure on B200; completely different problem class." + } + ] + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42886", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44933|issue:45278", + "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:44483|issue:45464", + "issue:43673|issue:45341", + "issue:42222|issue:45542", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:43931|issue:44038", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485" + ], + "prepared_review_unit_hash": "d4e9052fab9de40a8db375afc57004d0dde5b6681fd4ccf354fd2e62cdc0b739", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36828, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues, with a small import-regression subgroup. Only one soft edge looks duplicate-like: a specific import failure and a broader post-upgrade import-error umbrella.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the best umbrella issue: it broadly covers the same post-upgrade import breakage pattern seen in the import-related subset, and is more representative than the narrow single-failure reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest representative for this cluster because it is the broadest, most central issue around import regressions after upgrading Transformers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 configuration behavior and MLA layernorm epsilon precision are different bugs in different code paths." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading/config errors, but one is a GLM generation-config validation problem and the other is an unrecognized model/config issue." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical issues, but they concern different models and different mechanisms (layernorm epsilon vs MSA attention mismatch)." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings and offline trust_remote_code cache loading are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-related, but one is missing projections in qwen3next and the other is a from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": true, + "reason": "This looks like the same upgrade-driven import regression: 44933 is a specific missing import, while 45278 is the broader report of many import errors after the version update." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers, but one is ignored SGD args and the other is a double optimizer step under deepspeed." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error from configuration_utils and a feature-extraction bug are not the same underlying defect." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "These are different model-specific training bugs with no clear shared code-path." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both relate to tokenizer behavior changes in v5, but one is a wrong decoder type and the other is a tokenization-output difference." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM issues: torch.split handling in a DSA indexer versus a RoPE implementation bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A removed config field and unexpected position-id keys are different regression reports." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both are chat/completions failures, but one is a generic API rejection and the other is a model-specific streaming bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "A broken vitpose model and a TensorFlow backend detection error are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Optional post_init validation and repeated 429 retry behavior are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen vision-family issues, but they are different concrete failures: weight-shape mismatch versus missing projections." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "An AutoImageProcessor import failure and PretrainedConfig type-checking regression are different problems." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type-checking and a missing-TensorFlow backend error do not share the same bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing multimodal-token helper method and MLA rms_norm_eps precision behavior are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size behavior in save_pretrained and a Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model internals: GlmMoeDsaIndexer split handling versus deepseek-v4 tensor transpose logic." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 dtype/transpose issue are not the same defect." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2 support complaints, but they are model-specific and not the same code-path bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention v5 RC failure and flash_attention_3 degenerate training are different failure modes." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both concern dtype/precision, but one is a PyTorch warning during compile and the other is incorrect model dtype loading." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config option and a gguf_file load-path break are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/video-model torchvision handling and a testing_utils bug are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache loading and repeated 429 retries are different request/path handling bugs." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "A layernorm epsilon precision issue and a RoPE implementation issue are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence: it correctly treats the cluster as mostly heterogeneous, identifies only the import-regression pair as duplicate-like, and does not overclaim similarity on the other soft edges. The canonical issue choice is conservative and supported by the titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 54, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44987", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897" + ], + "soft_pairs": [ + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "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:46655|issue:46664", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:38617|issue:44351", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421" + ], + "prepared_review_unit_hash": "bc1c23594c165cbebd2878ed8a661428406f170647c1040e20ed52d7c66e82c7", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "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": "This cluster is a loose mix of unrelated Transformers issues: import/regression errors, model-specific bugs, training problems, and a few loading/processor crashes. None of the proposed soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated import errors, model-specific bugs, training regressions, and test flakiness rather than one shared defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:38617 is the closest representative of the small import-regression subtheme (missing exported symbol from transformers internals), but it still does not explain the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and failure modes: an infinite-loop image bug vs a memory overflow report." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading, but one is a tokenizer mapping None case and the other is a package loading failure; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a testing_utils bug." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM/MoE-related, but one is a missing image-patch helper and the other is a torch.split indexing issue; different code paths." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek models and distinct failures; no clear shared underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed config API vs flash-attention crash; only a broad transformer-v5 theme, not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked-prefill cache initialization and partial-batch masking are separate pipeline/runtime issues." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-related, but one is missing projections in layer 0 and the other is a missing config field silently dropped." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor-loading failures, but they stem from different missing dependencies/imports and different models." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Same broad Qwen family, but one is a transformers 5.0 model bug and the other is a specific layer-0 projection omission." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed config attribute and a broken sinq save/load path are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but one is a transformers internal symbol and the other is a huggingface_hub symbol; different packages and fixes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to Liger Kernel not applying with model_init." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Both mention training, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor dependency crash vs save_pretrained shard-size question; no shared bug." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but one is padding calculation and the other is num_frames semantics." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and empty-list chat-template IndexError are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek-v4 tensor conversion bug vs downstream accuracy regression after upgrade; not the same concrete issue." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test seed flakiness and a logging message issue are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication is a different failure from TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings API and quantization offloading problems are distinct." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they involve different missing symbols and different import surfaces; not one bug." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch bfloat16 warning and a TimesFM window_size AttributeError do not share an underlying code path." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None and DiffusionGemma pipeline failure are separate loading/inference problems." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only API leakage and a missing embed_tokens.weight in from_pretrained are different load-time bugs." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluation failure after train is unrelated to importing Trainer only after uninstalling datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and an auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to chunked-prefill cache lazy initialization." + } + ] + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44938", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:44162|issue:46172", + "issue:43097|issue:46298", + "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:44483|issue:44514", + "issue:43208|issue:43526", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43618|issue:43761", + "issue:43756|issue:44485", + "issue:42994|issue:44655" + ], + "prepared_review_unit_hash": "b106326efc311f6d13a54bb749a3e563a25a68f04fce3f95b457d2d2d76b21a9", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37088, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the soft-similarity pairs mostly connect unrelated regression reports that share only broad subsystem keywords (imports, saving, warnings, models, or v5 regressions). I would not collapse any of the suggested pairs as duplicates. The best single issue to anchor the cluster is the broad open import regression in issue 46365, but it is still not a true duplicate of the others.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46365 is the broadest, most generally user-facing import regression in the set, so it is the least-specific representative candidate; however, the cluster is too mixed to treat it as a true duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46365 is the most general and high-impact issue here, with a clear runtime failure and broad import surface, making it the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to a missing backend mapping for tensorflow_text." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "A video-model/torchvision import crash is unrelated to a notebook syntax error." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is a different failure mode from saving Pipeline objects." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Quantized model saving and a Qwen image infinite-loop bug are different code paths and symptoms." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An error-message regression in pipeline() is not the same as save_pretrained failing for Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch precision warning during compile is not the same as a Bamba SDPA torch.compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is a leftover dummy-class cleanup problem; right is a noisy logging message." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs are unrelated to Bamba SDPA compile failures." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A compile-time float32 warning is unrelated to the tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weights on load is unrelated to the max_shard_size default in save_pretrained." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to a Python version compatibility issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Lack of FA2 support for Nemotron is not the same bug as GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "A tokenizer decoder-type regression is not evidenced as the same bug as an isolated reproduction of another issue." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 training breakage is unrelated to the DeepSeek tensor transpose/dtype issue." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config field is not the same as a generic noisy logging message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignoring GPT2 attention scaling under backend dispatch is different from AttentionInterface.register behavior changes." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and Trainer import failures are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained failures and Qwen3.5 MoE from_pretrained errors are different concrete failure points." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "A Gemma3Config attribute error is unrelated to an Apple Silicon allocator TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling is unrelated to the degenerate zero-loss classification bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend packaging composition is not the same as a Trainer import conflict with datasets." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Two different import errors for different symbols and subsystems are not the same underlying bug." + }, + { + "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": "A local-path trailing-slash warning is unrelated to a float32 precision warning during compile." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "A chat/completions acceptance failure is not the same bug as Qwen2_5_VLProcessor batching crashing." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions not being assigned is a different regression from GPT2 attention scaling under backend dispatch." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import removed from configuration_utils is unrelated to local_files_only still allowing API requests." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is about attentions and the other about hidden_states; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and likely different implementation bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are distinct save-path issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 25, + "review_unit_index": 56, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44483", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46829", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:44038|issue:44230", + "issue:43299|issue:43867", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:44625|issue:46365", + "issue:43611|issue:44655", + "issue:44483|issue:46369", + "issue:43352|issue:43937", + "issue:36683|issue:43475", + "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: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:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561" + ], + "prepared_review_unit_hash": "fe0cb272c68eb4a69a0382033521d312ece23f03d02e9950e5d541c83562358b", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37233, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "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 loading, saving, configs, or Python compatibility, but they do not look like the same underlying bug/change. No PRs are present, so triage is issue-only.", + "confidence": 0.79, + "canonical_issue_reason": "issue:36683 is the most active, concrete runtime regression here and the best single anchor if one must choose a canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 has the richest discussion and a specific reproducible failure, making it the most representative standalone issue in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a Qwen3-VL-Moe loading regression; the other is fp8 inference support for Qwen3.5 MoE. Different bugs/features." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both mention model loading, but one is Qwen3VL-Moe breakage and the other is a sorted-state_dict load error. Different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and packages (GenerationMixin vs is_offline_mode)." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but one is token-embedding resizing propagation and the other is bidirectional attention masking. Separate code paths." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated: Qwen3.5 num_labels propagation vs importing Trainer with datasets installed." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different serialization problems: base_model_prefix load behavior vs Pipeline save_pretrained." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "API request rejection and SAM3 memory overflow are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support gate vs invalid GenerationConfig; different causes." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different model configs/outputs and different missing attributes." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors vs import-time docstring lint stdout noise; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load, but one is Pipeline serialization and the other is a sinq quantized model roundtrip." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4/Qwen3.5 issues and different config fields." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config attributes on different models." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they target different versions and likely different breakages." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern saving/loading checkpoints, but one is sorted state_dict loading and the other is Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Attention-mask behavior vs Llama head_dim validation are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output field regression vs Qwen3.5 checkpoint save corruption." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training bugs and VideoPrism output misassignment are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 missing vocab_size and optimizer SGD args not used are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python import errors and auto_docstring import-time logging are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug vs tensor-parallel training bug; different subsystems." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption vs a cache strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update decoration and broad import failures are not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling vs Trainer import shadowing by datasets; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen3.5 from_pretrained issues, but the missing embed_tokens.weight bug is distinct from the generic MoE load error." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs omission vs variable-length position_ids handling; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Generation-time Bart decoder bug vs tokenizer loading regression." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python import errors and a torch.jit decorator parsing issue are different failure modes." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both mention roundtrip/loading, but one is state_dict ordering and the other is Gemma pipeline token roundtrip." + } + ] + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "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", + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:42548|issue:44351", + "issue:43502|issue:44222", + "issue:43502|issue:44961" + ], + "prepared_review_unit_hash": "a3ae8ff5ffdfc5fb2592fe468f3412bb0a2258b97dcdf9ec18eab23257f04458", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36847, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct v5 regressions, import failures, and model-specific bugs. Only a couple of soft pairs look like true duplicates; the rest are related only at a high subsystem level and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43723 is the broadest, most central user-facing loading regression here: it targets `AutoTokenizer.from_pretrained` in v5 and best represents the cluster\u2019s repeated load/import breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best single issue to anchor this cluster because it is broad, clearly broken, and close to several of the other loading-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache `update()` no-grad behavior and a general \u201cv5 breaks too many models\u201d complaint are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism/OOM, but one is a training bug and the other is a model load OOM; too different to merge." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to slow `transformers` import, and the explicit `import *` cleanup is a plausible root cause of the same performance problem." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different model/code-path problems: CLIP attentions assignment vs `patchtsmixer` post-init policy." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No shared failure mode; cache update semantics are unrelated to the Python-version compatibility issue." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Model load failure from sorted state_dict and incorrect visual encoder save keys are different serialization bugs." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different loading failures; both are from_pretrained problems but not the same one." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for PyTorch availability vs tokenizer loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but one is a missing attentions assignment and the other is a structural API inconsistency; not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA/ReLU discussion and DeepSeekV3MoE implementation divergence are different code paths and symptoms." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test due to missing seeds is not the same as a model-loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "One is test determinism, the other is a CI failure in a different model; no shared root cause." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Seed-related test flakiness and stale auto_mapping references are separate issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline-request leakage and `AddedToken` argument duplication are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior and video-frame semantics are unrelated API changes." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash and trust_remote_code cache FileNotFoundError are different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility; too broad to treat as duplicates." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are separate Qwen/MoE issues." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing top-level model import and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper and cache FileNotFoundError are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization memory growth and checkpoint reload incompatibility are not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache `update()` decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface behavior change are separate API regressions." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both are Qwen3.5 MoE loading/tensor-parallel regressions; the missing `_tp_plan` is a plausible direct cause of the reported from_pretrained error." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python-file errors and a Chinese report about slower filtering after upgrade are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing `deepstack_visual_indexes` are different Qwen3.5 vision/MoE fields." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading and forward-doc confusion are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline request leakage and FP8 save_pretrained behavior are different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful relation between offline networking behavior and a placeholder issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it accurately characterizes most items as separate loading/import/model-specific regressions, and the two accepted soft pairs are phrased conservatively enough to look mergeable into single bugfix PRs. I don\u2019t see an overstatement of evidence in the canonical choice or the reject/accept calls." + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "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:44315|issue:46209", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:44038|issue:45125" + ], + "prepared_review_unit_hash": "cbc30e8b0ac3faed2e597dbf972188c9e6db473dd64300f6504dd009e4987dc0", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36400, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "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 issues: generation/cache bugs, import/load regressions, documentation mismatches, and model-specific failures. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the cluster is heterogeneous; the closest broad item is still too generic to subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision/processor-related, but one is a SmolVLM video-frames semantic issue and the other is an AutoProcessor backend-missing import/message; different failure modes." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache internals, but one is about @torch.no_grad on cache updates and the other is about _update_model_kwargs_for_generation after sync_gpus; not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated: one is a v5 docs cleanup about pipeline() removals, the other is a nonspecific issue titled 'racoon' with no clear technical overlap." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed jobs and tensor-parallel training bugs are distinct subsystems and symptoms." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "One is a concrete generate() UnboundLocalError in BART, the other is documentation confusion about forward arguments." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 model loading, but one is a Qwen3VL MoE regression and the other is a checkpoint reload compatibility issue; too different to merge." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they affect different model/tokenizer paths and have different reported breakages." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python-file errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 breakages, but one is the transformers env command and the other is PretrainedConfig typing; different code paths." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub is a dependency/import API issue, not the transformers env command bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and a DSA ReLU discussion are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Transformers env command failure and missing Qwen2_5_VLForConditionalGeneration import are different regressions." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion about model.forward args is not the same as an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap: 'racoon' is not a technical report, while the Gemma-4 issue is a specific audio positional encoding bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "A GLM-5 RoPE implementation discussion is unrelated to the 'racoon' issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are both loading-related but arise from different mechanisms." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and a docs note about return_all_scores are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support for Nemotron is a concrete model capability issue, not related to 'racoon'." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "The env command bug and Python 3.14 load failures are different environment regressions." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video missing an attribute and cache loading FileNotFoundError are different bugs." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Closely related RoFormer issues, but one is about kwargs not being forwarded and the other is about attention-interface usage; not the same concrete defect." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8 and MoE/Qwen, but one is about save_pretrained and the other about inference support; different fixes." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and a typo in cache strategies are not the same issue." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion and a video processor frame-count semantics bug are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and undefined tf backend errors are different subsystems." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files and a generic 'Bug report' are not a duplicate pair." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe sys.modules access are different implementation problems." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "A DSA indexer ReLU discussion is unrelated to a video processor num_frames bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both concern Qwen3/Qwen3.5 MoE, but one is a loading breakage and the other is a missing tensor-parallel plan; different concrete 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": 59, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43976", + "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:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894" + ], + "soft_pairs": [ + "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:43408|issue:44315", + "issue:44230|issue:46095", + "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:44492|issue:46328", + "issue:44704|issue:44908", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45468|issue:46894", + "issue:45230|issue:45310", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485" + ], + "prepared_review_unit_hash": "a479be4880db55ecb0f666d1c53967187f6a6855b1c56af0e49e1b00e28e558d", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 40292, + "estimated_input_tokens": 10073, + "estimated_eval_tokens": 20402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose theme cluster around Transformers v5/v5.4+ regressions, model/config loading failures, and import/lazy-loading issues, but the individual reports describe different code paths and are not true duplicates.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45278 is the best anchor because it is a broad, concrete upgrade-regression report (many import errors after moving from 4.57.0 to 5.5.0) and sits near the center of the shared v5 breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable representative issue for deduping this cluster: it is specific enough to be actionable, yet broad enough to cover the common version-upgrade failure pattern seen across the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different problems: Qwen3-VL 2D box output bug vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different failure modes: bounding-box hallucination vs infinite loop on a specific image." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "One is import-time overhead from import-* usage; the other is chunked_prefill cache absence." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Different symptoms: broken `transformers env` command vs checkpoint reload incompatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config missing `pad_token_id` is a specific config bug, not the generic v5 breakage complaint." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing `pad_token_idx` is a separate config-field regression." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility issues, but they affect different loading paths and models." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is unrelated to the broad model-breakage report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Same general upgrade theme, but not the same underlying bug or code path." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings API guidance is unrelated to a cache-strategy typo." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup and a specific missing `Qwen3_5ForCausalLM` import are different issues." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning vs Liger Kernel not applied with `model_init`; different behaviors." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 model support request vs deepseekv4 weight-conversion question are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-time slowness and lazy-loading malfunction are related only broadly, not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seed flakiness is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs ignoring are different subsystems." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support gap is unrelated to Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support regression is not the same as a Qwen3-VL hallucination bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access bug and a generic bug report are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are different code paths." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs forwarding are different APIs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save is unrelated to the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and missing `HybridCache` export are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup and a testing_utils typo are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support regression is broader release compatibility, not the same as generic model breakage." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support and missing `Qwen3_5ForCausalLM` import are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failures: Qwen3-VL bbox issue vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional `post_init` policy and `_tied_weight_keys` AttributeError are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer-loading regression are not duplicates." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading malfunction are different symptoms." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application bug and flash_attention_3 training degeneration are different code-path failures." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both involve processors, but timestamp calculation and video padding math are distinct bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shifting are different model bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not the same underlying issue." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight key AttributeError are separate problems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing Qwen3_5 module import are different failures." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug and scheduler kwargs bug are different subsystems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and multi-thread VRAM leak are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and Llama 3.2 Vision model-loading regression are not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-thread use and GLM-5 RoPE implementation 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": 60, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:46018|issue:46172", + "issue:44485|issue:45468", + "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: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", + "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": "3047b7939abeff0f123d6deb29cf55d2fcc70d044f6ee4744ab9d2868605ec59", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1851, + "serialized_chars": 960124, + "estimated_input_tokens": 240031, + "estimated_eval_tokens": 480318 + }, + "budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 43, + "serialized_chars": 38567, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity links mostly connect unrelated issues across different models, features, and regressions. I don\u2019t see a single true duplicate target, so I\u2019d avoid collapsing them into one canonical issue.