diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index f6f4746ec4b8f75a8b2f93fc44623b93280b517a..82d5380acd0502eb4dcd09fb22ac16e76f99798e 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": "20260702T060019Z", - "generated_at": "2026-07-02T06:11:19Z", + "snapshot_id": "20260702T120811Z", + "generated_at": "2026-07-02T12:20:12Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1152,7 +1152,7 @@ "cluster_id": "cluster-46894-6", "summary": "Cluster of 3 issues and 3 PRs centered on issue #46894.", "status": "open", - "confidence": 0.6, + "confidence": 0.8, "canonical_issue_number": 46894, "canonical_pr_number": 46903, "issue_numbers": [ @@ -1167,6 +1167,7 @@ ], "evidence_types": [ "closing_reference", + "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ @@ -1363,90 +1364,6 @@ } ] }, - { - "cluster_id": "cluster-46899-4", - "summary": "Cluster of 2 issues and 2 PRs centered on issue #46932.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46932, - "canonical_pr_number": 46933, - "issue_numbers": [ - 46899, - 46932 - ], - "pr_numbers": [ - 46933, - 47008 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46933, - "right_pr_number": 47008, - "code_similarity": 0.706, - "size_similarity": 1.0, - "file_overlap": 1.0, - "area_overlap": 0.161, - "patch_similarity": 1.0, - "shared_filenames": [ - "src/transformers/models/gemma4/modeling_gemma4.py", - "src/transformers/models/gemma4/modular_gemma4.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/gemma4/modeling_gemma4.py", - "left_ranges": [ - [ - 369, - 377 - ], - [ - 612, - 620 - ] - ], - "right_ranges": [ - [ - 373, - 381 - ], - [ - 616, - 624 - ] - ] - }, - { - "filename": "src/transformers/models/gemma4/modular_gemma4.py", - "left_ranges": [ - [ - 343, - 351 - ], - [ - 586, - 594 - ] - ], - "right_ranges": [ - [ - 402, - 410 - ], - [ - 645, - 653 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1922,6 +1839,73 @@ } ] }, + { + "cluster_id": "cluster-46846-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46846.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46846, + "canonical_pr_number": 46847, + "issue_numbers": [ + 46846 + ], + "pr_numbers": [ + 46847, + 47009 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46847, + "right_pr_number": 47009, + "code_similarity": 1.0, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "src/transformers/models/qwen3_5/configuration_qwen3_5.py", + "src/transformers/models/qwen3_5/modular_qwen3_5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/qwen3_5/configuration_qwen3_5.py", + "left_ranges": [ + [ + 66, + 76 + ] + ], + "right_ranges": [ + [ + 66, + 76 + ] + ] + }, + { + "filename": "src/transformers/models/qwen3_5/modular_qwen3_5.py", + "left_ranges": [ + [ + 103, + 113 + ] + ], + "right_ranges": [ + [ + 103, + 113 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", @@ -2013,73 +1997,6 @@ } ] }, - { - "cluster_id": "cluster-46846-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46846.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46846, - "canonical_pr_number": 46847, - "issue_numbers": [ - 46846 - ], - "pr_numbers": [ - 46847, - 47009 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46847, - "right_pr_number": 47009, - "code_similarity": 1.0, - "size_similarity": 1.0, - "file_overlap": 1.0, - "area_overlap": 1.0, - "patch_similarity": 1.0, - "shared_filenames": [ - "src/transformers/models/qwen3_5/configuration_qwen3_5.py", - "src/transformers/models/qwen3_5/modular_qwen3_5.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/qwen3_5/configuration_qwen3_5.py", - "left_ranges": [ - [ - 66, - 76 - ] - ], - "right_ranges": [ - [ - 66, - 76 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_5/modular_qwen3_5.py", - "left_ranges": [ - [ - 103, - 113 - ] - ], - "right_ranges": [ - [ - 103, - 113 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -2139,73 +2056,6 @@ } ] }, - { - "cluster_id": "cluster-46305-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46305, - "canonical_pr_number": 46310, - "issue_numbers": [ - 46305 - ], - "pr_numbers": [ - 46310, - 47010 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46310, - "right_pr_number": 47010, - "code_similarity": 0.833, - "size_similarity": 0.667, - "file_overlap": 0.667, - "area_overlap": 1.0, - "patch_similarity": 1.0, - "shared_filenames": [ - "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", - "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", - "left_ranges": [ - [ - 356, - 362 - ] - ], - "right_ranges": [ - [ - 356, - 362 - ] - ] - }, - { - "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", - "left_ranges": [ - [ - 269, - 275 - ] - ], - "right_ranges": [ - [ - 269, - 275 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -2265,16 +2115,15 @@ ] }, { - "cluster_id": "cluster-46970-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "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": 46986, + "canonical_pr_number": 46907, "issue_numbers": [], "pr_numbers": [ - 46970, - 46986, + 46907, 47006 ], "evidence_types": [ @@ -2282,95 +2131,361 @@ ], "pr_comparisons": [ { - "left_pr_number": 46970, - "right_pr_number": 46986, - "code_similarity": 0.01, - "size_similarity": 0.029, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.026, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46970, + "left_pr_number": 46907, "right_pr_number": 47006, - "code_similarity": 0.008, - "size_similarity": 0.02, + "code_similarity": 0.183, + "size_similarity": 0.885, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.026, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46986, - "right_pr_number": 47006, - "code_similarity": 0.144, - "size_similarity": 0.697, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.028, + "patch_similarity": 0.039, "shared_filenames": [], "shared_file_areas": [] } ] }, { - "cluster_id": "cluster-46908-2", + "cluster_id": "cluster-46950-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46926, + "canonical_pr_number": 46971, "issue_numbers": [], "pr_numbers": [ - 46908, - 46926 + 46950, + 46971 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46908, - "right_pr_number": 46926, - "code_similarity": 0.31, - "size_similarity": 0.8, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 1.0, - "shared_filenames": [], - "shared_file_areas": [] + "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 + ] + ] + } + ] } ] }, { - "cluster_id": "cluster-46927-2", + "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46927, + "canonical_pr_number": 44068, "issue_numbers": [], "pr_numbers": [ - 46927, - 46971 + 44018, + 44068 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "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": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] } ] } @@ -2383,15 +2498,7 @@ 46897, 46901 ], - "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46899-4", - "canonical_issue_number": 46932, - "duplicate_issue_numbers": [ - 46899 - ], - "reason": "Issues in cluster-46899-4 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, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2439,6 +2546,15 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -2475,15 +2591,6 @@ "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-46305-3", - "canonical_pr_number": 46310, - "duplicate_pr_numbers": [ - 47010 - ], - "target_issue_number": 46305, - "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-46846-3", "canonical_pr_number": 46847, @@ -2510,44 +2617,25 @@ 46958 ], "target_issue_number": 46894, - "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-46899-4", - "canonical_pr_number": 46933, - "duplicate_pr_numbers": [ - 47008 - ], - "target_issue_number": 46932, - "reason": "PRs in cluster-46899-4 are treated as duplicates because they converge on issue #46932 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46908-2", - "canonical_pr_number": 46926, - "duplicate_pr_numbers": [ - 46908 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46908-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46927-2", - "canonical_pr_number": 46927, + "cluster_id": "cluster-46907-2", + "canonical_pr_number": 46907, "duplicate_pr_numbers": [ - 46971 + 47006 ], "target_issue_number": null, - "reason": "PRs in cluster-46927-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46907-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-46970-3", - "canonical_pr_number": 46986, + "cluster_id": "cluster-46950-2", + "canonical_pr_number": 46971, "duplicate_pr_numbers": [ - 46970, - 47006 + 46950 ], "target_issue_number": null, - "reason": "PRs in cluster-46970-3 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46950-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 326f67316993bb422f2e8d1fbd66a810869e47cd..e790c4999d1df7cc0afe81f9287e1b7595e334cc 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260702T060019Z", - "generated_at": "2026-07-02T06:11:19Z", + "snapshot_id": "20260702T120811Z", + "generated_at": "2026-07-02T12:20:12Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:24643", "issue:30277", @@ -98,8 +98,8 @@ "issue:44292|issue:44457", "issue:44841|issue:46661", "issue:43716|issue:46869", - "issue:24643|issue:30277", "issue:34928|issue:44805", + "issue:24643|issue:30277", "issue:45685|issue:46869", "issue:45859|issue:45902", "issue:43638|issue:45161", @@ -132,412 +132,322 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "064d6365c1d30a398675df748be644a53c9e808dd7e34c410a3bc80383480118", + "prepared_review_unit_hash": "0d3eea9f028f9c7c6efaf1795e7bb89ced3e7a89ee33a305348bd95927f14945", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46576, - "estimated_input_tokens": 11644, - "estimated_eval_tokens": 23544 + "serialized_chars": 46563, + "estimated_input_tokens": 11641, + "estimated_eval_tokens": 23538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one clear duplicate pair appears in this cluster: the DeepSpeed ZeRO-3 BertModel IndexError reports. The rest are mostly loosely related model/loading/device-mismatch/doc issues and should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43638 is the best canonical issue because it captures the same ZeRO-3 Bert IndexError as issue:43596, but with a more specific repro and more discussion.", + "summary": "Mostly a heterogeneous cluster with a few true duplicate subgroups: v5 docs cleanup, DeepSpeed ZeRO-3 index-out-of-bounds reports, torch 2.4.1 incompatibility reports, and Qwen3.5Moe rotary-embedding/device-materialization bugs. Most other high-similarity pairs are only loosely related by model family or subsystem.", + "confidence": 0.87, + "canonical_issue_reason": "43638 is the best anchor for the strongest duplicate subcluster: the ZeRO-3/BERT \"index 0 is out of bounds for dimension 0 with size 0\" loading failure, with 43596 as a near-identical duplicate and 41762 as a closely related reproduction.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43638 is the strongest representative of the only real duplicate set in the cluster and is the most specific of the two Bert ZeRO-3 reports.", + "best_issue_reason": "43638 is the clearest dedupe target in the cluster because it most broadly captures the recurring ZeRO-3 empty-index loading bug without overfitting to one specific Bert variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing Qwen3.5 config fields versus streaming chat/completions API behavior." + "reason": "Same model family, but different failures: config attribute lookup vs streaming chat/completions." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both mention runtime/device problems, but one is AMD GPU support for GPT-OSS and the other is an MPS histogram error in MoE code; different bugs." + "reason": "Different backend/model issue: AMD GPU failure vs MPS histogram limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different code paths: image preprocessor dtype mismatch versus GPT-OSS failing on AMD GPUs." + "reason": "Different concrete bug and model path; only broad GPU/model incompatibility overlap." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype-related, but one is an autocast mismatch and the other is an AMD GPU compatibility issue; not the same bug." + "reason": "Both are runtime errors, but the concrete dtype/autocast issue is unrelated to GPT-OSS on AMD GPUs." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms: GPT-OSS on AMD GPUs versus a broken official Nemotron example." + "reason": "Different model and symptom; one is AMD GPU support, the other is a broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different failures in different model families; no shared concrete bug." + "reason": "Different model/backend bugs; not the same code-path failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed ZeRO-3 collective mismatch is unrelated to ModernBERT ONNX export." + "reason": "Both are errors, but one is DeepSpeed collective mismatch and the other is ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error and FineGrainedFP8 failure are unrelated model/runtime issues." + "reason": "Different model/export issue vs FineGrainedFP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different problems: ONNX export versus Qwen3 auto device mapping cudaErrorAssert." + "reason": "Different failure mode: ONNX export vs auto device-mapping CUDA assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "A task crash is not the same as outdated RAG examples documentation." + "reason": "One is a task crash, the other is outdated docs; not the same bug/change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different failures: ONNX export versus GenerationMixin import regression." + "reason": "Unrelated errors: ONNX export vs GenerationMixin import breakage." }, { "left": "issue:44509", "right": "issue:44512", - "accept": false, - "reason": "Both are docs cleanups for v5 removals, but they target different deprecated content and are not the same change." + "accept": true, + "reason": "Both report stale v5 docs that still reference removed user-facing commands/tasks; same docs-cleanup change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking failure is unrelated to resuming training with a locally downloaded remote-code model." + "reason": "Different training failures with different causes; not the same bug." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Different scenarios and code paths: resume-training/remote-code versus YOLO multi-GPU device-map auto." + "reason": "Unrelated issues: remote-code resume problem vs YOLO multi-GPU device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError is unrelated to Gemma4 device-map forward mismatch." + "reason": "Different symptoms and model paths; mask-shape error is not the Gemma4 device-mismatch bug." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but one is ZeRO-3 Bert initialization and the other is a mask/tensor shape mismatch; different bugs." - }, - { - "left": "issue:43596", - "right": "issue:44805", - "accept": false, - "reason": "Different failure modes and subsystems: ZeRO-3 Bert init versus tensor mask shape mismatch." - }, - { - "left": "issue:44805", - "right": "issue:46294", - "accept": false, - "reason": "Shape-mismatch IndexError is unrelated to Qwen3.5 video token/template mismatch." - }, - { - "left": "issue:44805", - "right": "issue:45161", - "accept": false, - "reason": "Different models and bugs: mask/tensor shape mismatch versus GPT-OSS MoE tensor-parallel failure." - }, - { - "left": "issue:46165", - "right": "issue:46468", - "accept": false, - "reason": "Resume-training remote-code issue is unrelated to the broken Nemotron example." - }, - { - "left": "issue:44560", - "right": "issue:46165", - "accept": false, - "reason": "Video StopIteration in chat template handling is unrelated to resuming training from a local model." - }, - { - "left": "issue:34634", - "right": "issue:35545", - "accept": false, - "reason": "BarkProcessor voice_preset parsing and ModernBERT ONNX export are unrelated." - }, - { - "left": "issue:30277", - "right": "issue:43638", - "accept": false, - "reason": "DeepSpeed collective mismatch on Jamba-v01 is not the same as the Bert ZeRO-3 IndexError." + "reason": "Both are tensor shape errors, but one is ZeRO-3/Bert loading and the other is a mask/indexing mismatch." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "These describe the same ZeRO-3 BertModel IndexError; the non-pretrained Bert repro is just a more specific instance." + "reason": "Near-exact duplicate: same ZeRO-3 loading path and same index-0/OOB failure, just a different Bert wording." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy routing and GPT-OSS tensor-parallel failure are different issues." + "reason": "Different bug classes: Liger cross-entropy routing vs GPT-OSS tensor-parallel issue." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save inconsistency are unrelated bugs." + "reason": "Different models and failures: detokenization bug vs LoRA merge/save inconsistency." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to LoRA weight merge/reload mismatch." + "reason": "Unrelated errors; Qwen NVFP4 runtime issue vs LoRA merge mismatch." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different failures." + "reason": "Different model-facing problems; processor failure is not the remote-code config_class error." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + "reason": "Different concrete bugs; dtype mismatch in Mistral preprocessing is unrelated to YOLO device-map multi-GPU failure." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures are different: 2-D weight error versus collective mismatch." + "reason": "Both are training-time errors, but one is FSDP/activation-checkpoint recompute mismatch and the other is mask indexing." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "Activation checkpointing/FSDP recomputation mismatch is a different bug from the mask-shape IndexError." + "reason": "Both involve DeepSpeed, but the concrete failures are different: weight dimensionality vs collective mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram not implemented for Int is unrelated to YOLO device-map auto failures." + "reason": "Different backends and failure modes; MPS Int histogram support is unrelated to YOLO device mapping." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same module family, but one is CPU offload incompatibility and the other is uninitialized memory after materialization; not clearly the same bug." + "accept": true, + "reason": "Same underlying Qwen3.5Moe rotary-embedding materialization/offload bug; both point to bad handling of inv_freq across device moves." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert initialization and GPT-OSS tensor-parallel issues are unrelated." + "reason": "Different code paths: ZeRO-3 Bert loading vs GPT-OSS tensor-parallel MoE failure." }, { - "left": "issue:34928", - "right": "issue:36331", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "FSDP activation-checkpointing tensor recomputation and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "Torch-version incompatibility is not the same as the Qwen NVFP4 runtime error." }, { - "left": "issue:43596", - "right": "issue:45161", + "left": "issue:43828", + "right": "issue:44512", "accept": false, - "reason": "Different model and stack: Bert ZeRO-3 init versus GPT-OSS TP failure." + "reason": "Autocast dtype mismatch is unrelated to docs mentioning removed commands." }, { - "left": "issue:43716", - "right": "issue:45507", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method do not share the same underlying bug." + "reason": "Different issues: autocast dtype mismatch vs MPS histogram kernel gap." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:43039", + "right": "issue:43828", "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + "reason": "Both are runtime failures, but they affect different code paths and models." }, { - "left": "issue:44292", - "right": "issue:45237", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Qwen-3-8B-NVFP4 error and GPT-OSS AMD GPU failure are different model-specific problems." + "reason": "Different training integration bugs: collective mismatch vs CustomTrainer API change." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:34928", + "right": "issue:36010", "accept": false, - "reason": "Gemma3TextConfig missing attribute with vLLM is unrelated to the Mistral regex patch crash." + "reason": "Unrelated failures: FSDP/activation checkpointing vs GenerationMixin import error." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different topics; GPU backend failure is not a docs example problem." + }, + { + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Both are Gemma4 issues, but one is device-mismatch in forward and the other is expensive reverse embedding lookup; different code paths." + "reason": "Different concrete bugs; Liger kernel call routing is unrelated to mask/tensor shape mismatch." }, { "left": "issue:45800", "right": "issue:46515", - "accept": false, - "reason": "Both mention torch compatibility, but they are different reported incompatibilities and are not the same bug." + "accept": true, + "reason": "Same torch 2.4.1 incompatibility report, with 46515 being a shorter restatement of the same issue." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing tensor mismatch and Qwen3 auto-device-map cudaErrorAssert are unrelated." + "reason": "Different failure modes: recomputation shape mismatch vs CUDA assert on auto device mapping." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "General Torch 2.10 incompatibility is not the same as the Qwen-3-8B-NVFP4 runtime error." + "reason": "Same broad compatibility theme only; the concrete runtime failure is different." }, { "left": "issue:43828", - "right": "issue:45161", + "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are distinct issues." + "reason": "Different models and symptoms; dtype/autocast issue is not the Qwen NVFP4 bug." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral torch dynamo grouped_mm tracing error is unrelated to Mistral image-preprocessor dtype mismatch." + "reason": "Different models and failures: torch dynamo grouped_mm tracing vs image-preprocessor dtype mismatch." }, { "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different failures: autocast dtype mismatch versus Qwen-3-8B-NVFP4 runtime error." - }, - { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "Mistral dtype mismatch and broken Nemotron example are unrelated." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to TRL SFT embedding unpacking." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Different model/runtime bugs: GraniteMoEHybrid invalid method versus MPS histogram limitation." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different model families and failure modes." - }, - { - "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to an MPS integer histogram error." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRl embedding unpacking and GPT-OSS tensor-parallel failure are different issues." + "reason": "Different concrete failures; repeated broad backend incompatibility is not enough to dedupe." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy routing is unrelated to TRL SFT embedding unpacking." + "reason": "Different model/code paths; Liger kernel cross-entropy routing is unrelated to Qwen3.5 input unpacking." }, { "left": "issue:41762", "right": "issue:43638", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError is a different bug from the Bert ZeRO-3 IndexError." + "accept": true, + "reason": "Same ZeRO-3 empty-index loading failure signature; Gemma3 and Bert are just different reproductions of the same bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they refer to different removed v5 features and should not be merged as the same change." + "reason": "Both are docs regressions, but one is pipeline-task docs and the other is run-command docs; too broad to merge as one duplicate." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram not implemented are unrelated." + "reason": "Different backend-specific runtime bugs; autocast dtype mismatch is not the MPS histogram issue." }, { "left": "issue:43039", - "right": "issue:43828", + "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy being called and autocast dtype mismatch are different bugs." + "reason": "Different failures in different subsystems; no shared underlying bug." }, { "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to the CustomTrainer compute_loss signature change." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "Activation-checkpointing/FSDP mismatch and GenerationMixin import failure are unrelated." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "GPU/model runtime failure and outdated RAG docs are not the same underlying issue." - }, - { - "left": "issue:43039", - "right": "issue:44805", + "right": "issue:43638", "accept": false, - "reason": "Liger Kernel cross-entropy routing is unrelated to the tensor mask shape IndexError." + "reason": "Both mention DeepSpeed ZeRO-3, but collective mismatch and index-0 OOB are different concrete bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The only clearly supported duplicate pair is the ZeRO-3 Bert IndexError reports (43596/43638), and the rest are reasonably kept separate given the titles and available evidence." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate subgroups are supported by the titles, and the rejected pairs are generally treated cautiously rather than overmerged. No PR-pair mergeability issue applies here because no PR pairs were provided." }, "evaluator_used": true, "retried": false, @@ -556,7 +466,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:36010", "issue:39290", @@ -609,8 +519,8 @@ ], "soft_pairs": [ "issue:45800|issue:46304", - "issue:43296|issue:46304", "issue:43866|issue:46402", + "issue:43296|issue:46304", "issue:41762|issue:43596", "issue:39290|issue:41720", "issue:43901|issue:44512", @@ -624,8 +534,8 @@ "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:45812|issue:45920", - "issue:44292|issue:46015", "issue:43866|issue:44863", + "issue:44292|issue:46015", "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", @@ -651,20 +561,20 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "b5f4c4219911ff1fcade2a7ac1aca13a313ba26f548eaaf30defeb93f85b6547", + "prepared_review_unit_hash": "2ab91dc9aa5b2786e4fec43b07eefac8e68000e82e3665c7efe3c307df0699de", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40042, + "serialized_chars": 40043, "estimated_input_tokens": 10011, "estimated_eval_tokens": 20278 }, @@ -673,264 +583,270 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated. I only accept two soft duplicates: the ZeRO-3 load-time index-out-of-bounds reports, and the AutoTokenizer wrong-token-IDs regression reports.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45920 is the best canonical issue: it describes the broad v5 AutoTokenizer wrong-token-ID regression across multiple model families, making it the clearest umbrella for the narrower Granite-specific report.", + "summary": "This cluster is mostly heterogeneous regression/load-failure reports that are not true duplicates. The only convincing duplicate-like pair is the tokenizer v5 regression affecting multiple model families (Granite-specific report vs broader multi-model report).", + "confidence": 0.73, + "canonical_issue_reason": "issue:45920 is the broadest and most general report of the same tokenizer regression, covering multiple model families and subsuming the Granite-specific variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best overall issue candidate because it is the broadest, most representative regression report in the set and likely subsumes issue:45812.", + "best_issue_reason": "issue:45920 is the best representative because it describes the widest scope of the shared bug and is the clearest consolidation target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are torch/version compatibility complaints, but they are about different breakages and code paths; not the same bug." + "reason": "Both are version-compatibility regressions, but they describe different failures in different runtime paths; not the same bug." }, { - "left": "issue:43296", - "right": "issue:46304", + "left": "issue:43866", + "right": "issue:46402", "accept": false, - "reason": "Different failures: PaddleOCR-VL/vLLM model loading vs USE_DISTRIBUTED=0 support regression." + "reason": "Different model-loading problems for different models: corrupted checkpoint vs missing text encoder weights." }, { - "left": "issue:43866", - "right": "issue:46402", + "left": "issue:43296", + "right": "issue:46304", "accept": false, - "reason": "Corrupted checkpoint vs weights not loaded; same area, different underlying problem." + "reason": "vLLM/PaddleOCR-VL load failure is unrelated to the USE_DISTRIBUTED=0 support regression." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Both report the same ZeRO-3 load-time index-out-of-bounds failure from an empty/invalid parameter path; model names differ, but the bug looks identical." + "accept": false, + "reason": "Both hit zero3 IndexErrors, but the model types and failure contexts differ enough that they do not look like one underlying bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 sliding_window_pattern missing in vLLM vs Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Gemma3 sliding_window_pattern and Qwen3 auto device-mapping cuda assert are different bugs." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they cover different documentation problems." + "reason": "Separate documentation issues with different outdated content." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the torch distributed compatibility breakage." + "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and symptoms: AMD GPU support vs table-question-answering crash." + "reason": "Different subsystems and symptoms: AMD GPU model support vs table QA task crash." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "DeepSeek detokenization bug vs outdated RAG examples; not the same issue." + "reason": "Tokenizer/detokenization bug vs RAG documentation update; not the same change." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy fallback vs Qwen3-VL video StopIteration are unrelated." + "reason": "Liger kernel cross-entropy usage is unrelated to the Qwen3.5 video chat-template StopIteration error." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model-specific bugs: Gemma4 device mismatch vs Qwen3.5 video token/feature mismatch." + "reason": "Both are multimodal/model-loading failures, but they involve different models and different code paths." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral vs Gemma4 device mismatch; no common code-path bug shown." + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-mismatch during forward." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and NVFP4 compatibility are distinct problems." + "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH loading failure vs RAG docs drift are unrelated." + "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG examples." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage and torch distributed support regression are different changes." + "reason": "Both are broad regression reports, but they concern different breakages and code paths." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same tokenizer regression: wrong token IDs in v5, with 45920 providing the broader multi-model scope and 45812 the Granite-specific instance." + "reason": "Same underlying tokenizer v5 regression causing wrong token IDs across models; the broader report subsumes the Granite-specific one." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "Qwen NVFP4 runtime error vs outdated RAG examples; unrelated." + "reason": "Different model-loading failures for different architectures; not one shared bug." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "Checkpoint corruption vs inability to load NemotronH checkpoints are different issues." + "reason": "NVFP4 runtime failure is unrelated to documentation examples." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to the torch distributed build/runtime regression." + "reason": "bitsandbytes constructor incompatibility is a different dependency break than the torch/distributed regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the affected models and failure modes differ." + "reason": "Both mention sliding_window, but the affected models and failure details differ; too broad to merge." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors, but one is a mask/tensor shape mismatch and the other is a ZeRO-3 empty-tensor load issue." + "reason": "Different zero3 IndexError manifestations and different model contexts; not clearly the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure vs table QA crash; unrelated." + "reason": "Whisper loading/running issue is unrelated to the table-question-answering crash." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test load failure and corrupted checkpoint are not the same bug." + "reason": "One is a unit-test loading issue, the other is a corrupted checkpoint; different causes." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig breakage are different regressions." + "reason": "Torch 2.10 incompatibility and a Pydantic PretrainedConfig regression are distinct issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug vs table QA crash; no shared underlying change." + "reason": "Detokenization regression and table QA crash are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is chat crashes and the other is streaming API failure; not clearly the same bug." + "reason": "Same model family, but different API paths and failure modes; not the same concrete bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper cannot run and a pydantic config regression are unrelated." + "reason": "Whisper runtime failure is unrelated to the Pydantic model-field regression." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 load index error vs torch 2.4.1 compatibility complaint are different issues." + "reason": "Bert zero3 IndexError and torch 2.4.1 incompatibility are different issues." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Different models and failure modes: torch dynamo/grouped_mm vs YOLO multi-GPU auto device-map." + "reason": "Mixtral torch-dynamo grouped_mm failure is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 runtime failure vs table QA crash are unrelated." + "reason": "NVFP4 model execution issue is unrelated to table QA crashing." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and symptoms; no evidence of one shared bug." + "reason": "Gemma3 missing sliding_window_pattern and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat/completions streaming failure and MPS histogram int error are unrelated." + "reason": "Qwen3.5 streaming inference failure and MPS histogram_mps integer support are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 config attribute missing are separate regressions." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are different code-path problems." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "MoE-related titles are not enough; the concrete failures differ." + "reason": "Different numerical/runtime failures in different model/device paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing error vs autocast dtype mismatch are different concrete bugs." + "reason": "Both are model execution errors, but the concrete failures and likely fixes differ." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template-node compile error are unrelated." + "reason": "Processor loading failure and template compilation error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted checkpoint report." + "reason": "Weight-tying bug in Mistral3 is unrelated to checkpoint corruption." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid vs YOLO multi-GPU device-map failure are unrelated." + "reason": "GraniteMoEHybrid invalid-method bug and YOLO device-map failure are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the reported shapes, models, and failure mechanisms differ." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-Attn fallback checks and remote-code config_class errors are different code paths." + "reason": "Flash-attn fallback gating and remote-code config_class attribute handling are different problems." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig field regression." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the PretrainedConfig pydantic regression." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch version compatibility and Gemma4 device mismatch are unrelated." + "reason": "Torch version incompatibility and Gemma4 device mismatch are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the two accepted soft duplicates are conservative and well-supported by the issue titles: the ZeRO-3 index-out-of-bounds pair and the AutoTokenizer wrong-token-ID pair. The other verdicts stay cautious rather than overclaiming, and the canonical issue choice is reasonable." + "feedback": "The consolidation choice is grounded in the packet: issue:45812 and issue:45920 are both the same AutoTokenizer v4\u2192v5 wrong-token-ID regression, with 45920 clearly broader in scope. The remaining soft-edge rejections are conservative and stay within the evidence from the titles/body summaries." }, "evaluator_used": true, "retried": false, @@ -949,7 +865,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:39186", "issue:40990", @@ -1032,14 +948,14 @@ "issue:45183|issue:46463", "issue:44918|issue:45507" ], - "prepared_review_unit_hash": "c3209c118ae64a33c897f277cdf4f5e57c6395584fe5f7a9ac3af1a0c402da11", + "prepared_review_unit_hash": "e9c3fc00987dec664ee3d04d34c5bb891f08a3d958d756f4e95d839952e9a72d", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 47, @@ -1054,205 +970,208 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and does not look like a true duplicate set. The soft pairs mostly share broad symptoms or subsystem labels, but they describe different concrete bugs, models, or code paths, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a safe canonical representative: the items span unrelated regressions (FSDP, MoE, video I/O, remote_code, quantization, docs, etc.) and the soft pairs do not match on a concrete underlying bug.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No issue is a good global best representative because the cluster is not centered on one bug; choosing any one would mischaracterize the rest of the items.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "Mostly unrelated issues with a few plausible duplicate pairs, but the evidence is mixed and one remote-code pair should be kept separate rather than merged.", + "confidence": 0.55, + "canonical_issue_reason": "45183 is the strongest canonical issue because it describes the shared input_ids/inputs_embeds validation bug broadly, and 46463 looks like a model-specific manifestation of that same validation path.", + "canonical_pr_reason": null, + "best_issue_reason": "45183 is the best representative issue overall: it captures the broad underlying validation problem instead of a narrower model-specific symptom.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL loading failure vs GGUF/gpt-oss architecture support." + "reason": "Different problems: PaddleOCR-VL loading versus GGUF gpt-oss support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape-related errors, but one is a generic mask/tensor mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT; not the same bug." + "reason": "Both are shape-related, but the concrete failures differ: mask/tensor mismatch versus embedding unpacking." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different failures: torch dynamo grouped_mm tracing on Mixtral vs tensor-parallel-only GPT-OSS MoE behavior." + "reason": "Different MoE failures and different code paths." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different code paths and models: autocast dtype mismatch in Phi-tiny-MoE vs Qwen3.5 streaming chat/completions regression." + "reason": "Autocast dtype mismatch is not the same concrete bug as Qwen3.5 streaming inference failure." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "OOM under int4 quantization is unrelated to tied-weight issues in translation models." + "reason": "Quantization/OOM regression is unrelated to tied-weight handling." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support is a model-format request, not the Qwen3.5 streaming inference failure." + "reason": "Different model families and different failure modes." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Init-empty-weights/_is_hf_initialized TypeError is unrelated to the PretrainedConfig pydantic regression." + "reason": "Unexpected _is_hf_initialized handling is unrelated to the PretrainedConfig/pydantic breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and pydantic PretrainedConfig breakage are different bugs." + "reason": "Sliding_window behavior and pydantic config-field incompatibility are different issues." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both raise IndexError, but one is a mask/tensor size mismatch and the other is a DeepSpeed ZeRO-3/BertModel init failure." + "reason": "Both are IndexErrors, but the underlying bugs are different." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different multimodal mismatches: image-preprocessor dtype issue vs video-token/feature count mismatch in Qwen3.5." + "reason": "Image-preprocessor dtype mismatch is different from Qwen video-token counting." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code compatibility regression and torch 2.4.1/transformers 5.8.0 incompatibility are distinct issues." + "reason": "Remote-code breakage and torch/transformers version incompatibility are different root causes." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is an embedding-quality complaint and the other is a loading/pipeline correctness bug." + "reason": "Different SigLIP2-related failures with different symptoms." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Broad video-input regression across several models is not the same concrete bug as Qwen3.5 chat_template video feature/token mismatch." + "accept": true, + "reason": "Both describe the same Qwen video-input regression where video features/tokens get out of sync in the input pipeline." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + "reason": "Nemotron example breakage and YOLO multi-GPU device_map failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite Qwen config unwrapping and uninitialized inv_freq after to_empty(cuda) are different Qwen issues." + "reason": "Composite-config unwrapping and uninitialized rotary-embedding memory are separate bugs." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed zero3 init failure with BertModel is unrelated to resuming training with trust_remote_code." + "reason": "ZeRO3/BertModel indexing failure and trust_remote_code resume failure are different code paths." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issues and remote-code config_class AttributeError are separate code paths." + "reason": "Flash Attention gating and remote-code config_class AttributeError are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking with TRL SFT are unrelated." + "reason": "Image dtype mismatch and Qwen3.5 embedding unpacking are different bugs." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error and Qwen3.5/TRL embedding unpacking are not the same bug." + "reason": "FSDP 2-D weight error and TRL embedding unpacking are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are unrelated reports." + "reason": "High perplexity on gpt-oss-20b and GLM5 are different issues." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization breakage and flash-attn2 fallback gating are different issues." + "reason": "Notebook custom-model initialization breakage and FA2 fallback gating are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both concern remote-code/custom models, but one is cache-path collision and the other is wrong module selection after save/load; not the same concrete defect." + "reason": "Related remote-code/loading area, but one is a local-model cache-path collision and the other is loading the wrong custom module after save_pretrained; not enough evidence for the same bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head not tied in Mistral3 is different from tied-weight issues in translation models." + "reason": "Both mention tied weights, but the concrete model-specific bug is not clearly the same." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3MoE with FineGrainedFP8Config and flash-attn2 fallback gating are unrelated." + "reason": "FineGrainedFP8Config failure and FA2 fallback gating are different issues." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied-weight handling are different problems." + "reason": "Quantization/offloading behavior and tied-weight regression are unrelated." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer ReLU discussion and removed run-command documentation are unrelated." + "reason": "DSA indexer discussion and outdated docs are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is not the same as translation-model tied-weight bugs." + "reason": "PagedAttentionCache linear_attention failure is a different code path from tied-weight handling." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and outdated docs about the removed run command are unrelated." + "reason": "Cache-strategy typo and removed-command docs are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied weights in translation models." + "reason": "NemotronH checkpoint loading and tied weights in translation models are different bugs." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both are validation/error-message issues, but one is input_ids/inputs_embeds XOR logic and the other is T5 decoder-input validation; not the same bug." + "accept": true, + "reason": "Same validation bug: 46463 is the T5-specific manifestation of the broader input_ids/inputs_embeds XOR validation issue in 45183." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking with TRL SFT and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "Most judgments look conservative, but one accepted soft-edge pair is overstated: issue:45632 and issue:45698 both involve remote-code/custom-module loading, yet the packet only shows one as a cache-path collision for local models and the other as loading the wrong custom module after save_pretrained. That is not enough to confidently call them the same bug. The overall summary is also a bit too strong given the mixed evidence. " + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1267,7 +1186,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:24643", "issue:28530", @@ -1349,20 +1268,20 @@ "issue:43782|issue:44960", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "c81dd76313996f9095ebf799cc756c799d481ee1021ec4d62e05eac36e008ab4", + "prepared_review_unit_hash": "51f8247b7e35725ecab05faa25e94ba2cba18ec2d6684983133de7c31f3f4aee", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36283, + "serialized_chars": 36282, "estimated_input_tokens": 9071, "estimated_eval_tokens": 18398 }, @@ -1371,201 +1290,201 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster has a few solid duplicates around the same concrete regressions, especially the v5 non-persistent-buffer corruption and the StaticCache return-type bug. The SigLIP2 pair is related but not strong enough to merge as the same bug from the available titles alone: one is a broad quality regression and the other is a specific HF-vs-JAX discrepancy. Overall this looks like a mostly conservative cluster with a few clear matches, not a set of indisputable duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "#43950 is the clearest anchor for the v5 non-persistent-buffer corruption regression, and its wording best covers the same issue seen in #43644/#44534.", + "summary": "Mostly a loose thematic cluster with a few real duplicates around buffer loading, cache length return types, and Gemma4 quantized embedder casting. Most other pairs are different bugs that only share a subsystem or model family.", + "confidence": 0.84, + "canonical_issue_reason": "#43950 is the best representative of the duplicated non-persistent-buffer regression in Transformers 5.x; it is broader than the narrower manifestations in #44534 and likely #45902.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 most directly names the concrete bug and regression scope, making it the best duplicate target among the issues here.", + "best_issue_reason": "#43950 is the strongest canonical issue because it describes the core regression clearly and broadly, with the cleanest overlap to the accepted duplicate pairs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and different failure modes; the titles do not indicate one shared bug." + "reason": "Different models and failure modes: tokenizer detokenization regression vs NVFP4 load/runtime error." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but the affected models and concrete symptoms differ too much to treat as one bug." + "reason": "Both are tokenizer regressions, but they affect different models and concrete round-trip behavior; not the same bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same v5 regression corrupting non-persistent buffers / filling them with junk." + "reason": "Same underlying regression: Transformers 5.x mishandles non-persistent buffers and leaves them as junk." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Doc-example errors vs. a SigLIP2 quality regression; not the same concrete bug." + "reason": "Both mention SigLIP2, but one is a docs/example mismatch plus quantization failure and the other is a text-embedding quality issue." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Both report the same non-persistent-buffer junk/corruption regression in Transformers 5.x." + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is a different code path from non-persistent-buffer corruption." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unrelated training API signature break vs. DeepSpeed loading index error." + "reason": "Unrelated training/trainer API error vs DeepSpeed ZeRO-3 model-loading index error." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 multimodal 4-bit quantization dtype-casting bug." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 explicitly points to the same fix." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage errors affecting different code paths." + "reason": "Different quantization/storage failures with different root causes and error types." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and different numerical issues; not the same failure." + "reason": "Different bugs: autocast dtype mismatch in Phi MoE vs 3D position_ids triggering a Flash Attention crash/NaN issue." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Tokenizer regressions in different model families, but not one concrete shared bug." + "reason": "Both are tokenizer regressions, but #45920 is broad multi-model wrong IDs while #46489 is a specific DeepSeek-Coder v1 gap." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding-quality issue vs. a broad tokenization-change report; too different to merge." + "reason": "One is a SigLIP2 embedding quality complaint; the other is a general tokenization-change report." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same StaticCache get_seq_length return-type/behavior bug; one describes the contract violation, the other the downstream breakage." + "reason": "Same cache API regression: get_seq_length is returning a tensor instead of an int, breaking downstream static-cache arithmetic." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Related SigLIP2 symptom area, but no clear shared underlying bug from the titles alone." + "reason": "Same model family, but zero probabilities and degraded text embeddings are not clearly the same concrete bug." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both mention bad initialization-like behavior, but they are different code paths and different objects." + "accept": true, + "reason": "Same non-persistent-buffer/materialization regression; #45902 is a specific manifestation on inv_freq after meta\u2192to_empty(cuda)." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention packed-sequence crash vs. CPU-offload incompatibility; unrelated issues." + "reason": "Different mechanisms: Flash Attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad error message vs. missing attribute; different failures." + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo missing all_tied_weights_keys." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Related SigLIP2 area, but one is a broad text-embedding quality regression and the other is a specific HF-vs-JAX discrepancy; titles alone do not prove the same concrete bug." + "reason": "Different SigLIP2 complaints: text embedding quality vs HF/JAX implementation discrepancy." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training/memory regressions with no shared concrete code-path." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 CUDA reserved-memory growth and OOM." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different model internals and different memory/state bugs." + "reason": "Different bugs: Gemma4 FSDP2 shared_kv_states handling vs non-persistent buffer initialization corruption." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic load-noise complaint vs. a specific model load failure; not the same bug." + "reason": "Generic loading noise vs a specific ScandiBERT load failure; not the same underlying issue." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer/detokenization issue vs. import-utils flash_attn KeyError; unrelated." + "reason": "Different tokenizer/model-loading problems with no clear shared code-path." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training runtime error vs. early-stopping metric configuration problem." + "reason": "Training with DeepSpeed runtime error and early-stopping metric lookup are unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both are memory-related, but they describe different training settings and different failure modes." + "reason": "LoRA gradient checkpointing inefficiency is unrelated to Qwen3 MoE memory usage." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both mention loading, but they concern different models and no common bug is clear." + "reason": "Both are loading-related, but they describe different model failures and symptoms." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "trust_remote_code missing-fields bug vs. a broad remote_code regression; too general to merge." + "reason": "trust_remote_code field loss is narrower and different from the broader remote_code breakage report." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different models and different failure classes (ZeRO-3 load vs. FineGrainedFP8Config)." + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are different model-specific bugs." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model load failures with no shared concrete cause." + "reason": "Different failures: Voxtral tokenizer error message vs glm-4v-9b load failure." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs. flash-attn fallback logic; unrelated." + "reason": "Tokenizer loading regression and flash-attn2 fallback logic are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and different errors; no shared code-path bug." + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific issues." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a missing class vs. bitsandbytes constructor mismatch; unrelated." + "reason": "Importing a missing model class and a bitsandbytes Int8Params constructor incompatibility are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most of the cluster calls are grounded, but the SigLIP2 accept (#43054/#43493) is a bit too strong for the packet: one issue is a broad quality regression and the other is a specific HF-vs-JAX discrepancy, and the titles alone do not prove they are the same bug. The summary\u2019s wording about \u2018genuine duplicate clusters\u2019 is therefore slightly overconfident. The other accepted pairs look conservative enough." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The true-duplicate calls that were accepted are well supported by the issue titles and descriptions, and the false calls mostly avoid overclaiming cross-issue equivalence. I don\u2019t see a material overstatement that would warrant rejection." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1581,7 +1500,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:24643", "issue:30064", @@ -1645,8 +1564,8 @@ "issue:43872|issue:46869", "issue:45488|issue:46489", "issue:45759|issue:46661", - "issue:43404|issue:43950", "issue:43827|issue:44509", + "issue:43404|issue:43950", "issue:46894|issue:46897", "issue:43872|issue:44291", "issue:45020|issue:46661", @@ -1662,208 +1581,208 @@ "issue:44479|issue:44560", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "774bba1b5d32f5ab124400a05017e313cd4ee918d401efdf5f3206bf238b48d6", + "prepared_review_unit_hash": "d448eb0a010ce28678cd82c60d14bff380053a35a62d1ac0ac118ab60256521c", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36753, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "serialized_chars": 36750, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only broad thematic matches, not true duplicates. Clear duplicate-looking groups appear for docs mentioning removed pipeline tasks, the `_is_hf_initialized` TypeError, Qwen3-family DeepSpeed ZeRO-3 load failures, the identical mask/tensor shape IndexError, and the training-loss double-shift bug.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 44291 is the broadest/root-cause report for the `_is_hf_initialized` loading regression, making it the best canonical issue among the duplicates in this set.", + "summary": "Mostly heterogeneous cluster with many lookalike but unrelated issues. The clear duplicate subclusters are the removed-pipeline docs regression, the `_is_hf_initialized` loading incompatibility, Qwen3 ZeRO-3 weight-loading failures, and the training-loss double-shift variants.", + "confidence": 0.72, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole cluster; the best representative of the clearest duplicate subcluster is #44509 because it most explicitly captures the removed-pipeline docs regression.", "canonical_pr_reason": null, - "best_issue_reason": "44291 is the most reusable representative because it describes the underlying TypeError generically rather than a single downstream symptom.", + "best_issue_reason": "#44509 is the strongest issue candidate: it is specific, complete, and directly names the removed pipeline tasks, making it a better representative than the narrower duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures: MPS histogram/int dtype error vs Gemma4 PLE device placement mismatch." + "reason": "Different bugs: an MPS int histogram failure in MoE code vs a Gemma4 device-map forward mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both involve tokenizer/model loading, but one is a Mistral regex crash and the other is flash-attn2 fallback gating; not the same bug." + "reason": "Both are tokenizer/attention related, but the concrete failures differ: Mistral regex patch crash vs flash-attn2 fallback gating." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code model breakage is a different problem from a Gemma4 forward device mismatch." + "reason": "Remote-code model breakage and a Gemma4 device mismatch are unrelated code paths." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Add-new-model-like TOKENIZER_MAPPING_NAMES failure is unrelated to the broader remote-code regression." + "reason": "One is a tokenizer-mapping edge case for add-new-model-like; the other is a broader remote_code regression." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-loading errors for different models; only loosely similar." + "reason": "Both are model loading failures, but for different model classes and different missing attributes." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch on Phi MoE is not the same as a device-map forward mismatch." + "reason": "Autocast dtype mismatch in Phi MoE is not the same as Gemma4 device placement during forward." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention LoRA/Qwen embedding tying, but they describe different symptoms and code paths." + "reason": "Different symptoms and likely different fixes: Qwen3 MoE LoRA compatibility vs a warning about tied embeddings." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote-code breakage vs a specific Kimi-K2.5 tokenizer regression; not the same underlying bug." + "reason": "Both involve tokenizer/model regressions, but the concrete Kimi tokenizer codec issue is distinct from generic remote-code breakage." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "These are inverse tokenizer-performance regressions; similar pattern, but not the same defect." + "reason": "Related tokenizer performance area, but different API directions and different concrete regressions." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Bitsandbytes/`_is_hf_initialized` incompatibility is unrelated to YOLO multi-GPU device-map failure." + "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device-map failures." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizer regressions in DeepSeek-family models, but the described bugs and code paths differ." + "reason": "Both concern DeepSeek tokenizers, but the root causes differ: LlamaTokenizer pre-tokenizer override vs a gap in an earlier fix." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve model/config loading APIs, but one is `text_config` unwrapping and the other is missing `config_class` on remote-code models." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "Untied lm_head weights and silent non-persistent buffer corruption are different regressions." + "reason": "Different model-construction failures: composite Qwen text_config unwrap vs remote-code config_class lookup." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both say removed pipeline tasks are still referenced after v5 removals." + "reason": "Same docs regression after v5 pipeline removals; both report stale references to removed pipeline tasks." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied-weight handling and non-persistent buffer corruption are different issues in different parts of model loading/saving." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same underlying training-loss double-shift bug, reported for two model families." + "reason": "Near-identical training-loss double-shift bug reports for two model families; both point to the same underlying loss-label shifting problem." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` TypeError during model loading; 44291 gives the generic root-cause framing." + "reason": "Same `_is_hf_initialized` incompatibility during empty-weight/model init loading; the titles describe the same constructor-arg failure." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Remote-code models failing generally is broader than the specific missing `config_class` AttributeError." + "reason": "Both involve newer remote-code behavior, but one is tokenizer/model compatibility and the other is missing config_class on remote-code models." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper model run failure and `_torch_extract_fbank_features()` are not the same issue." + "reason": "Whisper runtime failure and a specific fbank feature function issue are too broad to treat as the same bug without stronger evidence." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed/Qwen, but one is weight conversion and the other is gradient averaging; different bugs." + "reason": "Both involve DeepSpeed/MoE training, but one is weight conversion/loading and the other is gradient averaging with loss kwargs." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code variant." + "reason": "Gradient checkpointing ineffective and missing supports_gradient_checkpointing are related but not the same concrete bug." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected `num_items_in_batch` kwarg is unrelated to the mask/index shape mismatch." + "reason": "Both mention training/runtime errors, but the specific failures are different and do not point to one shared bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but the Voxtral error-message issue and est-roberta tokenizer loading failure are different bugs." + "reason": "Tokenizer loading errors for different models; the Voxtral error-message issue is not the same as the est-roberta tokenizer failure." }, { "left": "issue:43940", "right": "issue:45313", "accept": true, - "reason": "Same Qwen3-family DeepSpeed ZeRO-3 weight-loading failure; different variants of the same missing-weights path." + "reason": "Same concrete class of bug: ZeRO-3 weight loading fails for Qwen3-family models, just on different variants." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and NemotronH checkpoint loading failure are unrelated." + "reason": "Different model families and different load failures; no shared concrete code path is evident." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion from 3D position_ids is unrelated to flash_attention s_aux handling." + "reason": "Gradient explosion/SDPA fallback in Qwen3.5 RLHF is unrelated to a flash-attention crash on sink-less models." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same mask-vs-indexed-tensor shape mismatch error; 44805 is the generic follow-up report." + "accept": false, + "reason": "The error strings are similar, but there is not enough evidence they are the same underlying mask-shape bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-input regressions, but they affect different model families and failure modes." + "reason": "Both are video regressions, but one is a broad multi-model input regression and the other is a specific StopIteration in Qwen3-VL embedding; too little evidence for a single bug." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error is unrelated to void segmentation map processing." + "reason": "Completely different domains: DeepSpeed training weight shape error vs image-processor void segmentation map handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The grouping is grounded in the packet and the soft-edge verdicts are suitably conservative. The accepted pairs are defensible as same-bug or same-regression matches, and the rejected pairs avoid overstating similarity." + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The accepted duplicate subclusters are supported by the issue titles and look like reasonable merge candidates, and the rejected pairs do not overclaim sameness. No obvious evidence overstatement." }, "evaluator_used": true, "retried": false, @@ -1882,7 +1801,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:36010", "issue:38175", @@ -1935,8 +1854,8 @@ ], "soft_pairs": [ "issue:44530|issue:44863", - "issue:41553|issue:44488", "issue:44863|issue:46402", + "issue:41553|issue:44488", "issue:43366|issue:43828", "issue:45325|issue:45902", "issue:43366|issue:43531", @@ -1965,251 +1884,251 @@ "issue:45672|issue:46899", "issue:43632|issue:45834", "issue:44877|issue:45030", - "issue:43638|issue:44661", "issue:42491|issue:43720", + "issue:43638|issue:44661", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "e74c5f95845bfd863fc633d7c50b7e5f56721e755ef12dfb8d6e5280f7681009", + "prepared_review_unit_hash": "6f4dfb71cd6f5eb70e5764ebb16a8d6e4674236d5acca5c74352e71d164f2be4", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38059, - "estimated_input_tokens": 9515, - "estimated_eval_tokens": 19286 + "serialized_chars": 38056, + "estimated_input_tokens": 9514, + "estimated_eval_tokens": 19284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. Only two soft-edge pairs are accepted as true duplicates-like matches: SigLIP2 inference regression (38175/43994) and the Transformers 5 custom-model initialization regression (43645/43646). The Bert/DeepSpeed zero3 issues are not supported as a duplicate pair.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43646 is the best canonical issue because it states the broad Transformers 5 custom-model initialization regression in a generic, reusable way; issue:43645 is the narrower notebook-flavored manifestation.", + "summary": "This is a noisy cluster of mostly unrelated Transformers issues. Only two soft pairs look like true duplicates: the custom-model initialization regressions and the Gemma4 4-bit multimodal dtype-cast failures.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43646 is the broadest, clearest representative of the custom-model initialization regression; 43645 reads like a notebook-specific reproduction of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest cluster representative: concise, generic, and centered on the underlying regression rather than one environment-specific symptom.", + "best_issue_reason": "43646 is the best umbrella issue here because it names the shared failure mode cleanly and is the most reusable triage target among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different bugs: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." + "reason": "Different failures: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint-loading failure." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:44863", + "right": "issue:46402", "accept": false, - "reason": "Both are loading problems, but they concern different models and different failure modes." + "reason": "Both are loading issues, but they affect different models and code paths (NemotronH checkpoints vs Sam3Model text encoder weights)." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Different model-loading regressions: NemotronH checkpoint compatibility vs Sam3Model text encoder weights not loading." + "reason": "Both concern tokenizers/loading, but they are different model-specific problems with different symptoms and likely different fixes." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated issues: gpt-oss GGUF support request vs Phi-tiny-MoE autocast dtype mismatch." + "reason": "Unrelated bugs: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different Qwen internals and different defects: rope index scaling vs inv_freq materialization after meta->to_empty(cuda)." + "reason": "Both involve rotary/position handling, but one is Qwen2.5-VL rope scaling and the other is Qwen3_5Moe meta-materialization of inv_freq; not the same bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different problems: gpt-oss support request vs sliding_window bug in Qwen3-MoE." + "reason": "Different Qwen/gpt-oss issues; one is GGUF architecture support, the other is sliding_window behavior in Qwen3-MoE." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Bert/DeepSpeed zero3 IndexError is a different bug from a generic torch 2.4.1 incompatibility report." + "reason": "Zero3/Bert index error is unrelated to generic torch 2.4.1 incompatibility." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Audio-related but distinct code paths: track-to-track token leak vs empty-transcription handling after align_special_tokens." + "reason": "Both audio-related, but one is batched embedding/token leakage in AudioFlamingo3 and the other is Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different bugs: per-layer shared_kv_states rebuild under FSDP2 vs device mismatch with device_map=\"auto\"." + "reason": "Same model family, but different bugs: FSDP2 shared_kv_states rebuilding vs PLE device mismatch with device_map=\"auto\"." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "The Bert zero3 training IndexError is not the same as a generic torch version incompatibility issue." + "reason": "The Bert/DeepSpeed Zero3 index error is not the same as a broad torch version incompatibility." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated: gpt-oss GGUF support vs Float8_e4m3fnStorage lookup failure." + "reason": "gpt-oss GGUF support is unrelated to Float8 storage deserialization errors." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption in from_pretrained() vs Kosmos2.5 long-ocr index error." + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to Kosmos2.5 long-OCR index errors." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Different loading failures: missing Qwen2_5_VL export vs meta-device loading breakage on some models." + "reason": "Different failures: missing Qwen2_5_VL import vs meta-device loading breakage across some models." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different regressions: Qwen3Moe FineGrainedFP8Config failure vs meta-device model loading breakage." + "reason": "Qwen3Moe FP8 config failure is not the same as general meta-device loading regressions." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and failure modes: Mistral-3 image-preprocessor dtype mismatch vs Qwen3-vl-embedding video StopIteration." + "reason": "Different model/workflow bugs: Mistral-3 image-preprocessor dtype mismatch vs Qwen3-vl-embedding StopIteration on video." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/positions, but these are distinct bugs with different triggers and backends." + "reason": "Both touch attention/cache internals, but one is a Flash Attention packed-sequence misread and the other is cache length returning a device tensor for static cache + torch.compile." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers 5 custom-model initialization regression; 43645 is the notebook-specific symptom of the broader bug in 43646." + "reason": "Same underlying Transformers 5.0 custom-model initialization regression; 43645 is just the Jupyter notebook reproduction of 43646." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different Qwen/Bamba failures: torch.compile with SDPA on Bamba-9B-v2 vs flash-attention crash from Qwen3.5 3D position_ids handling." + "reason": "Bamba SDPA torch.compile failure and Qwen3.5 Flash Attention packed-sequence bug are different code paths." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different platform/model bugs: Qwen3-vl video StopIteration vs MPS histogram not implemented for Int." + "reason": "Unrelated issues: Qwen3-vl video StopIteration vs MPS histogram not implemented for Int in MoE." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to gpt-oss GGUF architecture support." + "reason": "Not the same bug: 3d_parallel.py failure vs GGUF gpt-oss support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3Moe FineGrainedFP8Config failure are unrelated bugs." + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3-related failures: video StopIteration vs TRL SFT trainer embedding unpacking." + "reason": "Both mention Qwen3.5/Qwen3-vl-family workflows, but one is video embedding StopIteration and the other is SFT unpacking of embeddings; different failures." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Both are torch-version-related, but the concrete failures are different." + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to a torch 2.4.1 incompatibility claim." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to have different root causes." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch with device_map=\"auto\" is a different bug from a generic torch 2.4.1 incompatibility." + "reason": "Gemma4 device mismatch with device_map=\"auto\" is not a generic torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping/add-new-model-like failure is unrelated to Gemma4 PLE device mismatch." + "reason": "add-new-model-like/TOKENIZER_MAPPING_NAMES failure is unrelated to Gemma4 PLE device placement." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 inference regression on google/siglip2-base-patch16-224; \"zero probabilities\" and \"nonsensical results\" point to the same underlying bug." + "accept": false, + "reason": "Both concern SigLIP2 output quality, but one is zero probabilities and the other is nonsensical AutoModel/pipeline results; not enough to treat as the same bug." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failures: Qwen3-vl embedding video StopIteration vs a generic mask-shape IndexError." + "reason": "Different symptoms and likely different causes: video StopIteration vs generic mask shape mismatch." }, { "left": "issue:45672", "right": "issue:46899", - "accept": false, - "reason": "Both are Gemma4 quantization-related, but they are different concrete bugs in different modules." + "accept": true, + "reason": "Same Gemma4 multimodal 4-bit quantization bug family; 46899 generalizes the unsafe dtype cast issue that 45672 reports in audio modules." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression and Kosmos2.5 long OCR index error are different issues." + "reason": "Transformers v5 _is_hf_initialized regression and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation problems, but they target different models and different validation changes." + "reason": "Different config-validation regressions affecting different models." }, { - "left": "issue:43638", - "right": "issue:44661", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "Bert zero3 IndexError and tokenizer-mapping add-new-model-like failure are unrelated defects." + "reason": "Qwen3 MoE LoRA/hf5.x compatibility and BitNet packed-weight loading are unrelated." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:43638", + "right": "issue:44661", "accept": false, - "reason": "Different subsystems and failure modes: Qwen3_MOE LoRA incompatibility across hf4.x/hf5.x vs BitNet packed-weight loading in accelerate." + "reason": "Zero3/Bert initialization failure is unrelated to tokenizer-mapping constraints in add-new-model-like." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different bugs: Bert zero3 IndexError vs tokenizer-mapping/add-new-model-like failure." + "reason": "Bert Zero3 index error is not the same as the add-new-model-like tokenizer mapping failure." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The analysis is mostly careful on the soft-edge verdicts, but the summary overstates the evidence by claiming \u201cthree true duplicate-like issue pairs.\u201d In the packet, only two pairs are actually accepted as duplicates (38175/43994 and 43645/43646); the Bert/DeepSpeed zero3 issues are not supported as a true duplicate pair. Please keep the cluster summary tighter and grounded in the explicit soft-edge outcomes." + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft pairs are plausible duplicate families based on the titles, and the rejected pairs are appropriately cautious about model/code-path differences. The custom-model initialization cluster call on 43646 vs 43645 is also well supported." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2225,7 +2144,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:38175", "issue:39692", @@ -2290,10 +2209,10 @@ "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:44488|issue:44991", "issue:43856|issue:43873", "issue:43854|issue:43931", "issue:42491|issue:45292", @@ -2303,228 +2222,228 @@ "issue:44960|issue:46050", "issue:44164|issue:44291", "issue:46897|issue:46901", - "issue:45362|issue:45406", "issue:45488|issue:45812", "issue:45276|issue:45335", + "issue:45362|issue:45406", "issue:44910|issue:45588" ], - "prepared_review_unit_hash": "a6d6ec9bbb8a7d90ec4c081687246d952bb5285ff923b1be74ac67d4e68f1ddc", + "prepared_review_unit_hash": "4648e604b55b0e2b2c12ef317be62eb64b2546a62bdc4f92aeff2f9206a1288f", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36654, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "serialized_chars": 36658, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct model- or subsystem-specific regressions. I only accept a few soft duplicates where the titles point to the same concrete bug: non-persistent buffers being junk-filled in v5, resize_token_embeddings not propagating to output embeddings in related model variants, and the training-loss double-shift bug.