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but one is about shared-expert gating and the other a specific tensor operation in the model code; they are not clearly the same bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different code paths: GLM-5 RoPE implementation vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration behavior and a VRAM leak in Qwen3ForCausalLM are unrelated issues." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only API requests and Qwen3VL timestamp calculation are separate problems." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 regression complaint is not the same as an import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation in a processor and missing files from save_pretrained do not describe the same bug." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "A timestamp bug in Qwen3VL and a VRAM leak in multi-threaded Qwen3ForCausalLM are different failures." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they concern different symbols/modules and different underlying breakages." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention support for NemotronHForCausalLM is a feature gap, not the same issue as a Qwen3_5 import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both touch tokenizer v5 behavior, but one is a broad behavior-change report and the other is a specific decoder-type bug; not clearly one bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is specific to GPT2LMHeadModel and the other is a vague general request; not enough to treat as the same underlying change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated 'Unemployment' issue are not the same." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the placeholder-like 'Unemployment' issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment and 'Unemployment' are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A nonsensical title and a broad v5 regression report do not match the same bug." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 import failure and 'Unemployment' are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "_get_tied_weight_keys list handling and chat-template crashes are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "from_pretrained slowness and a missing layer_type_validation import are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and tied-weight key handling are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same issue as _get_tied_weight_keys crashing." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0 requests, but they target different models and are not the same concrete change." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "A BART generate() mask bug and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on training failure and from_pretrained slowness are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance and forward() documentation confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for qwen3-vl/qwen3.5 moe inference and a from_pretrained error in Qwen3.5 Moe are different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio-model continuous batching and FP8 support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT type-hint issue and a tokenizer regex warning regression are not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and kwargs not passed to loss calculation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs passing and RoFormer attention-interface usage are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling and a typo in quantization_operation are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint correction and a typo in conversion code are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss calculation and a ModernBERT type hint are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A norm-layer design question and a type-hint bug are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling and a ModernBERT type-hint 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": 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": "ca11fa07ad7479793e4bbedce194d3dafa6fb583d30de179080a991e1e74f4e7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "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 each other: one is about tokenizer truncation direction, one about ReduceLROnPlateau-like scheduling, and one about Wav2Vec2 word time offsets. The cluster looks like a false positive from lexical similarity rather than a shared underlying bug/feature request.", + "confidence": 0.98, + "canonical_issue_reason": "If a representative is needed, #10519 is the clearest concrete feature request and the only one with a well-scoped technical topic; the other two are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the best issue to stand in for this cluster only in the weak sense that it is the most explicit and actionable request, but it should not be treated as a true canonical duplicate for the other two.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Different domains and problems: tokenizer truncation behavior vs learning-rate scheduler functionality." + }, + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Unrelated requests: truncation direction vs extracting word time offsets from Wav2Vec2." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared bug or feature: scheduler behavior request vs Wav2Vec2 alignment/timing metadata." + } + ] + }, + "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": "37b0f5f79b328598d647b2cfe643499537d734762283c8945344a5848c709afa", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is not a true duplicate set: one issue is about Tapas tokenization, while the other two concern model download/load failures. Of the two model-related issues, they are both user-facing loading problems but still appear to describe different failure modes.", + "confidence": 0.78, + "canonical_issue_reason": "issue:16618 is the broadest, most central user-visible model-loading report in the cluster; it is closer in theme to the other loading/error issue than the Tapas tokenization report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best representative for the cluster because it captures the main model-loading/problem theme and is the most general of the three.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different bugs: Tapas tokenization behavior versus a model loading failure for bert-base-uncased. No evidence they share the same code path." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both relate to model download/load errors, but one is specifically a bad auth/error message for private models while the other is a generic inability to load bert-base-uncased; not clearly the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "c86c59177e33f9035819f5909dd984ba4ebcf0e7f1ca9570e1c8fdc6fdb9ff64", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution requests for different capabilities: Flash Attention 2 support vs GGUF support. They are not duplicates and should not be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different technical targets and code paths: Flash Attention 2 architecture support versus GGUF architecture support. They are related only at a broad \u2018community contribution\u2019 level, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "21ba274cb989b740878670701cd60d97754489fb0a8b6dd436559069abf2ae62", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15980, + "estimated_input_tokens": 3995, + "estimated_eval_tokens": 8246 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15980, + "estimated_input_tokens": 3995, + "estimated_eval_tokens": 8246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a set of similar i18n translation-request issues, but they are not all the same underlying request. The only clear duplicates are the exact same generic-template issues, while the language-specific translation issues should stay separate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43834 is the best representative of the main exact-title duplicate subgroup ([i18n-] Translating docs to ) and is the earliest of that set; the other items are either later copies of that template or distinct language-specific requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the most central and earliest issue in the largest exact-match subgroup, so it is the least ambiguous representative of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request (Turkish vs generic template); similar template text is not enough to call them duplicates." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language request (Turkish vs generic template); this looks like a similar i18n template, not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific issue versus generic placeholder title; too coarse to treat as the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language request (Turkish vs Romanian), so these are separate translation issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language request (Turkish vs Spanish), not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder template; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder template; similar wording only." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language request (Spanish vs Romanian), so these are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder template; not a clear duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder template; similar theme but different underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder template; not enough to merge." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder template; different underlying language request." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language request; titles/body similarity appears template-driven rather than a true duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language request; similar template text does not establish the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical issue text; these look like duplicate copies of the same template issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title and near-identical issue text; likely duplicate template submissions." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different title/language content; similarity is too template-like to prove the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different title/language content; not clearly the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; the high similarity appears to come from shared template structure, not a true duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same generic placeholder title and highly similar bodies; this is the strongest duplicate candidate in that subgroup." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different title/language content; not enough evidence they are the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title/language content; looks like a similar template, not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; too risky to merge as a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different title/language content; similar template text is insufficient for duplicate status." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different title/language content; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; similarity is likely due to the shared issue template." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical title and essentially identical issue content; clear duplicate pair." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; similar template structure does not prove a duplicate." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; not enough evidence to merge." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet: the language-specific i18n issues are plausibly separate, while the exact-title placeholder pairs ([i18n-] and the identical Thai-title pair) are the only clearly duplicate-looking groups. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-36718-19", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "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:42738", + "issue:42738|issue:45027", + "issue:42738|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": "4a97892d8333918461f5e8364ed07eaf70d96f0beeb9f8b30334425688cac171", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24674, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24674, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose theme of model-support/request issues, not a set of true duplicates. The soft links are mostly driven by generic wording like \"Add\" or \"Support\" rather than the same concrete model or code-path change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46133 is the strongest representative because it is a substantive, active model-request thread with the most discussion/inbound activity in this set, but the cluster is too heterogeneous to treat as one duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46133 is the best anchor for this cluster: it is detailed, active, and clearly scoped as a model-support request. Even so, it should be treated as a thematic representative, not a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different requests: RoMa keypoint matcher vs MiniCPM3 architecture; only share a generic model-add pattern." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition and DEIMv2 model support are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support are different model families and different kinds of changes." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR model support are separate model additions, not the same issue." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests with no shared bug/change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection support and LFM2.5 Audio support target different models and modalities." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Adding RF-DETR and adding OpenAI weight-sparse transformer support are different changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR model support and Qwen3-ASR support are unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model families and different functionality." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are distinct model requests with no common code-path." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT addition and a weight-sparse transformer request are different underlying changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model-support requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR model support and NeoBERT addition are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model additions, not the same issue." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture work is not the same as adding a weight-sparse transformer model." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT models are different model-support tasks." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are different model families and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS support are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT model addition and a RoPE-related BERT-like discussion are different scopes." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "RoPE for BERT-like models and Voxtral TTS support are unrelated changes." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and a user-name issue are clearly unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS support and Qwen3-ASR support are related by family name but are different modalities and separate requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer support are different code paths and model types." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different model-specific support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are both audio-related but not the same model or change." + }, + { + "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 problems." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated model-support requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and Granite SWA+sink option are different changes in different model families." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE model addition are not the same concrete change." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the unrelated name-only issue are clearly not duplicates." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both model requests, but they are distinct models and not the same underlying issue." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and the unrelated name-only issue are not duplicates." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the unrelated name-only issue are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "d4cfe72b759eef73e28b88485c5e3d51de6a1ba6a07e49b6c846f95be68314ce", + "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 not duplicates: one is a docs request to add `pruna` as an optimization framework, and the other is a Vision RoPE refactor. They describe different areas and different kinds of work.", + "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": "No shared underlying bug or change: docs/framework listing request vs a vision-model refactor." + } + ] + }, + "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": "8168fa76fdb0da56039109666e5d3d2186f809e038ec74976c96fec52afbd845", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding, the other is a feature/support request for DeepSeek v3.2. No canonical cluster representative is evident from this pair.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue; the titles describe different underlying topics and do not point to the same bug or feature.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a single issue as the clearer standalone report, issue:43037 is more specific and actionable, but it is not a duplicate of issue:41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different subjects: \"Set Block Decoding\" concerns a decoding behavior/setting, while \"DeepSeek v3.2 support\" is a model support request. They do not appear to describe the same underlying issue 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": "fb553439431f8f0b13363706f2fadbc78d1b1b2aa14f8a8d5a12268fb0ad5d0c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two open issues are unrelated feature requests: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss / FLCE, while the other requests integrating TiledMLP to reduce memory footprint. They do not describe the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #41306 is the more concrete and implementation-specific request, centered on a single API flag and a clearly scoped component (`from_pretrained()` / FLCE).", + "canonical_pr_reason": null, + "best_issue_reason": "#41306 is the better canonical issue because it has a narrower, more actionable scope and is not just a broad architectural integration request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "These are different feature requests in different areas: FLCE loading behavior vs adding TiledMLP for memory savings. No shared code path or same underlying change is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "27adf8f618f9633d8542023a81c54fc8cb5f0e665ee32ec9ecca0558065ec7aa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are only loosely related through custom Trainer behavior, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43598 is the broader, more directly Trainer-focused request and is the better representative of this cluster\u2019s theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the best issue candidate because it centers on a concrete Trainer customization point, whereas 43600 is a narrower metric-estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems: one concerns `remove_unused_column` handling, the other concerns FLOPS estimation for custom trainers. Shared Trainer/customization context is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "4486a818be34a29d329e6d0939658b2cfbb58856e9368988aa5880458ddc2df5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at the high-level theme of Qwen model support, but they request different capabilities for different model families and different AutoModel heads. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate: #43684 is about registering Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while #44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different models and different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the broader and more central API-registration request, so it is the better representative issue if one must be chosen, but it does not subsume #44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Reject: the requests target different model families (Qwen3-Omni vs Qwen3.5) and different auto-model heads (conditional generation vs sequence classification), so they are not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "71b5ad079bc8517f9c11e6263891e5f8c71882eb9eaabbd775c15c387728ab46", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three near-identical low-information issues titled \"huggingface\" appear to be duplicates; issue #43835 titled \"Fett\" looks unrelated.", + "confidence": 0.78, + "canonical_issue_reason": "#43845 is the earliest of the repeated \"huggingface\" reports, so it is the best stand-in for the duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the clearest canonical issue among the apparent duplicates because it is earliest and matches the repeated title exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles with no shared details; no evidence they describe the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no body/target overlap; likely unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not match the repeated \"huggingface\" reports and there is no shared evidence." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title and very close creation times; they look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title as the other duplicate \"huggingface\" issues and no distinguishing content is present." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Identical title and similarly sparse content; likely the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: #43845/#43846/#43859 share the same low-information title, while #43835 has a different title and no other linking evidence. The soft-edge verdicts are conservative and supported by the packet data (identical titles, close timestamps, and soft_similarity only)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "2c3c7a53ff008adf35dd138e99fec7127d4378765e1ee7814c75c0449108f93c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-information, likely unrelated spam or placeholder issues with no concrete bug/report details. There isn\u2019t enough evidence to collapse them into a single duplicate cluster.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #44371 is the earliest generic placeholder entry and is as representative as any other item in this set, but the cluster is too sparse to support a stronger canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "#44371 is the safest issue to keep as the representative item because it is earliest and has the most generic placeholder title, but none of the issues provide substantive content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled '', but that only indicates generic spam labeling, not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam placeholders; there is no concrete evidence they report the same problem." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "'' and 'Documentation Enhancement Suggestion' are different in kind, and there is no shared report detail." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and 'Check out \"Google LLC\"' do not indicate the same underlying bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement feedback is not the same as a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement feedback is not the same as a spam placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but the metadata does not show a concrete shared issue to merge." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam placeholder and a company-name promo-style title are different low-information reports." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam placeholder and a company-name promo-style title are different low-information reports." + } + ] + }, + "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": "78f3d5f0e1cb92b11fe4b2d0a7cf8303ee9244aba6e8594ea83b8aedda7da968", + "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": "These two closed issues have identical titles and very similar body sizes/content, with no distinguishing links or filenames, so they are very likely duplicates of the same reported request.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 is the better canonical because it has an inbound reference and otherwise matches #45151 almost exactly, suggesting it is the earlier/linked copy.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is a strong representative issue: same title as #45151, similar body length, and slightly more evidence of being the referenced thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical title and highly similar issue text indicate the same underlying issue; no evidence suggests distinct reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the issues have identical titles, close body lengths, and a soft similarity signal, with issue #45145 also having the earlier timestamp and one inbound reference. The duplicate/representative judgment is appropriately conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "209e23c26fc13b7ae9385c70a537e76f034e4db0506f0adf33ac1a0b961ffd3a", + "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 appear unrelated: they are just distinct person-name/date strings with no shared technical context or description, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical candidate; they do not describe the same bug or request and have no supporting context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates only; no evidence they report the same underlying problem or request." + } + ] + }, + "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": "d761bd67cd4aded20888b2315404e73eb4add6dc9baff4f4702439f84c82a94d", + "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 are just sparse name/date entries and do not look like the same underlying problem; the soft-similarity signal is too weak to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: there is no substantive issue content or shared problem statement, so neither item can be justified as the duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong representative, but if one must be picked, 45764 is no better or worse than 45765; both lack enough context to serve as a canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: these are just two unrelated-looking closed issues with different personal-name/date titles and no body, links, or shared technical context indicating the same bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 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": "94cefa95ce53f45648aa48569ac655b5f8517bac5db31f8880b460529a0fd8d2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. This is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests and code paths: model head support vs FP8 training support. Shared similarity is too broad to treat 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": 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": "121058cb8aa9676fa33fc30affcda48be1ba289adbaf6ec8b8cddc692e41ab29", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to split into two likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is thematically related, but it looks like a distinct dataset-related request rather than a duplicate of either pair.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue covers the whole cluster; the evidence supports two likely duplicate pairs, while 45869 is related but distinct.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best representative issue overall because it is the older copy in one likely duplicate pair and has the only discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial/DataForge theme, but the requests are different: dataset listing versus example/prediction use case." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869/45870: topical overlap only; not the same underlying request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Likely duplicate pair: identical title and matching body size make these look like the same request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are financial/DataForge-related, but the concrete asks differ enough that they do not look like duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Broad thematic similarity only; the request appears different from the example/prediction issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same reason as 45870/45872: similar domain, but different concrete request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related topic, but not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Likely duplicate pair: identical title and matching body size strongly suggest the same request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster split is plausible, but the writeup is a bit too strong for the packet. We only have titles, body lengths, and soft-similarity signals\u2014no body text or explicit links\u2014so calling 45870/45871 and 45872/45873 \u201cexact duplicates\u201d is stronger than the evidence supports. Also, 45869 is related thematically, so calling it \u201cunrelated\u201d overstates the separation. A more conservative phrasing would be \u201clikely duplicate pairs\u201d with 45869 as a related but distinct request." + }, + "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": "e16667e91153091bb5a374bbe299b8bb38d95017b61268502af8312f2c00a2da", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both mention static cache and linear attention, but they describe different failure modes: one is a shape corruption/runtime error during early initialization, the other is a KeyError for `linear_attention` in Qwen3.5. They are related in subsystem, but not clearly the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a concrete mechanism (`early_initialization`) and a clearer failure mode (wrong shapes leading to `RuntimeError`) rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest representative for this cluster since it describes the broader static-cache/linear-attention breakage in a way that could encompass multiple downstream crashes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both involve static cache and linear attention, but 46439 reports shape corruption during early initialization while 46441 reports a `KeyError: 'linear_attention'` in Qwen3.5. That looks like different root causes, so I would not merge them." + } + ] + }, + "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": "c960a2c36cdb79c8945534619c7227e62c1d9446fb666fc629a3e0134bb7e07f", + "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 exact duplicates: identical titles, identical body length, and the same reported Wav2Vec2CTCTokenizer v5 special-token leak behavior.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical target because it is still open and already has inbound references, making it the active discussion thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue to keep because it is the live report for the same bug and has existing references from other items.", + "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 the same underlying issue, so the duplicate edge should be accepted." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s conclusion is well grounded in the packet: the two issues have identical titles, identical body lengths, and perfect similarity (jaccard 1.0), so treating them as duplicates is conservative and supported. The choice of issue #46552 as canonical is also justified by its open state and inbound references." + }, + "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": "a8e99994ad76b8c4a37973f61aff4dd55025b2160eb0a75a66304d944912da7e", + "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 training object detection models, but they report different failure modes and likely different root causes: one is a tensor shape mismatch, the other is an out-of-memory problem occurring after several epochs in RT-DETR v2 training.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #46657 is the cleaner representative of the tensor-shape mismatch bug report, but it should not be treated as a duplicate of #46692.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the better standalone issue to anchor this cluster because it describes a concrete, reproducible error symptom more directly than the memory-growth report in #46692.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different code paths: tensor size mismatch during object-detection training versus OOM after some epochs in RT-DETR v2. Shared domain is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 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": "10c3b165dc38753e4874d2ae62d1aebbb6b3ab35d04538555ef1a3ef7b321735", + "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": "The two issues describe different model-loading failures in different pathways: ZeRO-3 zero.Init partitioning during multi-GPU load versus 4-bit auto device mapping with max_memory dispatching to CPU. They are not the same underlying bug, so the soft edge should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46822 is more specific and actionable, with a concrete failure mode (ZeRO-3 zero.Init not partitioning a composite submodule leading to OOM on multi-GPU load).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the better canonical issue because it isolates a single code-path problem and includes a clear reproduction symptom tied to partitioning behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different loading mechanisms and failure modes: one is ZeRO-3 partitioning/OOM, the other is 4-bit device-map/max_memory CPU dispatch with ValueError. They are not plausibly 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-46906-4", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46948|issue:46969" + ], + "prepared_review_unit_hash": "cee8b404959bc90b004c12240eab93f2f276d35415befed70f6f31097eda804b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4441, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4441, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These four issues look like recurring daily triage reports for the same area (\u201c[serge] integration failure triage\u201d) rather than duplicate reports of one underlying bug. They should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46906 is the earliest item and has the strongest inbound reference signal, so it is the best representative if one must be chosen for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46906 is the most suitable issue to keep as the cluster representative because it is earliest and most referenced, but it still appears to be one instance of a recurring triage thread, not a unique bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage-series title, but this looks like a different day\u2019s report rather than the same underlying bug or change; no shared explicit target or code artifact evidence." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "These appear to be separate daily integration triage entries, not duplicate descriptions of one concrete failure." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Similar recurring title only; insufficient evidence that both issues track the same exact bug instance." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Different dates in the same triage series, with no explicit bug identity or shared implementation target." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Likely separate triage notes for successive days, not duplicates." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Same subsystem and template, but not the same underlying issue; these are separate daily triage reports." + } + ] + }, + "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": "a170229f340a3f8b7a566ded45dc09754c85fcb7fd30b0749e2917db400b4273", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1488, + "estimated_input_tokens": 372, + "estimated_eval_tokens": 1000 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1488, + "estimated_input_tokens": 372, + "estimated_eval_tokens": 1000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues have the same title and appear to request the same feature addition (RWKV7 model support), with no evidence of distinct scopes. They are strong duplicates, and the open issue is the better canonical tracker.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46984 is open and has the same feature request title as #46983, making it the best place to track the ongoing work.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is the best overall issue because it is still open and appears to represent the same underlying request as the closed issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and same requested feature; both appear to be the same underlying model-support request, so this is a clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: both items have the same title, are both issues, and the only pairwise evidence is strong soft similarity. The conclusion is conservative enough, and the open issue (#46984) is a reasonable canonical tracker for the same request." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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-40546-36", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:45862", + "pull_request:46180", + "pull_request:46196", + "pull_request:46425", + "pull_request:46509", + "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:46917", + "pull_request:46920", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46977" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46958", + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46950|pull_request:46970", + "pull_request:46927|pull_request:46950", + "pull_request:46927|pull_request:46951", + "pull_request:46970|pull_request:46971", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46951|pull_request:46970", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46902|pull_request:46965", + "pull_request:46907|pull_request:46928", + "pull_request:46926|pull_request:46928", + "pull_request:46926|pull_request:46941", + "pull_request:46941|pull_request:46970", + "pull_request:46907|pull_request:46941", + "pull_request:46928|pull_request:46941", + "pull_request:46180|pull_request:46658", + "pull_request:46180|pull_request:46707", + "pull_request:46658|pull_request:46903", + "pull_request:46954|pull_request:46961", + "pull_request:46954|pull_request:46977", + "pull_request:46928|pull_request:46951", + "pull_request:46907|pull_request:46927", + "pull_request:46908|pull_request:46951", + "pull_request:46891|pull_request:46954", + "pull_request:46926|pull_request:46927", + "pull_request:43451|pull_request:46954", + "pull_request:46908|pull_request:46941", + "pull_request:46954|pull_request:46957", + "pull_request:46903|pull_request:46970", + "pull_request:46958|pull_request:46961", + "pull_request:46958|pull_request:46977", + "pull_request:46961|pull_request:46974", + "pull_request:46658|pull_request:46970", + "pull_request:46707|pull_request:46920", + "pull_request:46958|pull_request:46974", + "pull_request:46974|pull_request:46977", + "pull_request:43451|pull_request:46920", + "pull_request:46920|pull_request:46957", + "pull_request:46836|pull_request:46920", + "pull_request:46891|pull_request:46920", + "pull_request:46957|pull_request:46958", + "pull_request:46891|pull_request:46958", + "pull_request:46891|pull_request:46974", + "pull_request:46957|pull_request:46974", + "pull_request:45862|pull_request:46425", + "pull_request:46957|pull_request:46965", + "pull_request:46196|pull_request:46965", + "pull_request:40546|pull_request:43451", + "pull_request:46912|pull_request:46977", + "pull_request:46836|pull_request:46965", + "pull_request:46425|pull_request:46965", + "pull_request:46196|pull_request:46425", + "pull_request:43451|pull_request:46425", + "pull_request:46425|pull_request:46961", + "pull_request:43451|pull_request:46912", + "pull_request:46425|pull_request:46836", + "pull_request:46425|pull_request:46891", + "pull_request:46912|pull_request:46957", + "pull_request:46891|pull_request:46912", + "pull_request:46836|pull_request:46912", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46917", + "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:46927|pull_request:46971", + "pull_request:46949|pull_request:46970" + ], + "prepared_review_unit_hash": "88a004799fca0c085fe25ba6769cc0a3934de923ff06ecc1df57e52c0a1afcfe", + "component_budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 108, + "serialized_chars": 121126, + "estimated_input_tokens": 30282, + "estimated_eval_tokens": 60820 + }, + "budget": { + "node_count": 35, + "item_count": 35, + "soft_pair_count": 72, + "serialized_chars": 98386, + "estimated_input_tokens": 24597, + "estimated_eval_tokens": 49450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated PRs; the only near-duplicate CohereASR pair is close but should be treated as alternative fixes, not a mergeable duplicate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46895 is the clearest representative of the CohereASR double-shift bugfix because it has the explicit issue link, targets the concrete training-loss path, and includes the aligned test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 46895 is the strongest standalone PR in the cluster because it directly fixes the concrete bug and is the most complete artifact in the only plausible duplicate group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": false, + "reason": "Same CohereASR bug, but the implementations diverge: one threads shift handling through the existing loss path, the other replaces the loss computation with a direct CrossEntropyLoss. Those are alternative fixes, not one clearly mergeable PR." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Same model area, but different underlying fix: PPFormulaNet vs CohereASR, so this is not the same bug or change." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Both touch Mamba2-related failures, but one changes model execution while the other only adjusts test loading behavior; not the same fix." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46970", + "accept": false, + "reason": "Different models and different code paths; same general failure class is too weak." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and unrelated code paths." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46971", + "accept": false, + "reason": "Same model family and failure theme, but the fixes are distinct and not clearly the same bug." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "Different models and different fixes." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Different models and unrelated code paths." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46970", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "Different models and distinct test failures." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "Different models and unrelated bugs." + }, + { + "left": "pull_request:46902", + "right": "pull_request:46965", + "accept": false, + "reason": "Different bugs in different subsystems." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "Different models and distinct failures." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "Different models and unrelated code paths." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "Different models and bugs." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "Different models and unrelated failures." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:46180", + "right": "pull_request:46658", + "accept": false, + "reason": "Both are model-addition PRs, but for different models and unrelated code." + }, + { + "left": "pull_request:46180", + "right": "pull_request:46707", + "accept": false, + "reason": "Different features in different areas; not the same change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46903", + "accept": false, + "reason": "Different models and unrelated changes." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Different concerns: model cleanup vs workflow automation." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46977", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR bugfix vs workflow change; unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46977", + "accept": false, + "reason": "Different models and unrelated code." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46974", + "accept": false, + "reason": "Different features and unrelated code paths." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46957", + "accept": false, + "reason": "Different subsystems; same broad math theme is not enough." + }, + { + "left": "pull_request:46920", + "right": "pull_request:46957", + "accept": false, + "reason": "Different models and unrelated issues." + }, + { + "left": "pull_request:46917", + "right": "pull_request:46920", + "accept": false, + "reason": "Different subsystems; deprecation cleanup vs audio API update." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Different features and unrelated code paths." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46965", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions; not duplicates." + }, + { + "left": "pull_request:40546", + "right": "pull_request:46954", + "accept": false, + "reason": "Different models and unrelated code." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46954", + "accept": false, + "reason": "Different models and unrelated changes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46425", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46965", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46957", + "accept": false, + "reason": "Different subsystems; same broad math theme is not enough." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46965", + "accept": false, + "reason": "Different models and unrelated code paths." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model-addition PRs; not duplicates." + }, + { + "left": "pull_request:40546", + "right": "pull_request:46954", + "accept": false, + "reason": "Different models and unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46954", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46965", + "accept": false, + "reason": "Different models and bugs." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46425", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Different models and unrelated changes." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46836", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46920", + "accept": false, + "reason": "Different models and unrelated code paths." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46954", + "accept": false, + "reason": "CI/workflow change vs model cleanup; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46958", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46958", + "accept": false, + "reason": "Workflow automation vs CohereASR bugfix; unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different models and unrelated changes." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46920", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46974", + "accept": false, + "reason": "Workflow automation vs music model typo fix; unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the one accepted soft-edge pair is too strong for the packet. PR 46895 and PR 46958 both address the CohereASR double-shift bug, but they implement it in different ways: 46895 threads shift_labels / conditional shift handling through the existing loss path, while 46958 replaces the loss call with a direct CrossEntropyLoss over reshaped logits and labels. Those are alternative fixes rather than clearly mergeable changes for a single PR, so the accept verdict is not conservative enough. The rest of the verdicts are mostly conservative, but this one acceptance is enough to reject." + }, + "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": 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-40546-36", + "nodes": [ + "pull_request:43451", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46891", + "pull_request:46907", + "pull_request:46908", + "pull_request:46926", + "pull_request:46927", + "pull_request:46957", + "pull_request:46961", + "pull_request:46968", + "pull_request:46970", + "pull_request:46977" + ], + "soft_pairs": [ + "pull_request:46927|pull_request:46970", + "pull_request:46908|pull_request:46926", + "pull_request:46907|pull_request:46908", + "pull_request:43451|pull_request:46836", + "pull_request:46658|pull_request:46836", + "pull_request:46891|pull_request:46957", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:46707", + "pull_request:43451|pull_request:46891", + "pull_request:46196|pull_request:46836", + "pull_request:43451|pull_request:46707", + "pull_request:46707|pull_request:46891", + "pull_request:46658|pull_request:46957", + "pull_request:46836|pull_request:46891", + "pull_request:46836|pull_request:46957", + "pull_request:46961|pull_request:46977", + "pull_request:46707|pull_request:46836", + "pull_request:46891|pull_request:46968", + "pull_request:46707|pull_request:46957", + "pull_request:46957|pull_request:46968", + "pull_request:43451|pull_request:46196", + "pull_request:46707|pull_request:46968", + "pull_request:43451|pull_request:46957", + "pull_request:43451|pull_request:46968", + "pull_request:46196|pull_request:46891", + "pull_request:46196|pull_request:46707", + "pull_request:46196|pull_request:46957", + "pull_request:46836|pull_request:46968", + "pull_request:46957|pull_request:46961", + "pull_request:46891|pull_request:46961", + "pull_request:46957|pull_request:46977", + "pull_request:46891|pull_request:46977", + "pull_request:43451|pull_request:46961", + "pull_request:43451|pull_request:46977", + "pull_request:46836|pull_request:46961", + "pull_request:46836|pull_request:46977" + ], + "prepared_review_unit_hash": "bddd290b4b1113b39e76e74b778d6fac7bf412217de7602b3ea0ca82568c3e5c", + "component_budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 108, + "serialized_chars": 121126, + "estimated_input_tokens": 30282, + "estimated_eval_tokens": 60820 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 36, + "serialized_chars": 45249, + "estimated_input_tokens": 11313, + "estimated_eval_tokens": 22882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad set of unrelated PRs that only share superficial textual similarity (new model additions, small regression fixes, docs/CI/workflow edits, and infrastructure changes). None of the soft edges are true duplicates or mergeable as one concrete change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items cover distinct features and fixes across unrelated code paths, so any representative would be misleading.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR; there isn't a single PR that meaningfully represents the others because they are not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46927", + "right": "pull_request:46970", + "accept": false, + "reason": "Different model regressions on different code paths (`glm46v` input casting vs `musicgen_melody` generation inputs)." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Both are load-error test fixes, but for different models and causes; not the same bug." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Different models and fixes (`edgetam` kwarg handling vs `deepseek_v32` loading/offload issue)." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Both add model support, but for unrelated models; not one underlying change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Separate model additions with different architecture/codebases; too broad to merge as one PR." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46957", + "accept": false, + "reason": "Unrelated changes: CI/PEFT integration workflow versus generation/fp8 kernel optimization." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Distinct model integration PRs; same broad theme, not the same bug or feature." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46707", + "accept": false, + "reason": "A new model add versus distributed FSDP2 infrastructure; unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46891", + "accept": false, + "reason": "Model addition PR and CI workflow PR are not the same underlying change." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46836", + "accept": false, + "reason": "Docs/model SDPA support versus adding a new OCR model; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46707", + "accept": false, + "reason": "Model addition and distributed runtime work are different code paths." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46891", + "accept": false, + "reason": "FSDP2 migration and PEFT CI workflow changes are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46957", + "accept": false, + "reason": "Different features in different subsystems; no shared concrete bug or patch." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46891", + "accept": false, + "reason": "New model support versus CI plumbing; not mergeable as one fix." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", + "accept": false, + "reason": "Unrelated model addition and generation kernel optimization." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46977", + "accept": false, + "reason": "Workflow normalization and Mllama argument cleanup are unrelated changes." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46836", + "accept": false, + "reason": "Distributed FSDP2 work and OCR model addition are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46968", + "accept": false, + "reason": "CI test workflow update and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46957", + "accept": false, + "reason": "Different code paths: distributed training support versus generation/fp8 optimization." + }, + { + "left": "pull_request:46196", + "right": "pull_request:43451", + "accept": false, + "reason": "Both are large PRs, but one is SDPA dispatch/docs and the other is a new model addition." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46968", + "accept": false, + "reason": "Distributed FSDP2 code versus docs link fixes; not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "A model addition PR and a generation performance PR are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46968", + "accept": false, + "reason": "New model support and docs autolink fixes do not share the same underlying bug." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46891", + "accept": false, + "reason": "Model attention dispatch changes versus PEFT CI changes are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46707", + "accept": false, + "reason": "Different subsystems: wav2vec2/audio attention dispatch vs distributed FSDP2 support." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46957", + "accept": false, + "reason": "Audio model SDPA work and generation/fp8 optimization are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46968", + "accept": false, + "reason": "OCR model addition versus docs autolink cleanup; different scopes entirely." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46961", + "accept": false, + "reason": "Generation optimization and Serge workflow normalization are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46961", + "accept": false, + "reason": "CI pipeline changes and branch-normalization workflow are different automation concerns." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46977", + "accept": false, + "reason": "Generation/fp8 optimization and Mllama API cleanup are different code paths." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46977", + "accept": false, + "reason": "CI integration work and Mllama argument deprecation are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46961", + "accept": false, + "reason": "A new model PR and a workflow-normalization PR are not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46977", + "accept": false, + "reason": "Model addition and Mllama argument renaming are unrelated fixes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46961", + "accept": false, + "reason": "New OCR model support versus repo workflow normalization; not duplicate." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46977", + "accept": false, + "reason": "OCR model integration and Mllama API cleanup are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "f3958475e33dd1b4c742643a9978c797b03bdb203501aaabab760de0ce33fc88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They do not fix the same code path or represent the same change, so the soft duplicate edge should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for this cluster; the PRs target different models and different functionality, so neither can represent the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR as a duplicate representative because these are unrelated feature additions rather than variants of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and different features: TimesFM covariate forecasting vs DINOv3 image classification. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "9d3b6b417781ce3b595925e033ad292bbe1571e1ef972cc2e1373cbe857e44eb", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly unrelated across distinct subsystems. The clearest near-duplicate is 43251/43254: both change `loss_utils.fixed_cross_entropy` to pass additional `cross_entropy` kwargs for the same issue target, so they look like the same underlying fix. The other pairs are weak soft-similarity matches only.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43251 is the best canonical PR anchor because it is the more explicit and complete `fixed_cross_entropy` kwargs fix in `src/transformers/loss/loss_utils.py`, and it cleanly subsumes the close variant in 43254.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43251 is the best overall representative PR because it most clearly captures the concrete `cross_entropy` kwargs passthrough change in `loss_utils`, while 43254 is a near-identical variant of that same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method additions vs a new MobileLLM model; different goals and code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API work vs ExecuTorch export test additions; unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs model addition; different subsystems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper kwargs fix vs new model addition; no shared bug or implementation path." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`cross_entropy` kwargs fix vs Mistral4 model/test updates; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape test work vs Mistral4 changes; not the same fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch testing vs MobileLLM model addition; different code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Model addition vs config-resolution ordering fix; different bugs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Model addition vs Falcon output-interface refactor; not the same underlying problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/tooling content; no shared code-path bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactor vs Mistral4 tests/model changes; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model changes vs CLIP `layrnorm` renaming; different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes vs chat parsing/serve overhaul; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes vs TDT loss kernel addition; different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 changes vs config-resolution ordering fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 model/test work vs model-creation skill/tooling; not a duplicate change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs model-creation skill/tooling; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying `cross_entropy` kwargs bug in `loss_utils`; same file/function and plausibly mergeable into one fix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts are mostly conservative and well-grounded, and the 43251/43254 match is supported by the shared issue target and same file. However, the summary overstates the evidence by calling 43251/43254 an \"accepted loss fix\" and the \"only real duplicate pair\" without packet support. The packet only justifies that they are the clearest near-duplicate in this set, not that one is accepted or that no other duplicate exists beyond the reviewed similarities." + }, + "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": "b282d8d4a533e6422c654510b8aa407d1899738cbbdcbc2f10f4fde1256f2aba", + "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 perform CI workflow dependency bumps, but they target different actions and different upgrade goals: one is a broad Node 24 compatibility update for core GitHub Actions, the other is a Docker build action version bump. They are related maintenance work, not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the more representative workflow-maintenance PR: it upgrades several core GitHub Actions used across many workflows and has the clearer, repo-wide compatibility goal.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the better standalone representative because it is broader and more central to GitHub Actions compatibility; #42976 is narrower and focused mainly on docker/build-push-action updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency bumps, but they change different action families and solve different maintenance issues. They do not appear to fix the same concrete bug/change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "c9a73943c470b72e1e4f73d0d9aeae0acc100ea9d55d02cfbfbf83a1d2599f39", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four unrelated model-addition PRs that happen to share boilerplate areas like docs, auto registries, and test scaffolding. They do not appear to fix the same bug or implement the same change, so none of the soft duplicate edges should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR here is a canonical duplicate target because each PR introduces a different model family and its own files, configs, tests, and docs. The strongest standalone PR is Step 3.7 Flash, mainly because it has the broadest implementation surface and the highest review activity, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46562 is the best representative only in the sense that it appears the most mature and extensively reviewed among the unrelated model-addition PRs. It is not a duplicate match for the others; it simply looks like the most complete individual contribution in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto files are boilerplate for registering new models, not evidence of the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions: ViT NEPA vs CTSM. Overlap is limited to common integration points like auto mappings and docs, which is expected for separate models." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions: Molmo vs CTSM. They touch the same broad subsystem but implement distinct model families with different configs, processors, and tests." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Different model additions: CTSM vs Step3p7. Shared registry and docs updates are generic new-model plumbing, not the same concrete feature or bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "16baf7270bd8dbb6ccdabba689c7442120796199a86c1ebf1fc8433431824825", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19589, + "estimated_input_tokens": 4898, + "estimated_eval_tokens": 10052 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19589, + "estimated_input_tokens": 4898, + "estimated_eval_tokens": 10052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated PRs touching different bugs or test/CI infrastructure. The only strong duplicate-like pair is the two YOLOS fixes targeting the same device-mismatch issue in the same model file.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best canonical representative for the YOLOS bug: it fixes the concrete device mismatch in the forward path and also preserves the no-split-module change, while sharing the same explicit issue target as 46886.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest standalone fix for the actual YOLOS device_map=\"auto\" problem; 46886 looks like an earlier/partial variant of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different areas and bugs: Whisper tokenizer decode behavior vs CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding fix is unrelated to FP8 dequant/model-loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems: Whisper decoding vs generation watermarking validation." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer fix and YOLOS device-mismatch fix are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test assertion churn in CLIP/ViT is unrelated to Phimoe CI memory/runtime setup." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These target different code paths: model tests vs FP8 dequantization/loading." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated: model test edits vs generation config/watermarking bug fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Test-only CLIP/ViT changes are not the same bug as the YOLOS runtime fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization/model-loading logic is unrelated to Phimoe CI integration test setup." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different concrete issues: FP8 kernel/loading fix vs generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequantization and YOLOS device placement are distinct bugs in different models/code paths." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation is unrelated to CI environment fixes for Phimoe tests." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking-config validation and YOLOS device mismatch are unrelated changes." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory/device-map test infrastructure is unrelated to the YOLOS model bug." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Same underlying YOLOS device_map=\"auto\" device-mismatch bug, same file, same explicit issue target, and the later PR contains the concrete forward-path fix plus the split-module change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are appropriately conservative. The only accepted pair, 46886/46922, is a mergeable same-bug YOLOS fix in the same file with the same issue target, and the other pairs are reasonably judged unrelated based on the diff previews." + }, + "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": "e42e5d2945faef1013c5e5f3433fad114956188f10ad5832815509fb342542c0", + "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 pull requests are unrelated '[don't merge]' test/demo changes; they overlap only superficially in being workflow/test infrastructure edits. None should be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR here because the changes target different code paths. If one representative must be chosen, 43532 is the most substantive and descriptive of the set because it spans multiple workflow and test-support files.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the strongest representative for the cluster only in the sense that it has the richest, most varied diff; it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "43488 changes setup/version/dependency metadata and a Vit test; 46747 only changes the PR security-gate workflow trigger. Different underlying changes, not the same bug or fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is a packaging/version tweak plus a test change, while 43532 edits CI workflows, testing utilities, and notification code. Shared test file name is incidental, not the same concrete change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they address different systems: 43532 adjusts self-comment CI and related helpers, while 46747 changes the security-gate workflow trigger. Not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "4fd726eb74f634e7111e97573dee9fcdd2398ac6f80c31768d936040156393be", + "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": "Two open PRs add different segmentation pipelines with overlapping scaffolding, but they implement distinct features: promptable concept segmentation vs promptable visual segmentation. The shared doc/autoload/test metadata changes are not enough to treat them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader, more complete implementation of a specific pipeline feature, with multiple model integrations and dedicated tests/doc updates; if one PR must represent the cluster, it has the strongest standalone scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the better representative because it covers a fully fleshed-out change set for one concrete code path, while 43612 is a narrower variant of a different segmentation task.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Both touch pipeline/documentation scaffolding, but they target different features and code paths: concept segmentation versus visual segmentation. The model support, task docs, and pipeline modules differ enough that they are not the same underlying change and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "885d50507a5c8bc7ffad4efbbc349f5c3be4878e1489a8b60c25d9717c210eb9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different trainer extensibility PRs in the same file, not the same underlying change: one adjusts gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43651 is the better representative of the cluster because it has the clearer, more substantial behavioral change and the more explicit trainer-extension API addition, while 43663 is a separate refactor with a different purpose.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43651 is the strongest standalone PR: it introduces a focused new property and changes loss scaling behavior in a concrete code path. 43663 is unrelated enough that it should not be merged into the same duplicate bucket.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different trainer code paths and different goals: 43651 handles gradient accumulation loss normalization, while 43663 adds an overrideable helper for signature-column filtering. They are not the same bug/change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "689efca2809432e984624f5f0b57f4040b5e3173526ef1e2c63b0bfe9628f322", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention NameError, but they target different annotation-related failures in `src/transformers/cli/serve.py`: one is a broader typing/forward-reference cleanup, the other specifically fixes `TypeAdapter` when `pydantic` is absent.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43842` is the more specific and concrete fix: it guards the `TypeAdapter` import under `TYPE_CHECKING` and stringizes the annotation, directly addressing the runtime NameError when `pydantic` is not installed.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43842` is the best representative because it fixes a narrowly defined crash path with a clear cause and minimal scope; `pull_request:43656` looks like a broader type-hint modernization rather than the same bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Shared file and similar symptom wording, but they fix different underlying problems: broader annotation/forward-reference issues vs. `TypeAdapter` import failure without `pydantic`. They are not merge-equivalent." + } + ] + }, + "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", + 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"summary": "This cluster is mostly a set of unrelated model-specific refactors for standardized output tracing. The only strong duplicate groups are the GPT-Neo pair and the GPT-J/CodeGen variants; the rest are just same-theme PRs touching different model implementations.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative anchor: it covers the GPT-J/CodeGen output-tracing refactor, shares the same tracking issue, and overlaps the earlier GPT-J-specific variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single representative of the cluster's main duplicate subthread because it is the broadest and most complete GPT-J-family standardized output-tracing change, with direct overlap to 44066 and 44085.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same output-tracing theme is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Related GPT-J family work, but 44066 is broader and includes CodeGen; 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these look like the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; shared issue theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J are unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "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 and ResNet are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; 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only the refactor pattern matches." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and XLM/Flaubert are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44071", + "accept": false, + "reason": "TextNet and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." + }, + { + "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:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are unrelated model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert are separate code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different code paths." + }, + { + "left": "pull_request:43997", + "right": "44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J-family standardized output-tracing change with overlapping files and the same tracking issue; 44722 looks like the later, broader version of the same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target GPT-J output-tracing in the same file family and same issue thread; they look like the same underlying refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: the only clearly mergeable duplicate subthreads are the GPT-Neo pair and the GPT-J/CodeGen group, while the rest are same-theme but model-specific changes. The soft-edge accepts are conservative and supported by shared files/issue targets; the false verdicts also look appropriately cautious." + }, + "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": "02a059ac6999a1119685a552ae036410693cca4a6c17308fb965e6f1d89fc5ca", + "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": 17125, + "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 variations of a standardized output-tracing refactor, but they target different model implementations and are not duplicates of one another. They look like a family of related maintenance changes rather than the same underlying bug fix or feature branch.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best anchor: it has an explicit issue link, a concrete SpeechT5 output-tracing refactor, and the clearest standalone scope among the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest representative because it is the most explicitly scoped and least ambiguous about the intended change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both modernize output tracing, but they touch different models (FocalNet vs ImageGPT) and different code paths, so they are not the same change and would not plausibly merge into one PR." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model-specific refactors; same migration pattern, but not the same concrete bug or code path." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert have similar output-capture plumbing changes, but they affect different architectures and cannot be treated as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are parallel refactors in different models, not one underlying fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert each migrate output collection independently; similarity is thematic, not a shared code-path problem." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both use the new output-capture utilities, but they modify different model internals and solve different model-specific implementation updates." + } + ] + }, + "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": "3a9b31a5af36de62d5d5bf51b39b42673fbde9577f67f5ba92288a464b6ca34e", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40162, + "estimated_input_tokens": 10041, + "estimated_eval_tokens": 20338 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40162, + "estimated_input_tokens": 10041, + "estimated_eval_tokens": 20338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all separate model-specific output-tracing refactors, not true duplicates. The depth_anything PR is the best representative of the cluster, but none of the soft-edge pairs should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the strongest representative of the cluster: it spans two closely related files (`depth_anything` and `prompt_depth_anything`) and cleanly applies the output-tracing/can_return_tuple refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the most central and complete-looking candidate in the set, so it is the best single PR to anchor this cluster even though the others are separate model-specific changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`); same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different code paths (`timm_backbone` vs `univnet`); not the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model implementations (`timm_backbone` vs `upernet`); only broadly similar output-refactor work." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `mamba/falcon_mamba` are unrelated code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems (`timm_backbone` vs `codegen`); not a duplicate PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model families (`timm_backbone` vs `rwkv`); same broad output-tracing idea only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are distinct models with separate forward paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model code paths (`mobilenet_v1` vs `upernet`); not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are unrelated model families." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are different implementations; no shared concrete bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families (`mobilenet_v1` vs `speech_encoder_decoder`)." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` touch unrelated forward/output code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate models (`vision_text_dual_encoder` vs `upernet`); only same high-level refactor pattern." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families (`vision_text_dual_encoder` vs `depth_anything`)." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are separate model-specific refactors." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` do not share the same code path." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models (`univnet` vs `depth_anything`); not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are unrelated changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are separate model implementations with different output plumbing." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba/falcon_mamba` are distinct code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated model families." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` and `codegen` are different concrete fixes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated model paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are separate model-specific changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` do not share the same underlying issue." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different wrappers and code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are separate model-specific refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated models." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are not the same fix, only similarly themed." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are different model families." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are analogous but distinct wrapper implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are different model families." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are separate model-specific refactors." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` do not share the same concrete code path." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are separate fixes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated model implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are different code paths." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are separate model-specific output 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": 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": "20d013b24060ef8230c93be54ae9932adc1b688dc1d3c98ccc634e516651470a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both new model additions, but they target different models and code paths: PenguinVL vs Voxtral TTS. The overlap is mostly shared Transformers boilerplate, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster here; if one representative must be chosen, 45401 is the better anchor because it is explicitly tied to issue 45027 and is a self-contained Voxtral TTS implementation, while 44662 is a separate PenguinVL add.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the stronger representative PR because it has an explicit issue target and a narrower, clearly scoped implementation. 44662 is a distinct PenguinVL model PR and should not be treated as a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: they implement different models (PenguinVL vs Voxtral TTS). Shared files are generic registry/docs updates, not evidence of the same bug or 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": 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": "a50468292278721e9f8a7aa15e5776924faa7253223347bbd04981926c94f3ce", + "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: one rewrites a PR-documentation workflow into a draft-conversion workflow, while the other changes the PR CI caller and a model utility file for a smaller CI group. They target different code paths and different intents.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "Choose pull_request:46845 as the canonical PR only as the more representative item in this cluster: it has a coherent CI-related change with explicit workflow and code edits, whereas pull_request:44965 is a separate workflow tweak with a different purpose.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46845 is the better representative PR because its diff has a clearer, broader implementation story and touches the actual CI invocation path; pull_request:44965 appears to be an unrelated workflow experiment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different changes: 44965 modifies a documentation/draft workflow, while 46845 adjusts the PR CI caller and a utility file for a smaller runner setup. They do not look like the same underlying bug or 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": 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": "d5f0b8f845839d4de8aabd8de3c540cf196cc6f237f9bc9981757423c4106d6c", + "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": "The two PRs are related to fusion, but they operate at different layers: PR 44979 introduces a generic Module Fusion API, while PR 45363 adds a specific n-to-1 kernel fusion path via KernelConfig and integration plumbing. They are complementary rather than duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more concrete, user-facing feature implementation with KernelConfig integration and example usage, so it is the better cluster representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 best represents the cluster because it ties the fusion idea into actual model-loading and integration code, not just the foundational API scaffold.", + "soft_edge_verdicts": [ + { + "left": "PR 44979: Module Fusion API", + "right": "PR 45363: n-to-1 kernel fusion via `KernelConfig`", + "accept": false, + "reason": "They share the general fusion theme, but 44979 adds a generic module-fusion abstraction while 45363 implements a specific kernel-fusion workflow using KernelConfig. Different scope and different code path, so not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "8e879d1cde6900b6c1afb5261a89381e71f1fcbcdcc4fc1796e21eac71ae6cf7", + "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 address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it adds tests and keeps the same fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete and merge-ready implementation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR overall: it fixes the same concrete code path, is more complete, and includes validation/tests beyond the minimal patch in 45086.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code change in the same file; 45317 is essentially a follow-up/expanded version of 45086 with tests, so they are merge-compatible variants of 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": 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": "851c6d965bf7eda367c0cfd2d5997de4ce4c6857f76dc67ab3bcbb547c917880", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6064, + "estimated_input_tokens": 1516, + "estimated_eval_tokens": 3288 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6064, + "estimated_input_tokens": 1516, + "estimated_eval_tokens": 3288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related NemotronH pull requests, but they target different scopes: one is a small architecture/conversion refactor, the other is a broader model split into dense/sparse variants with docs/tests. They are not duplicates.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better representative if one must be chosen: it covers the larger end-state model refactor and includes the follow-on file moves, auto-mapping, docs, and tests. PR 45115 is narrower and mainly adjusts inheritance/conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone candidate because it appears more complete and user-facing, while 45115 is a partial implementation focused on internal conversion and class wiring.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH files, but the changes are not the same concrete fix. 45115 is a narrow GranitemoeHybrid-style refactor and conversion mapping update; 45569 is a broader redesign that introduces nemotron_h_dense and nemotron_h_sparse plus docs/tests. They would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "6a670855b72d558b3ff8e50284ba9c44cabaa06c1e5029da0f73da06ebe84e7f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5954, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5954, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are closely related and share substantial overlap, but they are not the same concrete change: #45333 is a narrower per-layer configuration feature, while #45332 includes that plus additional heterogeneous modeling/runtime support. I would keep them separate and treat #45332 as the broader canonical PR for this cluster.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the more comprehensive PR: it covers the shared heterogeneous configuration work and also adds modeling/runtime integration, masking/cache changes, and broader tests/docs, so it is the better canonical representative of the feature area.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the best overall PR because it contains the superset of the shared work and is the most complete implementation of the heterogeneous model support feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They overlap heavily on docs and config files, but #45333 appears to be only the per-layer configuration slice, while #45332 extends into modeling/runtime support and other code paths. That is related, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 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": "24528ad76273fa1e370e59d0d676570ae71c7d1b635cef4bca6a6e8838941e79", + "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 typing-focused pull requests in transformers, but they address different scopes: one is a broad repo-wide type-checking pass, the other adds shared typing helpers and targeted typing fixes. They are related, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better representative because it centers on a coherent typing-infrastructure change and targeted follow-up edits, rather than a broad sweep across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the strongest standalone PR in this cluster: it has a focused purpose, touches a smaller coherent set of typing-related code paths, and includes substantial review activity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but 45415 is a broad type-checking pass across many modules while 45425 adds typing helpers and targeted fixes in different files. They do not appear to fix the same concrete bug/change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "04c8dc216ee41f6235d615aaf45129a188550882dde4d7b26d15aa7f4ab8f2db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (expert parallelism), but they fix different concrete failure modes: one is about EP/DeepSpeed ZeRO-3 loading and config serialization, the other about FSDP2/rank-0 broadcast overwriting experts during parameter loading. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present. If one PR must represent the cluster, 45548 is the cleaner canonical example because it targets EP loading/config serialization directly and is narrower than the broader FSDP2 overwrite fix.", + "best_issue_reason": null, + "best_pr_reason": "45548 is the better global representative for the cluster because it is a self-contained EP loading bug fix with explicit config/modeling changes, whereas 45662 is a separate, more specialized distributed-loading defect.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Reject: both touch expert parallelism and share modeling_utils.py, but they fix different code paths and bugs. 45548 handles EP/DeepSpeed ZeRO-3 loading via accelerate launch and config serialization; 45662 prevents experts from being overwritten by rank-0 broadcast during FSDP2 loading." + } + ] + }, + "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-45630-3", + "nodes": [ + "pull_request:45630", + "pull_request:46831", + "pull_request:46978" + ], + "soft_pairs": [ + "pull_request:45630|pull_request:46978", + "pull_request:46831|pull_request:46978" + ], + "prepared_review_unit_hash": "8335b0fa993822fbaa32eff94816867d1b7936b5dfbcd893ce0b74783cd17764", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9370, + "estimated_input_tokens": 2343, + "estimated_eval_tokens": 4942 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9370, + "estimated_input_tokens": 2343, + "estimated_eval_tokens": 4942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set: one PR adds the Kimi2-6 model, one fixes a Qwen3.5/Qwen3-Next CPU-offload bug in model forwards, and one adds a broader accelerate-hook mechanism across many linear-attention models. The only overlap is the Qwen hook path, but the changes target different scopes and abstractions.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46978 is the best representative because it addresses the shared accelerate-hook code path in the broadest, most central way and covers the overlapping Qwen models plus other affected architectures.", + "best_issue_reason": null, + "best_pr_reason": "PR 46978 is the strongest standalone candidate: it proposes the most general fix for the shared hook/offload problem and has the widest impact across models, unlike the model-specific workaround in 46831 or the unrelated Kimi2-6 addition in 45630.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45630", + "right": "pull_request:46978", + "accept": false, + "reason": "Unrelated changes: 45630 adds Kimi2-6 docs/model wiring, while 46978 changes accelerate hook behavior for linear-attention models." + }, + { + "left": "pull_request:46831", + "right": "pull_request:46978", + "accept": false, + "reason": "Related Qwen files, but not the same change: 46831 is a model-specific CPU-offload workaround, while 46978 introduces a broader hook decorator across many models and a different abstraction level." + } + ] + }, + "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-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "c063cf64c106b26d9d3e866e7e318d81d5a40341357555a4e56971095b386675", + "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 address the same xdist-related captured_info logging problem in transformers testing utilities; PR #45645 is the more complete fix because it also updates CI log collection to read multiple worker-specific files.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the core xdist-safe file split in testing_utils and the downstream CI workflow change needed to preserve/collect the new per-worker logs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest representative of the change set: it fixes the artifact collision and also updates the workflow that consumes those artifacts.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist captured_info collision fix; #45645 is effectively a superset that changes the producer and the CI consumer, so these 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": 25, + "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": "a39c02ee5a23d7e42a80e93e7966f3c5e8054f23481db9a1226bca1befd260e3", + "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": "Two unrelated linter/chore PRs in the Transformers codebase: one implements TRF003 by adjusting model forward signatures/tuple-return handling, the other implements TRF018 by changing weight-initialization patterns across many model classes. They share broad modeling filenames but not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45720 is the better representative of the cluster because it is the earlier, more focused implementation of a specific modeling-rule fix (TRF003) with a clearly identifiable code-path change around forward/return handling.", + "best_issue_reason": null, + "best_pr_reason": "PR #45720 is a stronger cluster anchor than #46259 since it has a narrower, more concrete behavioral change in model forwards and is easier to recognize as the representative linter-rule implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and different fixes: TRF003 changes forward signatures/tuple-return behavior, while TRF018 changes weight initialization across model classes. Shared model files alone are not enough to indicate the same underlying change, and these 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": 26, + "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": 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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "59147d15f53894c316b8b56a3e26e3efc39c3c1bfb7370fec3ae8733ca95cced", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are both test/infra-heavy, but they address different changes: one is a small CI/telemetry and model-tuning PR, while the other is a broader test migration adding new kernel/model tests. They do not look like the same underlying fix and should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the more substantial and coherent change set: it introduces a new DDP config and multiple migrated test files, whereas PR 45932 is a narrow CI/OTel tweak plus scattered model file edits. As a cluster representative, 46100 is more central.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the best standalone PR in this set because it has a clear, unified purpose (test migration) and materially larger scope. PR 45932 appears to be a separate CI/debugging change and is not a better canonical representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying work: 45932 is a CI/observability plus minor model/config adjustment PR, while 46100 migrates and adds tests. They do not fix the same code-path problem 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": 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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "b0be90ac07b552cff0f2b1cf7d254aa591163c2dd6bfbb5c8a17270c5d5b1038", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration change, while PR #46269 is a broad distributed-branch base spanning many unrelated distributed subsystems. The shared files are not enough to indicate the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more canonical PR because it has a single, specific objective and a tight file set centered on EP/Trainer integration.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative PR for this cluster: it is concrete, scoped, and directly describes one change path; #46269 is too broad and infrastructure-heavy to serve as a clean canonical example.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "They do not appear to fix the same concrete problem or implement the same change. #46126 targets EP + Trainer integration, while #46269 is a broad distributed branch base touching many areas and likely includes multiple unrelated refactors/features." + } + ] + }, + "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": "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": "f9e4e897a1d1795d8a698b3111efc5e6f710fa0c5666e94bb51d0b254f4630a6", + "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": "This cluster is a bag of unrelated workflow-maintenance PRs. The only near-duplicate-looking subgroup is pr-ci-security-gate.yml, but those PRs change different security controls and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and code-path-relevant change in the cluster, but it is only a representative of the pr-ci-security-gate subgroup; it is not actually duplicate to the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best representative to keep because it introduces the concrete security-gate logic change; the rest are narrower or unrelated workflow tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behavior; title similarity alone is not enough." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow updates in different files; not the same underlying fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different CI workflow concerns; no shared code-path problem." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Self-comment CI vs pr-ci-security-gate are distinct workflows and fixes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow file and different shell-handling change; not duplicates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening versus benchmark trigger logic; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and purposes; no same bug/change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner update and reviewer assignment change are unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security issues; not mergeable as one PR." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner hardening vs security-gate permissions; distinct changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows: anti-slop permission scoping vs benchmark trigger expansion." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Same general CI area, but different workflow files and changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop workflow permissions and build-image shell quoting are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different goals; not the same underlying fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer assignment checkout ref change is unrelated to benchmark dispatch logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and distinct operational fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers checkout behavior is not the same as security-gate logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch trigger change and build-image message parsing are unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark workflow trigger expansion vs PR security gate checks; different code paths." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-image commit-message handling and PR security checks are separate fixes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and distinct security/trigger behavior." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but one adds diff-based security checks while the other changes permissions/approval gating; different fixes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "One changes security checks, the other adds comments and a reusable-workflow call note; not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "One adds local security checks, the other changes secrets inheritance; distinct problems." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the same workflow, but they address different security-gate details." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval gating and secrets handling are separate changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Reusable-workflow documentation/note change is not the same as secrets scoping." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated shell/security adjustments." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening versus reusable-workflow annotation; unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-image shell fix and pr-ci security secrets change are unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different security contexts; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "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": 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-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "af63ea4cce1075d23b768f77524cdceeb6609ba7f43654d9a886f842480577a8", + "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": "Both PRs are security hardening changes against path traversal, but they address different inputs and code paths: one validates sharded checkpoint filenames from the index `weight_map`, the other validates the `transformers_weights` config field. They are related in theme but not the same underlying bug, so they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 46281 and 46890 fix different path-traversal bugs in different loaders (`hub.py` sharded checkpoints vs `modeling_utils.py` explicit weights resolution).", + "best_issue_reason": null, + "best_pr_reason": "46890 is the better representative of the cluster only insofar as it is a clean, self-contained security fix with explicit containment checks, but it is not a duplicate of 46281.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Different bug surfaces and inputs: `weight_map`-driven shard file resolution vs `transformers_weights` config resolution. Same broad security theme, but not the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "e079d7bf73d297e49ecb029075e042976b0d40d1c6df43fd74abbca3032112ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5958, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5958, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests: one adds multimodal support to continuous batching, and the other adds the HunYuan VL model and its docs/tests. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the cleaner representative: it is a focused, self-contained model addition with docs, code, and tests, whereas PR 46376 is a broad draft work-in-progress.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the best standalone PR in this set because it has a clear single purpose and appears more complete; PR 46376 is broader and still draft.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes: continuous batching multimodal support vs. adding a specific HunYuan VL model. They touch different code paths 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": "e7d6212c000a940dcf557189d344f470eed06da452f26b130b29e7a3ac70e037", + "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": "The two pull requests are unrelated fixes: one corrects CodeLlama decoding behavior, the other corrects DeepSeek checkpoint-to-tokenizer-class resolution. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these PRs fix different bugs in different code paths and files, so neither can serve as a duplicate representative for the other.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for the cluster; PR 46574 is a tokenizer decode fix for CodeLlama, while PR 46580 is an auto-tokenizer mapping fix for DeepSeek checkpoints.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and code paths: CodeLlama decode stripping vs. DeepSeek checkpoint tokenizer-class selection." + } + ] + }, + "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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "73832ecb8bd86511a57ae65e33e5d123b8eea39bba6830076914f8c0056c20d5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both Mistral-related and share files, but they implement different changes: one is a refactor/move of MistralConverter, the other adds tekken tokenizer detection, conversion, and save utilities. They are not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the broader, more central change: it adds tekken tokenizer detection/conversion/save support. PR #46603 is a narrower package refactor moving MistralConverter, which looks more like groundwork than the main feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 best represents the cluster because it contains the substantive Mistral tokenizer functionality change, whereas PR #46603 is mostly a structural relocation of existing converter code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Shared Mistral files and soft similarity are not enough: #46603 moves MistralConverter into a package, while #46604 adds tekken tokenizer detection/conversion/save utilities. Different code-path changes, 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": 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-46933-2", + "nodes": [ + "pull_request:46933", + "pull_request:46942" + ], + "soft_pairs": [ + "pull_request:46933|pull_request:46942" + ], + "prepared_review_unit_hash": "4a8ba5252af8e2e7240cf4bfdce889e69a81b0610b9bcc040fc66e3a1671feb0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate pull requests with a similar quantized-dtype casting fix pattern, but they target different model families and different code paths, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46933 is the stronger representative because it has an explicit issue link, a narrowly defined Gemma4 fix, and clear diff scope across the relevant model files.", + "best_issue_reason": null, + "best_pr_reason": "PR 46933 is the best overall fit for the cluster since it is the more explicit and well-scoped example of the shared dtype-casting bug pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Both PRs fix quantized-weight input casting, but they apply to different architectures and code paths: Gemma4 vision/audio embedders vs TimesFM 2.5 ResidualBlock. They are conceptually similar, not the same underlying change, and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/manifest.json b/snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..705c1d8bda6afc6a710947053619b9082cb84ae9 --- /dev/null +++ b/snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260701t000029z", + "artifacts": { + "hybrid": "snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-01T00:11:03Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260701T000029Z", + "variant": "hybrid" +} diff --git a/snapshots/20260701T000029Z/manifest.json b/snapshots/20260701T000029Z/manifest.json index 835f4604ee84c313487ec7f802dba18a08d0bee0..ea0cc56a78f2b6db4305d5968dea8111704b92f2 100644 --- a/snapshots/20260701T000029Z/manifest.json +++ b/snapshots/20260701T000029Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 625 }, "extracted_at": "2026-07-01T00:00:29Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260701t000029z", + "runs": { + "hybrid-model-20260701t000029z": { + "analysis_id": "hybrid-model-20260701t000029z", + "artifacts": { + "hybrid": "snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260701T000029Z/analysis-runs/hybrid-model-20260701t000029z/manifest.json", + "model": null, + "published_at": "2026-07-01T00:11:03Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260701T000029Z", "watermark": {