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43644 is the clearest, most concrete regression report in the set and has the exact duplicate-style paraphrase in issue:44534.", + "summary": "This cluster is mostly a mix of unrelated issues. The clearest duplicate pairs are 43644\u219444534 and 45276\u219445335; 46897\u219446901 looks similar in symptom shape, but the evidence only shows a shared training-loss double-shift pattern across different models, not enough to call them the same bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43644 is the strongest canonical issue here because it describes a concrete Transformers v5 regression and has a near-identical duplicate in 44534, making it the cleanest representative of a clearly duplicated bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue here because it states the bug precisely and matches the closest duplicate candidate without ambiguity.", + "best_issue_reason": "issue:43644 is the best standalone issue to keep as the representative for the duplicate set: it is specific, concrete, and has the strongest duplicate match in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different failures: device_map/offload loading error vs mmap/OOM mitigation on Strix Halo." + "reason": "Different bugs: device_map/offload quantization loading failure vs Strix Halo mmap/OOM mitigation." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated bugs: tokenizer mapping/model addition logic vs mask shape mismatch at runtime." + "reason": "Unrelated failures: TOKENIZER_MAPPING_NAMES add-new-model-like bug vs a tensor mask shape mismatch IndexError." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is doc-example/model-processor/quantization errors; not the same concrete bug." + "reason": "Same model family, but the reported problems differ: zero probabilities vs doc-example mismatch and quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same regression: both report Transformers v5 filling non-persistent buffers with junk." + "reason": "Same Transformers v5 non-persistent-buffer regression; the titles and descriptions point to the same underlying bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 issues with different failure modes and code paths." + "reason": "Both are Qwen3-related, but one is an auto device-map CUDA assert and the other is a FineGrainedFP8Config failure; different code paths." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated: Qwen3 MoE FP8 failure vs mmap/OOM on Strix Halo." + "reason": "Different subsystems and symptoms: Qwen3 MoE FP8 failure vs mmap-related OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different problems: LoRA compatibility across versions vs resize_token_embeddings propagation." + "reason": "Different issues: LoRA/qwen3_moe compatibility across versions vs resize_token_embeddings not updating embeddings." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Both are GLM/Qwen-related, but the reported failures are different model/runtime issues." + "reason": "Different models and failures: GLM5 vs Qwen3.5 flash-attention generation issue." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they concern different checkpoints and no shared concrete root cause is evident." + "reason": "Both are load failures for different BERT models, but there is not enough evidence they share the exact same root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different models and different failures: NemotronH checkpoint loading vs missing linear_attn TP plan entries." + "reason": "NemotronH checkpoint loading failure vs Qwen3.5 TP-plan missing linear_attn entries; unrelated root causes." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Related around dtype handling, but one is loading composite checkpoints and the other is from_config/config-state mismatch." + "reason": "Related to dtype handling, but one is ignored dtype on composite checkpoint loading and the other is stale config.dtype after from_config; not the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different bugs: DeepSpeed ZeRO-3 loading vs incorrect visual encoder keys on save_pretrained." + "reason": "Different regressions: ZeRO-3 weight loading for language_model vs save_pretrained writing incorrect visual encoder keys." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different model implementations and different invalid-method/example failures." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer/model loading issues, but they affect different repos and no same underlying bug is shown." + "reason": "Different problems: invalid method call in GraniteMoEHybrid vs a broken official Nemotron example." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is the non-persistent-buffer junk regression; the other is Jupyter custom-model initialization, a different issue." + "reason": "One is a buffer-initialization regression; the other is a custom-model/Jupyter notebook initialization breakage." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different loading paths and failure symptoms: accelerate+deepspeed MoE weight conversion vs unit-test model loading." + "reason": "Different load paths and symptoms: Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash load failure in tests." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same SigLIP2 family, but doc-example mistakes are not the same as the nonsensical-output regression." + "reason": "Both involve SigLIP2, but one is a broken documentation example and the other is a model output regression; not clearly the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/load regressions affecting different model families." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/offloading around Qwen3 MoE, but they are different problems with different concrete causes." + "reason": "Both discuss memory/offload, but one is Qwen3 MoE training memory inefficiency and the other is quantization offloading behavior; not the same defect." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and errors: GLM-4.7 test loading vs Qwen3-VL shape mismatch." + "reason": "Different model-loading failures for different models and mechanisms." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different underlying bugs; only loosely related by model state/embedding behavior." + "reason": "Unrelated issues: version-specific LoRA compatibility vs resize_token_embeddings not affecting output embeddings." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Different memory issues: training efficiency vs int4 reserved-memory/OOM regression." + "reason": "Both mention memory, but one is training memory usage and the other is int4 quantization reserved-memory inflation; distinct bugs." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math bug is unrelated to SGD optimizer args not being used." + "reason": "Trainer checkpoint-resume step calculation bug vs optimizer argument handling bug; not duplicates." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "LoRA/version compatibility issue is unrelated to resize_token_embeddings behavior." + "reason": "Different bugs and model families; no shared code-path evidence." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different bugs: GLM5 model issue vs quantized model save/load corruption." + "reason": "GLM5 issue vs quantized model save/load corruption; unrelated." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different save/load failures: extra_state handling vs unexpected _is_hf_initialized argument under init_empty_weights." + "reason": "Different save/load failures: extra_state handling vs init_empty_weights/_is_hf_initialized argument mismatch." }, { "left": "issue:46897", "right": "issue:46901", - "accept": true, - "reason": "Same bug pattern: training loss is being double-shifted instead of using the labels as-is." - }, - { - "left": "issue:45362", - "right": "issue:45406", "accept": false, - "reason": "Different components and failures: chat crash for Qwen3.5-35B vs Gemma4Processor missing _tokenizer in serve." + "reason": "They share a similar training-loss double-shift symptom, but the packet only shows the pattern across different models; that is not enough evidence for the same underlying bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but the affected families and failure mechanisms differ." + "reason": "Both are tokenizer regressions, but the affected models and failure modes differ; not enough to call them the same bug." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same concrete bug: resize_token_embeddings does not propagate updated embeddings to output/decoder embeddings across related model variants." + "reason": "Same resize_token_embeddings propagation bug: the embedding resize does not consistently reach the model's output/decoder embeddings." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different runtime failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but the crashes come from different triggers and code paths." + "reason": "Both are flash-attention related, but one is a packed-sequence misinterpretation crash and the other is an AttributeError on s_aux=None; different code paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and the conservative rejections are mostly well supported. The accepted soft duplicates also look plausibly mergeable/same-bug from the titles: non-persistent buffer junk in v5, resize_token_embeddings propagation, and the training-loss double-shift pattern. No clear overstatement stands out." + "accept": false, + "feedback": "The packet supports some duplicate calls, but the analyst overstates at least one soft-edge verdict. `issue:43644` \u2194 `issue:44534` and `issue:45276` \u2194 `issue:45335` are well-grounded by nearly matching descriptions. However `issue:46897` \u2194 `issue:46901` is not strongly evidenced from the packet: it only shows a similar training-loss double-shift pattern across different models, so calling them \u2018same underlying bug\u2019 / \u2018true duplicates\u2019 is too strong. The summary and canonical/best-issue reasons also lean more confident than the evidence justifies (e.g. \u2018broadly applicable\u2019)." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2540,7 +2459,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:36010", "issue:39404", @@ -2605,8 +2524,8 @@ "issue:45663|issue:45859", "issue:44292|issue:44912", "issue:36010|issue:39404", - "issue:44155|issue:45823", "issue:44387|issue:44756", + "issue:44155|issue:45823", "issue:42947|issue:43381", "issue:43957|issue:44756", "issue:43335|issue:45663", @@ -2624,20 +2543,20 @@ "issue:43646|issue:43708", "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "fa648452b1ce020897d1f1356ae4d7ae281ace42b515367be977d381644b4292", + "prepared_review_unit_hash": "4f939df00ea555c8c94c40b91c14645c63d3164f1901cdff1bd6030d83f33fcd", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37088, + "serialized_chars": 37087, "estimated_input_tokens": 9272, "estimated_eval_tokens": 18800 }, @@ -2646,204 +2565,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs across different models and subsystems. The only clearly duplicate-like family is the resize_token_embeddings/output_embeddings reports, with the generic issue serving as the best representative. No PRs are present.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 45292 is the most generic and reusable description of the resize_token_embeddings bug, and it best represents the close duplicate-like Gemma4/output_embeddings reports.", + "summary": "This cluster is mostly a set of unrelated issue reports; only the resize_token_embeddings reports form a clear duplicate subcluster.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45292 is the cleanest and most generic representative of the resize_token_embeddings bug; it captures the shared failure mode without model-specific framing.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 has the broadest framing of the underlying symptom and would be the best standalone tracker for the resize_token_embeddings family.", + "best_issue_reason": "45292 is the best cluster anchor because it is the broadest formulation of the shared embedding-resize regression and can subsume the Gemma4 and T5Gemma variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different problems: token vocab mismatch vs model loading failure for a specific checkpoint." + "reason": "Both are model-loading problems, but one is a vocab-size/token issue and the other is a specific failure to load a checkpoint; too different to be the same bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated model/docs issue versus a GLM5 loading/title-only issue." + "reason": "Different models, different failure modes, and no shared code-path evidence; the similarity is only superficial." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different code paths and symptoms: Qwen3 device mapping CUDA assert vs AudioFlamingo batched inference leak." + "reason": "Qwen device-mapping CUDA assert and AudioFlamingo3 batched token leakage are unrelated bugs." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version compatibility and meta-device loading failures are separate issues." + "reason": "One is a Torch version compatibility complaint, the other is a meta-device model-loading regression; not the same underlying issue." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model families and bugs: Gemma4 FSDP2 attention state vs Qwen multimodal config unwrapping." + "reason": "Both involve model initialization/loading, but one is an FSDP2 attention-state bug and the other is a from_config text_config unwrap issue." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to T5 apex RMSNorm memory leak." + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are different code paths and different symptoms." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention lm_head tying, but they are different model implementations and likely separate fixes." + "reason": "Both mention tied lm_head / generation behavior, but they affect different model families and the described failures are not the same concrete bug." }, { "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 during init_empty_weights is unrelated to mmap-induced OOM on Strix Halo." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization/memory, but the concrete failure modes differ too much to treat as one bug." + "reason": "Both touch quantization/memory, but one is offloading behavior and the other is a Transformers 5.x int4 reserved-memory regression; too broad to merge." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment and VideoPrism output fields are different issues." + "reason": "ModelOutput key assignment and VideoPrism output fields are not the same bug." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different bugs in different models: Gemma4 FSDP2 vs Qwen3_5MoE CPU offload incompatibility." + "reason": "FSDP2 shared_kv_states rebuilding and CPU-offload incompatibility in Qwen3_5Moe rotary embedding are distinct failures." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and failure modes: NVFP4 load error vs MXFP4 fallback to bf16." + "reason": "NVFP4 loading failure and MXFP4 fallback-to-bf16 behavior are separate quantization issues." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline regression." + "reason": "ImportError for GenerationMixin and Whisper return_language regression only overlap at a very broad transformers/import layer." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "AudioFlamingo batched inference leak and Gemma4 device_map mismatch are separate problems." + "reason": "Reserved-memory OOM under int4 quantization and mmap OOM on Strix Halo are different root causes." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "Both can end in OOM, but one is int4 quantization memory growth and the other is Strix Halo mmap behavior." + "reason": "AudioFlamingo3 token/embedding leak and Gemma4 PLE device mismatch are unrelated model-specific bugs." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both involve gradient checkpointing, but one is ineffective under PEFT LoRA and the other is invalid in eval mode." + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with LoRA and the other is an eval-mode restriction; not the same bug." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading and mmap-related OOM on Strix Halo are unrelated." + "reason": "Meta-device loading regressions and mmap OOM are separate loading/runtime issues." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse layer construction and Gemma4 FSDP2 attention state are unrelated." + "reason": "Sparse-layer creation in SwitchTransformersConfig and Gemma4 FSDP2 attention state handling are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and a broken official Nemotron example are not the same concrete bug." + "reason": "NemotronH checkpoint loading and the official Nemotron example being broken are related only by model family, not by a shared concrete defect." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "These are effectively the same resize_token_embeddings/output_embeddings bug, with 45276 being a model-specific variant of the generic issue." + "reason": "Both report the same resize_token_embeddings regression: updated token embeddings are not propagated to output embeddings / related tied embeddings." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different model/regression contexts: video input regression vs strict config blocking granite_speech loading." + "reason": "Video input regression for Qwen VL models and strict granite_speech config loading are different issues." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 RLHF NaN/SDPA fallback issue." + "reason": "Eval-mode gradient checkpointing limitation and RLHF NaN explosion from Qwen3.5 SDPA fallback are not the same bug." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and Strix Halo mmap/OOM are unrelated." + "reason": "extra_state save/from_pretrained handling and mmap OOM on Strix Halo concern different mechanisms." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer bugs." + "reason": "Tokenizer BPE marker handling and continue_final_message logic are both tokenizer-related but not the same concrete failure." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "flash_attention sink-less crash and Gemma4 FSDP2 shared_kv state are unrelated." + "reason": "Flash-attention sink-less s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuilding are distinct code paths." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Permissions propagation during save_pretrained and loading the wrong custom module are separate save/load bugs." + "reason": "Read-only permission propagation during save_pretrained and loading the wrong custom module after save_pretrained are different save/load bugs." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Model load failure in tests and Qwen3.5 save_pretrained regression do not match." + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:45292", "right": "issue:45335", - "accept": false, - "reason": "They are related in theme, but 45335 is a T5Gemma-specific decoder.embed_tokens symptom and not clearly the same concrete bug as the generic output_embeddings report." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Custom model initialization in Jupyter and extra_state save/load handling are separate problems." - }, - { - "left": "issue:43646", - "right": "issue:43708", - "accept": false, - "reason": "Transformers 5.0 custom model init breakage and Trainer max_steps recalculation are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:43957", - "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are different issues." + "accept": true, + "reason": "These are the same resize_token_embeddings bug expressed for different model variants: output embeddings / decoder.embed_tokens are not updated after resizing." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly related family identified is the resize_token_embeddings/output_embeddings cluster, and the accepted 45276\u201345292 soft-edge verdict is supported by the titles and high similarity. No PR-pair mergeability issues arise because there are no PRs in the packet." + "feedback": "The analysis is well-grounded in the packet and stays conservative on the soft-edge pairs. The resize_token_embeddings issues are the only clearly mergeable duplicate subcluster, and 45292 is a reasonable generic anchor/canonical issue for that cluster." }, "evaluator_used": true, "retried": false, @@ -2862,7 +2763,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:36032", "issue:39404", @@ -2923,8 +2824,8 @@ "issue:39404|issue:45701", "issue:44530|issue:45084", "issue:43611|issue:43645", - "issue:43425|issue:46869", "issue:39404|issue:46665", + "issue:43425|issue:46869", "issue:44683|issue:45823", "issue:43425|issue:43716", "issue:43425|issue:45823", @@ -2933,35 +2834,35 @@ "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:36032|issue:43452", "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:44164|issue:46821", "issue:45479|issue:46897" ], - "prepared_review_unit_hash": "a5cb1f0edeeab89741f5362db5ab851149cc2a6f802923f38e3530ead78d7117", + "prepared_review_unit_hash": "6a96ecc8849b599d15d67b0eeeffdaf06d8fb6cfa18cebe948a16e8a954f92a6", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37758, + "serialized_chars": 37759, "estimated_input_tokens": 9440, "estimated_eval_tokens": 19136 }, @@ -2970,217 +2871,220 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidates are mostly broad, thematically similar regressions, but they do not look like the same concrete bug. I would keep them separate; the only close pair is the two training-loss double-shift reports, but they still appear model-specific rather than one shared code-path fix.", - "confidence": 0.82, - "canonical_issue_reason": "issue:46901 is the most concrete, technically actionable issue in the set: it states the exact label-shift mistake (`labels[..., 1:]` vs `labels`).", + "summary": "This cluster is mostly heterogeneous: tokenizer/load regressions, model-shape mismatches, torch/dtype issues, docs, export, and quantization bugs. The only pair that looks like the same underlying bug is the training-loss double-shift reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:46901 is the clearest concrete writeup of the double-shift loss bug, and issue:46894 appears to describe the same symptom pattern.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46901 is the best representative issue because it is precise, reproducible, and directly points to the faulty loss computation; the other nearby reports are broader or more model-specific.", + "best_issue_reason": "issue:46901 is the best representative duplicate target because it states the root cause directly (`labels[..., 1:]` vs `labels`) and is more actionable than the higher-level symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer-loading problems, but one is a vocab-size metadata bug and the other is a specific model load failure; no evidence they share the same root cause." + "reason": "Both are tokenizer-loading failures, but one is a vocab-size/special-token mismatch and the other is a generic model load failure; not clearly the same bug." }, { "left": "issue:46894", "right": "issue:46901", - "accept": false, - "reason": "They describe the same symptom family, but on different model families with no proof of a shared code path; treat as related reports, not one duplicate bug." + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern; one is a concrete instance of the same underlying label-shift error." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Completely different failures: missing Float8 storage vs mmap/OOM behavior on Strix Halo." + "reason": "Unrelated failures: missing Float8 storage vs mmap/OOM on Strix Halo." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "One is a broad Torch 2.10 compatibility complaint, the other is a specific autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Both involve torch-related errors, but the reported problems are different (version incompatibility vs autocast dtype mismatch)." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Both touch tokenization, but one is a slowdown regression and the other is a round-trip correctness bug; different underlying issues." + "reason": "Different tokenizer regressions: performance slowdown in conversion vs leading-space round-trip behavior." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Granite wrong token IDs and slow `convert_tokens_to_ids` are distinct tokenization regressions." + "reason": "Different bugs in tokenization: wrong Granite token IDs vs slower convert_tokens_to_ids." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` and a generic tokenization change are unrelated behaviors." + "reason": "Both mention tokenization behavior, but one is a Whisper pipeline regression and the other is a broad tokenization-version complaint." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different problems: Qwen3.5 cache group-type crash vs a template compilation TypeError." + "reason": "Different code paths and symptoms: PagedAttention cache group-type crash vs template compilation failure." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 load/init regressions, but one is about `base_model_prefix` loading and the other about custom models in Jupyter; not the same bug." + "reason": "Both are v5 loading regressions, but one is about `base_model_prefix` and the other about custom models in Jupyter notebooks." }, { - "left": "issue:43425", - "right": "issue:46869", + "left": "issue:39404", + "right": "issue:46665", "accept": false, - "reason": "Torch version incompatibility and multi-GPU `device_map=\"auto\"` failure are unrelated." + "reason": "Different loading contexts: Whisper pipeline `return_language` vs `from_pretrained` inside Python classes." }, { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:43425", + "right": "issue:46869", "accept": false, - "reason": "Whisper pipeline regression is unrelated to inconsistent `from_pretrained` behavior inside Python classes." + "reason": "Torch incompatibility vs multi-GPU device-map failure are distinct issues." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch >= 2.9 and Gemma4 device-mapping mismatch are different code-path failures." + "reason": "Different problems: compiled flex_attention on newer torch vs Gemma4 device mismatch." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "A Torch compatibility complaint is not the same as an image preprocessor/model dtype mismatch." + "reason": "Both are dtype/runtime issues, but one is a torch version incompatibility and the other is a model/preprocessor dtype mismatch." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "These are different regressions in different subsystems; shared dependency version alone is not enough." + "reason": "Generic torch incompatibility does not match the Gemma4 device-map forward mismatch." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both are runtime errors, but one is a Qwen video-input regression and the other is a mask shape mismatch; no shared root cause is evident." + "reason": "Different regressions: video-input pipeline behavior vs a mask/tensor shape IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Unrelated failures: missing Float8 storage vs Mistral tokenizer regex patch compilation." + "reason": "No shared underlying bug; one is a storage lookup failure and the other is a compilation/template error." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "A reproduction of an earlier issue and a Qwen3.5 cache crash are not the same bug." + "reason": "The first is a reproduction of an earlier issue; the second is a Qwen3.5 cache crash. Not the same bug." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both concern docs, but they document different removed/changed pipeline behaviors; not a duplicate." + "reason": "Both are docs-related, but they cover different removed/deprecated pipeline APIs." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 nonsensical outputs and `ModelOutput` key assignment are unrelated." - }, - { - "left": "issue:36032", - "right": "issue:43452", - "accept": false, - "reason": "Tokenizer method-name conflict and gguf loading breakage are different failures." + "reason": "One is a model/pipeline output problem, the other is a `ModelOutput` key-assignment bug." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export.export` failing under `torch_compilable_check` is not the same as Perceiver non-default-resolution failure." + "reason": "Different failures: `torch.export` with `torch_compilable_check` vs Perceiver interpolation on non-default resolution." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline `return_language` regression is unrelated to MXFP4 quantization fallback." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized-model save/load corruption and a tokenizer `continue_final_message` bug do not share a concrete code path." + "reason": "Different areas: quantization save/load breakage vs tokenizer `continue_final_message` behavior." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method conflict in T5 is unrelated to `gguf_file` breakage for from_pretrained loading." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Extra state handling in save/from_pretrained is unrelated to `text_config` unwrapping for multimodal configs." + "reason": "Different loading/config bugs: `extra_state` persistence vs `text_config` unwrapping for composite multimodal configs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "The earlier issue reproduction and the mistral_common tokenizer bug are distinct." + "reason": "A reproduction of an earlier issue is not the same as the mistral_common `continue_final_message` bug." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction drift and an Estonian RoBERTa tokenizer load failure are different issues." + "reason": "Different tokenizer/model bugs: incorrect masked LM predictions vs tokenizer load failure." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:45823", + "right": "issue:46899", "accept": false, - "reason": "Both involve tokenizer loading, but one is a model-specific tokenizer failure and the other is a Mistral regex-patching crash." + "reason": "Both are multimodal, but one is a device-map forward issue and the other is a 4-bit dtype-cast bug." }, { - "left": "issue:45823", - "right": "issue:46899", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Same model family, but one is a device-map mismatch and the other is a 4-bit quantization dtype-cast bug." + "reason": "Both are tokenizer load failures, but the concrete causes are different (est-roberta load regression vs mistral regex patch crash)." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but the reported failure modes differ: dev version breakage vs weight-shape mismatch." + "reason": "Both involve Qwen3-VL loading, but one is a dev-version regression and the other is a specific weight-shape mismatch." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "A degenerate single-label classification loss bug is unrelated to the ASR training-loss double-shift report." + "reason": "Both are loss-related, but one is a degenerate single-label classification loss issue and the other is a seq2seq double-shift bug." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different problems." + "reason": "Different resource problems: Qwen3 MoE training memory usage vs mmap-related OOM avoidance." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "Saving/loading extra_state and a TimesFM `window_size` AttributeError are unrelated." + "reason": "Distinct from_pretrained/config vs TimesFM window_size attribute behavior." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Sequence-classification zero-loss behavior and Florence2 training-loss double-shift are different bugs, even if both concern loss computation." + "reason": "Different loss bugs with different root causes; only the symptom domain overlaps." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted near-duplicate, issue:46894 vs issue:46901, is reasonably supported by the titles describing the same training-loss double-shift bug pattern. No clear overstatement elsewhere." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3195,7 +3099,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:34567", "issue:36032", @@ -3220,7 +3124,6 @@ "issue:43645", "issue:43646", "issue:43716", - "issue:43746", "issue:43883", "issue:44206", "issue:44220", @@ -3249,8 +3152,8 @@ "soft_pairs": [ "issue:43596|issue:44683", "issue:44488|issue:44987", - "issue:44488|issue:45081", "issue:43611|issue:43644", + "issue:44488|issue:45081", "issue:42796|issue:43404", "issue:44462|issue:46489", "issue:36032|issue:42915", @@ -3260,11 +3163,11 @@ "issue:44737|issue:45859", "issue:43643|issue:44530", "issue:44661|issue:44683", - "issue:42915|issue:44530", "issue:40990|issue:43421", + "issue:42915|issue:44530", "issue:44451|issue:44987", - "issue:43541|issue:45084", "issue:34567|issue:40444", + "issue:43541|issue:45084", "issue:43644|issue:43646", "issue:43582|issue:43632", "issue:40444|issue:46326", @@ -3276,151 +3179,150 @@ "issue:44987|issue:44991", "issue:45084|issue:45507", "issue:43317|issue:43482", - "issue:43883|issue:44488", - "issue:43746|issue:46326" + "issue:43883|issue:44488" ], - "prepared_review_unit_hash": "bcf95be2e34c28ba27587ebc250e9ff99173dfc7dd6c599c70b46b16100cc974", + "prepared_review_unit_hash": "7b294a7543d1d1b287da51634c8251617fab37d702a49fcf4b71e87e0d3b6643", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37015, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated closed issues spanning tokenizer loading, model init, multimodal, and backend-specific regressions. Only one soft pair looks plausibly duplicate; the rest are too semantically different to merge safely.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 44462 is the most representative and concrete candidate: it describes a broad tokenizer-loading regression, is fairly specific, and has follow-up references pointing to the same area.", + "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers regression reports, many around tokenizer/model loading in v5, but they do not look like true duplicates or mergeable PR-equivalents. I did not accept any soft-edge pair.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44462 is the best anchor for the cluster because it is a broad, high-signal tokenizer-loading regression and sits closest to several of the other v5 loading complaints, while still being concrete enough for triage.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the strongest standalone representative of the cluster because it is actionable, generalized, and directly about a core loading path rather than a model-specific symptom.", + "best_issue_reason": "issue:44462 is the most useful representative issue: it is specific, externally referenced, and broadly aligned with the tokenizer-loading subset of this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Different failures in different code paths: DeepSpeed ZeRO init vs flex_attention compilation on newer torch." + "reason": "Different failures: DeepSpeed/Zero3 BertModel index error vs compiled flex_attention on torch>=2.9." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both concern model loading, but they point to different repositories/models and likely different root causes." + "reason": "Both are model-loading regressions, but they involve different models and different failure modes." }, { - "left": "issue:44488", - "right": "issue:45081", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Repo-specific tokenizer loading failure vs a Mistral regex patch crash; not the same bug." + "reason": "Both are v5 regressions, but base_model_prefix loading and junk non-persistent buffers are unrelated bugs." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; too different." + "reason": "Different tokenizer issues: loading a specific BERT checkpoint vs Mistral regex patch crashing." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and tied lm_head weights are unrelated issues in Mistral3." + "reason": "Tokenizer BPE-marker handling is unrelated to Mistral lm_head weight tying." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer-related, but one is about AutoTokenizer ignoring tokenizer.json and the other is a DeepSeek-Coder output regression." + "reason": "Both concern tokenizer loading, but one is repo tokenizer.json precedence and the other is a DeepSeek-Coder-specific output regression." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method conflict vs Qwen3Moe FP8 config failure; unrelated subsystems." + "reason": "T5 tokenizer special-token method conflict is unrelated to Qwen3Moe FP8 config failure." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP model structure change vs Sam3 text-encoder weights not loading; different models and symptoms." + "reason": "CLIP structural inconsistency and Sam3Model text-encoder weight loading are different model-specific problems." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." + "reason": "Image-preprocessor dtype mismatch is unrelated to template compilation errors." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return regression vs CamemBERT masked-LM prediction bug; no shared bug." + "reason": "Whisper pipeline return_language regression is unrelated to CamemBERT masked-LM prediction drift." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU placement issue and Qwen3_5Moe CPU-offload incompatibility are different implementations." + "reason": "Both involve device placement, but XLNet CPU arange and Qwen3_5Moe CPU-offload incompatibility are different code paths." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss vs PagedAttentionCache linear_attention crash; unrelated." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache linear_attention crashes." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model registration logic and flex_attention compilation failure do not share a concrete bug." + "reason": "Tokenizer mapping-name edge case is unrelated to flex_attention compilation on newer torch." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Different Qwen-family failures with different error modes and likely different fixes." + "reason": "High perplexity on a model is not the same bug as runtime special-token post-processor updates." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Perplexity regression on a model/dataset benchmark vs runtime special-token post-processor sync bug." + "reason": "FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are distinct issues." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but the affected models and likely root causes differ." + "reason": "Different checkpoints and different load-time failures; no shared underlying bug is evident." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure vs template-node compilation failure; distinct compiler issues." + "reason": "Trainer token-count bookkeeping and multi-image IterableDataset finetuning are unrelated." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Trainer token-count tracking and IterableDataset multimodal finetuning failure are not the same bug." + "reason": "TorchDynamo grouped_mm tracing failure is not the same as non-template compilation errors." }, { "left": "issue:43644", "right": "issue:43646", - "accept": true, - "reason": "Both describe the same v5 model-initialization regression: custom model initialization is broken, and non-persistent buffers being filled with junk is a specific manifestation of it." + "accept": false, + "reason": "Custom model initialization regression is broader, but the junk non-persistent buffers bug is a distinct concrete failure." }, { "left": "issue:43582", @@ -3432,77 +3334,68 @@ "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "IterableDataset multimodal finetuning failure vs mistral_common continue_final_message bug; different code paths." + "reason": "Multi-image iterable finetuning failure is unrelated to continue_final_message behavior on mistral_common tokenizers." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Backend packaging/install issue and missing BACKENDS_MAPPING entry are different problems." + "reason": "Packaging/backend inclusion issue is not the same as an unknown BACKENDS_MAPPING backend error." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both audio-related, but one is an unsupported center argument and the other is a fbank feature extraction issue." + "reason": "LASR feature-extractor center-arg regression and _torch_extract_fbank_features are too underspecified to treat as the same bug." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict and Jupyter custom model initialization breakage are not the same issue." + "reason": "Tokenizer method-name conflict is unrelated to Jupyter custom model initialization breakage." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper decoding skip_special_tokens bug vs empty transcription after align_special_tokens; related area, but not the same failure." + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are different issues." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "gguf_file loading breakage and Qwen2.5-GGUF v5 loading failure are different model-loading problems." + "reason": "Both mention GGUF, but one is generic AutoTokenizer/AutoModel loading breakage and the other is a specific Qwen2.5-GGUF v5 failure." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but they affect different models and likely different fixes." + "reason": "Different checkpoints with different tokenizer-load failures; too broad to call duplicates." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; unrelated." + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure vs Qwen2.5-GGUF loading regression; different bugs." + "reason": "Dequantized model offload failure is a different path than Qwen2.5-GGUF loading." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing tied-weights attribute on a model class vs inability to load a specific tokenizer/model; unrelated." - }, - { - "left": "issue:43746", - "right": "issue:46326", - "accept": false, - "reason": "PEFT local-checkpoint loading failure vs mistral_common message-format bug; different surfaces and fixes." + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading a specific tokenizer model." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and the soft-edge judgments are conservative. The one accepted pair, issue:43644 and issue:43646, looks plausibly mergeable as the same v5 custom model initialization regression with one being a specific symptom. The rest of the pairs are rejected with cautious, bug-specific reasons. The representative issue choice is also reasonable and not overstated." - }, - "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 }, @@ -3517,7 +3410,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:28530", "issue:34567", @@ -3536,6 +3429,7 @@ "issue:43645", "issue:43646", "issue:43742", + "issue:43746", "issue:43792", "issue:43819", "issue:43883", @@ -3558,11 +3452,9 @@ "issue:44991", "issue:45081", "issue:45084", - "issue:45216", "issue:45325", - "issue:45357", "issue:45987", - "issue:46315", + "issue:46326", "issue:46821", "issue:46869", "issue:46899", @@ -3570,6 +3462,7 @@ ], "soft_pairs": [ "issue:43262|issue:43377", + "issue:43746|issue:46326", "issue:43208|issue:47013", "issue:43646|issue:44534", "issue:43645|issue:44534", @@ -3580,244 +3473,233 @@ "issue:44849|issue:45325", "issue:43404|issue:44466", "issue:44464|issue:45987", - "issue:44987|issue:45081", "issue:28530|issue:34567", "issue:43994|issue:44610", + "issue:44987|issue:45081", "issue:42915|issue:44291", "issue:44008|issue:46899", - "issue:44451|issue:45081", "issue:43883|issue:44991", "issue:36032|issue:43742", - "issue:44062|issue:44987", + "issue:44451|issue:45081", "issue:44265|issue:44610", + "issue:44062|issue:44987", "issue:43632|issue:46821", - "issue:43089|issue:45987", "issue:43322|issue:43540", + "issue:43089|issue:45987", "issue:42915|issue:44589", "issue:44479|issue:45325", "issue:36032|issue:41720", - "issue:43531|issue:44877", - "issue:45216|issue:45357", - "issue:44991|issue:46315" + "issue:43531|issue:44877" ], - "prepared_review_unit_hash": "303e391b421c229000056ee4bdd5050b8e258923ca0bd3fde8a16cf971d263bf", + "prepared_review_unit_hash": "2f07ad0d3d3cb55e964f24cef5133e3dd7efd2b0a6599982e83ac9f4af9d5ecd", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36927, - "estimated_input_tokens": 9232, - "estimated_eval_tokens": 18720 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36014, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with one clear duplicate pair around Qwen3.5 save_pretrained checkpoint corruption. The rest are distinct bugs across different models, subsystems, and failure modes, so they should stay separate.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45216 is the broader, earlier report of the Qwen3.5 save_pretrained regression; issue:45357 looks like a later, narrower manifestation focused on incorrect visual encoder keys.", + "summary": "No safe duplicates here: the items are mostly superficially similar Transformers/model-loading regressions, but they split into distinct bugs across different code paths. I rejected all soft edges.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best representative of the only true duplicate pair because it captures the broader checkpoint-writing bug, while issue:45357 is a more specific follow-up.", + "best_issue_reason": "issue:43632 is the broadest v5 initialization regression in the set and is the closest umbrella-style report, but it still does not safely subsume the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is a chat-template sampling-rate default issue and the other is missing padding-mask support causing batched/single mismatches." + "reason": "Chat-template sampling-rate default bug vs batched/single-output padding-mask bug; both audio-related but clearly different defects." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading vs mistral_common continue_final_message behavior; unrelated subsystems and failure modes." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Both mention xLSTM, but one is a set of training blockers for small models and the other is a specific return_last_states unpack crash." + "reason": "Both xLSTM, but one is a trio of training blockers for small models and the other is a train-mode unpacking crash with return_last_states=False." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5/custom-model regressions, but one is notebook/custom init breakage and the other is non-persistent buffer junk serialization." + "reason": "Custom model initialization breakage vs non-persistent buffers being filled with junk; both v5 regressions, not the same bug." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Same broad v5 area, but different concrete failures: Jupyter custom model init versus buffer state corruption." + "reason": "Jupyter/custom-model initialization issue vs buffer serialization/initialization corruption; different concrete code paths." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary loading noise is unrelated to a tokenizer regex patch crash in Mistral." + "reason": "General loading noise vs Mistral tokenizer regex patch crash; no shared underlying defect." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Different models and different code paths: Whisper load failure versus YOLO multi-GPU device-map failure." + "reason": "Whisper runtime failure vs YOLO auto device-map multi-GPU failure; unrelated model families and root causes." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "One is a FineGrainedFP8Config failure and the other is a template-compilation TypeError; they are not the same bug." + "reason": "Qwen3Moe FP8 config failure vs template-node compilation TypeError; not the same bug." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio model issues, but one is batching/padding-mask behavior and the other is DAC latent reconstruction mismatch." + "reason": "Missing padding-mask support in MIMI encoder vs DAC latent-path mismatch due missing STE; both audio models but distinct issues." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-family regressions, but one affects output_hidden_states and the other affects VL rope index position scaling." + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; different model families and logic." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both touch tied weights, but one is a model-class weight-tying bug and the other is device-dependent save_pretrained serialization." + "reason": "Both mention tied lm_head weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization inconsistency; related area, not one bug." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Different generation issues: compiled-forward chunked generation inconsistency versus StaticCache returning the wrong type." - }, - { - "left": "issue:44987", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer loading regression for one model is unrelated to the Mistral backend_tokenizer crash." + "reason": "Chunked generation inconsistency with compiled forward vs StaticCache returning a shape-(1,) tensor; separate cache/generation issues." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric lookup and num_input_tokens_seen updates are unrelated training-state problems." + "reason": "Early-stopping metric resolution problem vs TrainerState num_input_tokens_seen not updating; unrelated Trainer bugs." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different multimodal preprocessing bugs: wrong AutoModel/pipeline outputs versus wrong processor image size." + "reason": "SigLIP2 nonsensical outputs vs OmDet-Turbo processor/model resolution mismatch; different model/processor problems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast vs Mistral regex patch crash; not the same code path." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both involve loading/init, but one is FP8 configuration failure and the other is an unexpected _is_hf_initialized argument in init_empty_weights." + "reason": "Both touch v5/init behavior, but one is FineGrainedFP8Config failure and the other is unexpected _is_hf_initialized kwarg handling in init_empty_weights." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Different Gemma multimodal failures: variable-name collision versus unsafe dtype casting under 4-bit quantization." - }, - { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "A generic model load failure is not the same as a Mistral tokenizer patching crash." + "reason": "Gemma3n variable-name collision in forward vs Gemma4 4-bit multimodal dtype-cast regression; different multimodal bugs." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and EMBEDDIA tokenizer loading failure are unrelated." + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM vs tokenizer loading failure for EMBEDDIA/est-roberta; unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token construction and MobileLLM key loading are different failure modes." + "reason": "T5Tokenizer add_special_tokens method/name collision vs MobileLLM load key error; different tokenizer/model issues." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "AddedToken kwarg duplication is unrelated to the physical-intelligence/fast loading regression." + "reason": "ScandiBERT load failure vs Mistral regex patch crash; no shared concrete bug." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export export failure and OmDet-Turbo processor size mismatch do not share the same underlying bug." + "reason": "torch.export export failure with torch_compilable_check vs processor resolution mismatch; unrelated." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "_is_hf_initialized/custom-model breakage is unrelated to the TimesFM window_size attribute error." + "reason": "AddedToken special-arg duplication vs model loading failure for a specific checkpoint; different tokenizer/model paths." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Generation overhead from syncs/dispatch is a performance issue, not the same as a cache-length type contract bug." + "reason": "Both are v5 API regressions, but one is _is_hf_initialized flag breakage and the other is TimesFM window_size AttributeError; not the same change." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal bugs: Llava Next loading segfault versus Qwen3OmniMoe video-input processing ValueError." + "reason": "Llava Next segfault vs Qwen3OmniMoe video-processing ValueError; different failure classes." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs cache-length return-type contract bug; separate issues." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FineGrainedFP8Config failure and missing Float8 storage lookup are both fp8-adjacent but different concrete errors." + "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage registration; related quantization area but distinct bug." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "One is a video-input regression across several Qwen models; the other is a still-image position-id scaling bug." + "reason": "Video-input regression across Qwen VL variants vs Qwen2.5-VL rope-index scaling for still images; not the same defect." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3 auto device-mapping cudaErrorAssert." + "reason": "T5 tokenizer constructor conflict vs Qwen3 auto device-map cuda assert; unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same underlying Qwen3.5 save_pretrained checkpoint corruption; 45357 is a narrower report about incorrect visual encoder keys." - }, - { - "left": "issue:44991", - "right": "issue:46315", - "accept": false, - "reason": "Tokenizer loading failure and slow convert_tokens_to_ids in slow tokenizers are different bugs." + "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict-config loading failure; different models and roots." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the titles support a mostly heterogeneous cluster with one plausible duplicate pair, issue:45216 and issue:45357, both about Qwen3.5 save_pretrained checkpoint/key corruption. The rejected soft pairs are phrased conservatively and stay close to the specific failure modes in the titles, without overstating the evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3832,7 +3714,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:33666", "issue:35707", @@ -3843,7 +3725,6 @@ "issue:42796", "issue:43296", "issue:43317", - "issue:43377", "issue:43381", "issue:43421", "issue:43425", @@ -3870,35 +3751,39 @@ "issue:44811", "issue:44991", "issue:45081", + "issue:45216", "issue:45325", - "issue:45491", + "issue:45357", "issue:45538", "issue:45542", "issue:45663", "issue:45812", "issue:45923", + "issue:46315", "issue:46491", "issue:46710", "issue:46821", "issue:46899" ], "soft_pairs": [ + "issue:45216|issue:45357", + "issue:44991|issue:46315", "issue:43425|issue:44403", - "issue:43716|issue:46899", "issue:40444|issue:45325", + "issue:43716|issue:46899", "issue:43611|issue:44534", "issue:43296|issue:43531", "issue:44220|issue:44683", "issue:45812|issue:46491", "issue:42796|issue:43746", - "issue:44403|issue:44991", "issue:43381|issue:45923", "issue:43632|issue:44756", + "issue:44403|issue:44991", "issue:33666|issue:40444", "issue:40990|issue:44811", "issue:43792|issue:44589", - "issue:44291|issue:44589", "issue:42796|issue:46710", + "issue:44291|issue:44589", "issue:44079|issue:45663", "issue:35707|issue:40444", "issue:43482|issue:43525", @@ -3912,229 +3797,231 @@ "issue:43317|issue:43856", "issue:44462|issue:45812", "issue:43296|issue:46821", - "issue:43611|issue:43646", - "issue:43377|issue:45491" + "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "b1cf07fe662836f58dfb6255d49094051ea743edffe0e31061f4b124ef94cdac", + "prepared_review_unit_hash": "abf61e4ed7d6e68370eebad52bcaeefd74ed0f979deebffafbfa3b916b054cc2", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36386, - "estimated_input_tokens": 9097, - "estimated_eval_tokens": 18450 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37258, + "estimated_input_tokens": 9315, + "estimated_eval_tokens": 18886 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they share broad themes like tokenizers, v5 regressions, or multimodal training, but each looks like a different underlying bug. No pair is clearly the same concrete fix target, so I would not merge any of them as duplicates.", - "confidence": 0.93, + "summary": "This cluster is mostly a grab bag of unrelated issue reports. The 45216/45357 pair is the strongest thematic match, but only as a tentative similarity around Qwen3.5 `save_pretrained` regressions; nothing in the packet deterministically establishes a confirmed duplicate or shared bugfix. No pair should be treated as a settled duplicate.", + "confidence": 0.9, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative issue by theme, but only as a tentative similarity candidate rather than a confirmed duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:45216", + "right": "issue:45357", "accept": false, - "reason": "One is a Torch 2.10 compatibility problem; the other is noisy model-loading behavior. Same broad area, different bug." + "reason": "Very similar Qwen3.5 checkpoint-saving regressions, but the evidence here is only soft similarity and does not justify treating them as the same concrete bug." }, { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer-related, but one is repository tokenizer loading and the other is a performance regression in `convert_tokens_to_ids`." + }, + { + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Both mention dtype issues in multimodal paths, but they involve different models and different failure points/casts." + "reason": "Different failures: Torch 2.10 compatibility versus noisy model-loading output." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Different Qwen2.5-VL bugs: iterable dataset multi-image finetuning vs still-image rope/position-id scaling." + "reason": "Both involve Qwen2.5-VL, but the concrete problems differ: multi-image finetuning failure versus rope/position-id scaling." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is model loading/base_model_prefix and the other is buffer initialization garbage." + "reason": "Both mention multimodal dtype behavior, but they affect different models and code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 loading regressions, but the specific breakages are different and not one mergeable fix." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different subsystems: vLLM loading failure for PaddleOCR-VL vs Qwen3-MoE sliding_window behavior." + "reason": "Unrelated: PaddleOCR-VL loading failure versus Qwen3-MoE sliding-window behavior." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention failure; unrelated code paths." + "reason": "Different subsystems: fbank feature extraction versus compiled flex_attention on newer torch." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is AutoTokenizer model-ID selection and the other is a leading-space round-trip issue in CodeLlama." + "reason": "Both are tokenizer regressions, but one changes Granite token IDs and the other is a CodeLlama whitespace round-trip issue." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE marker handling vs GraniteSpeech PEFT checkpoint loading; unrelated." - }, - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "Generic loading noise is not the same as a specific tokenizer-loading failure for EMBEDDIA/est-roberta." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated bugs." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing error vs missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "One is gradient-checkpointing eval-mode behavior; the other is a missing capability flag on a remote-code model." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different failures: _is_hf_initialized regression vs mmap OOM workaround." + "reason": "Different regressions: `_is_hf_initialized` handling versus mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "No shared underlying bug: noisy loading messages versus tokenizer.json resolution." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Different Qwen2-VL vs Qwen2.5-VL training issues with no concrete shared bug." + "reason": "Different Qwen-VL training problems; multi-GPU training is not the same as multi-image dataset failure." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity anomaly on gpt-oss-20b is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Completely different models and code paths: perplexity anomaly versus Whisper batch decode behavior." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure vs missing Float8 storage type; different causes." + "reason": "Unrelated failures: Whisper runtime issue versus missing Float8 storage type." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized regression is distinct from Float8 storage lookup failure." + "reason": "Tokenizer BPE-marker bug and DeepSeek accuracy regression are not the same change." }, { - "left": "issue:42796", - "right": "issue:46710", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Tokenizer BPE marker bug vs downstream accuracy regression after upgrade; not the same concrete defect." + "reason": "Both are loading/runtime failures in v5, but the concrete causes are different and not one mergeable fix." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states KeyError." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 attention state rebuilding are unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multimodal iterable-dataset finetuning." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure in Transformers v5 and missing pad_token_id on Llama4Config are different bugs." + "reason": "Different failures: GGUF loading in transformers v5 versus missing `pad_token_id` on `Llama4Config`." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one concerns initialization flags and the other non-persistent buffer values." + "reason": "Different regressions: `_is_hf_initialized` versus junk-filled non-persistent buffers." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights argument handling." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the `init_empty_weights`/`_is_hf_initialized` issue." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor sync for special tokens is different from add_special_tokens not inserting BOS/EOS." + "reason": "The first is a backend post-processor update issue; the second is a tokenizer-specific BOS/EOS regression." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer max_length default are unrelated." + "reason": "GGUF loading failure and CLIPTokenizer max-length constant are unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both involve TensorFlow optional deps, but one is missing backend install metadata and the other is a runtime undefined backend error." + "reason": "Both involve backend packaging, but they describe different dependency/installation failures." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to Mistral tokenizer regex patch crashing." + "reason": "Auto device mapping CUDA assert and Mistral regex patch crashes are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling and non-persistent buffer junk are distinct Transformer v5 regressions." + "reason": "Different issues in separate parts of the codebase: ModelOutput key handling versus buffer initialization." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model loading on gpu+cpu offload is unrelated to Qwen3 MoE training memory use." + "reason": "Device-map dequantized loading/offload and Qwen3 MoE training memory usage are different problems." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are AutoTokenizer regressions, but one is ignoring tokenizer.json while the other is wrong IDs on Granite models; not clearly the same bug." + "reason": "Both are AutoTokenizer regressions, but one ignores `tokenizer.json` while the other miscomputes Granite token IDs." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load failure is unrelated to TimesFM window_size AttributeError." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "Both mention Transformers 5.0.0, but model loading with base_model_prefix and custom model initialization are not the same defect." - }, - { - "left": "issue:43377", - "right": "issue:45491", - "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is a different bug from Gemma3 NaN embeddings with mixed-length sliding-window batches." + "reason": "PaddleOCR-VL loading and TimesFM `window_size` AttributeError are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion overstates the evidence. In the packet, every pair is only a soft_similarity suggestion and every `deterministic_accept` is false, so there is no 'accepted pair' or 'only clear duplicate pair' to ground a canonical choice. The 45216/45357 pairing may be the strongest thematic match, but it should be described conservatively as a tentative similarity, not a confirmed duplicate. Please revise the summary to reflect that the cluster is mostly unrelated and that no pair is deterministically established as the same bugfix." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4150,7 +4037,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:34634", "issue:35707", @@ -4164,6 +4051,7 @@ "issue:42915", "issue:43262", "issue:43296", + "issue:43377", "issue:43454", "issue:43482", "issue:43493", @@ -4174,7 +4062,6 @@ "issue:43701", "issue:43746", "issue:43818", - "issue:43819", "issue:43828", "issue:43873", "issue:43994", @@ -4192,6 +4079,7 @@ "issue:45357", "issue:45381", "issue:45479", + "issue:45491", "issue:45584", "issue:45701", "issue:45823", @@ -4201,10 +4089,11 @@ "issue:46909" ], "soft_pairs": [ + "issue:43377|issue:45491", "issue:44509|issue:46909", "issue:41553|issue:43582", - "issue:42175|issue:43296", "issue:43644|issue:44079", + "issue:42175|issue:43296", "issue:44829|issue:45479", "issue:43818|issue:46402", "issue:43818|issue:45357", @@ -4223,230 +4112,232 @@ "issue:43606|issue:44265", "issue:43262|issue:43746", "issue:44479|issue:45823", - "issue:43828|issue:46821", "issue:35707|issue:41720", + "issue:43828|issue:46821", "issue:34634|issue:35707", "issue:39692|issue:40444", "issue:44186|issue:44265", "issue:43454|issue:43550", - "issue:41720|issue:45823", - "issue:43606|issue:43819" + "issue:41720|issue:45823" ], - "prepared_review_unit_hash": "0918d6736931199622805e0ad6f82733baad936f3ce8c6a7ef03552dd00f8112", + "prepared_review_unit_hash": "a3285765924345549143a2362605269e300c1999064865334b3bd0151a8915d4", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36270, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "serialized_chars": 36925, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "I did not find any soft pair that looks like the same concrete bug/change. Most pairs share only a broad subsystem or a model family name, but the failure modes are distinct enough to keep separate.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43873 is the broadest still-open report and has the most follow-up activity/inbound references, so it is the best umbrella issue among this set.", + "summary": "This cluster is mostly heterogeneous, with only two likely duplicate sub-pairs: SigLIP2 implementation/output problems and Qwen2.5-VL position-id regressions. The rest look like separate bugs or docs issues.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45325 is the strongest canonical candidate among the true duplicate-like pairs because it names the concrete Qwen2.5-VL `get_rope_index` / position-id bug, and issue:45381 appears to be the same failure mode from the video-input side. The broader cluster is too mixed to share one real canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is a reasonable global best issue because it is active, open, and broad enough to collect related offloading/quantization reports.", + "best_issue_reason": "As a global representative, issue:45325 is the most specific, root-cause-oriented report and has a close duplicate-style companion. It is still not a good umbrella for the whole cluster because most other items are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching-related, but they describe different failures in different models/code paths: MIMI padding-mask mismatch vs Gemma3 NaNs from sliding-window/all-padding windows." + }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation problems, but one is about removed pipeline tasks while the other is a broken DIA example; different docs bugs." + "reason": "Both are documentation issues, but they concern different examples and different removed/misleading docs content." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer loading error for Voxtral and an Apple Silicon allocator TypeError are unrelated failures." + "reason": "Unrelated failures: Voxtral tokenizer loading error message vs Apple Silicon `caching_allocator_warmup` TypeError." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Package extra/backend dependency issue and a PaddleOCR-VL loading failure are different code paths." + "reason": "Different code paths: non-persistent buffer initialization junk vs `ModelOutput` key assignment bookkeeping." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Non-persistent buffer serialization and ModelOutput key assignment are separate implementation bugs." + "reason": "Packaging/backend dependency issue vs a model-loading failure in vLLM; not the same bug." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both mention bad training behavior, but one is specific to flash_attention_3 and the other to num_labels=1 classification loss handling." + "reason": "Both affect training, but one is FlashAttention-3 degeneration and the other is single-label classification with `num_labels=1`; distinct root causes." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and different bugs: Video-LLaVA architecture/weights vs Sam3 text encoder loading." + "reason": "Different models and different failures: Video-LLaVA architecture/weights issue vs Sam3Model text-encoder loading." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA temporal-attention/weights issue is unrelated to Qwen3.5 visual encoder key serialization." + "reason": "Both are visual-model issues, but one is Video-LLaVA architecture/weight sharing and the other is Qwen3.5 save_pretrained key serialization." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multiple-images iterable dataset failure and video vision_position_ids regression are both Qwen2.5-VL related but not the same concrete bug." + "reason": "Different multimodal paths: iterable-dataset multi-image finetuning failure vs Qwen2.5-VL video position-id regression." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check and bfloat16 dtype mismatches are different failures." + "reason": "`torch.export`/`torch_compilable_check` failure vs bfloat16 dtype mismatch in inference; not the same underlying bug." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Both are about SigLIP2, but one reports implementation discrepancy and the other nonsensical inference results; not clearly the same bug." + "accept": true, + "reason": "Same SigLIP2 family and same symptom class: the HF vs JAX implementation discrepancy is the likely root cause of the nonsensical AutoModel/pipeline outputs." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Wrong rope/position scaling in Qwen2.5-VL is unrelated to Kosmos2.5 OCR index errors." + "reason": "Both mention indexing, but one is a Qwen2.5-VL rope/position-id bug and the other is a Kosmos2.5 OCR long-input index error." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "These both involve Qwen2.5-VL vision positions, but one is still-image rope scaling and the other is video vision_position_ids; too different to merge." + "accept": true, + "reason": "Both report the same Qwen2.5-VL 5.3.0 position-id / rope-index regression, just from different generation paths." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is failure to tie weights and the other is device-dependent serialization inconsistency." + "reason": "Related theme of tied weights, but one is AyaVision failing to tie `lm_head` weights and the other is device-dependent serialization inconsistency; not clearly the same bug." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading on v5 are unrelated model-loading issues." + "reason": "Different loading problems: Qwen3Moe with FineGrainedFP8Config vs Qwen2.5-GGUF loading under transformers v5." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights argument and strict config rejection are different load-time problems." + "reason": "Separate config/init failures: `init_empty_weights` unexpected argument vs strict config blocking granite_speech loading." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization behavior and tokenization changes are unrelated." + "reason": "Offloading/quantization behavior vs version-dependent tokenization changes; too broad and not the same defect." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch has nothing to do with Qwen2.5-VL rope indexing." + "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL position-id regression." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling and video vision position bugs are unrelated." + "reason": "Tokenizer BPE-marker handling vs Qwen2.5-VL video position ids; different subsystems." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper empty-transcription generation failure are different issues." + "reason": "Perplexity regression on GPT-OSS vs Whisper empty-transcription generation failure; unrelated." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for Bark and export failure for torch_compilable_check are unrelated." + "reason": "CPU offload device mismatch for Bark vs `torch.export` failures from `torch_compilable_check`; different problems." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default and GraniteSpeech PEFT checkpoint loading are separate bugs." + "reason": "Audio chat-template sampling-rate default bug vs PEFT local-checkpoint loading failure; not the same bug." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Video-input regression across Qwen models and Gemma4 PLE device mismatch are different code paths." + "reason": "Both touch vision/device behavior, but one is a Qwen video-input regression and the other is a Gemma4 auto-device-map forward mismatch." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and TimesFM window_size AttributeError are unrelated." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen3 auto device-mapping cuda assert." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "inputs_embeds/past_key_values generation and Qwen3 auto device mapping cudaErrorAssert are different failures." + "reason": "Unrelated failures: autocast dtype mismatch vs `window_size` raising `AttributeError`." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset and progressive generation with past_key_values do not describe the same bug." + "reason": "Bark voice preset issue and progressive generation inputs_embeds/past_key_values are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc example errors and Qwen2.5-VL multi-image finetuning failure are unrelated." + "reason": "Different model families and different bug classes: SigLIP2 docs errors vs Qwen2.5-VL finetuning with multi-image iterable data." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenization crashes and torch.export export failures are different issues." + "reason": "Tokenizer padding/truncation crash vs export/check-hook failure; not the same code path." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying/serialization and Bamba torch.compile SDPA failure are unrelated." + "reason": "AyaVision tied-weight loading issue vs Bamba SDPA torch.compile failure; unrelated." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Qwen3 auto device mapping crash and Gemma4 PLE device mismatch are separate model/runtime bugs." - }, - { - "left": "issue:43606", - "right": "issue:43819", - "accept": false, - "reason": "Bark CPU offload device mismatch and DAC.from_latents/STE mismatch are unrelated." + "reason": "Both mention auto device mapping, but they affect different models and report different failure modes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are generally conservative. The two accepted pairs are plausible duplicate-like matches by title/content, while the rest are appropriately rejected as different bugs or docs issues." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4461,7 +4352,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:26413", "issue:28530", @@ -4480,8 +4371,10 @@ "issue:43450", "issue:43454", "issue:43572", + "issue:43606", "issue:43720", "issue:43749", + "issue:43819", "issue:43873", "issue:43881", "issue:44186", @@ -4491,7 +4384,6 @@ "issue:44534", "issue:44568", "issue:44610", - "issue:44756", "issue:44877", "issue:44898", "issue:44977", @@ -4512,6 +4404,7 @@ "issue:46821" ], "soft_pairs": [ + "issue:43606|issue:43819", "issue:43377|issue:44610", "issue:43257|issue:45923", "issue:44568|issue:45920", @@ -4540,217 +4433,216 @@ "issue:43065|issue:46402", "issue:41720|issue:42617", "issue:26413|issue:28530", - "issue:44186|issue:45072", - "issue:43873|issue:44756" + "issue:44186|issue:45072" ], - "prepared_review_unit_hash": "58ace76568ecf16b07eace4af5990b1adc580b6784f0e310803cc15290e9c0fd", + "prepared_review_unit_hash": "a38847246c128c32bff3361a7d72ddfc1e05bf718b14227c27d7b50e6b8af784", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36063, - "estimated_input_tokens": 9016, - "estimated_eval_tokens": 18288 + "serialized_chars": 36670, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft edges look like false positives: the issues share broad subsystem wording, but each points to a different concrete bug, model, or code path.", + "summary": "The cluster is a broad false-positive group: the issues share only generic ML/Transformers vocabulary, but they describe different models, different failure modes, and different code paths. No soft edge looks like a true duplicate pair.", "confidence": 0.95, - "canonical_issue_reason": "No exact duplicate exists in this set; if one issue must serve as the cluster anchor, issue 43873 is the closest because it is active, discussion-heavy, and broadly representative of the offloading/quantization theme seen in the nearest neighbors.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest representative candidate by activity and breadth, but it should not be treated as a true duplicate of the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are inference/loading bugs, but one is a CPU-offload device mismatch in suno/bark-small and the other is a DAC latents/STE mismatch; different models and causes." + }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Different model/components: MIMI encoder padding-mask batching bug vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Both mention batched inputs, but one is a MIMI encoder padding-mask bug and the other is a video processor shape bug; not the same code path." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Both are Qwen-related, but one is MoE weight conversion/loading and the other is a missing gradient-checkpointing flag." + "reason": "Qwen MoE loading with accelerate/deepspeed is unrelated to a missing supports_gradient_checkpointing flag on a Nemotron trust_remote_code model." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and failure modes (special tokens vs wrong IDs)." + "reason": "Both are tokenizer regressions, but they affect different APIs and model families with different symptoms; not a shared underlying bug." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." + "reason": "Tokenizer BPE-marker handling and FP8 inference failure on B200 are unrelated failures in different subsystems." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "One is a tied-weights serialization/generation bug; the other is a bfloat16 dtype mismatch in inference." + "reason": "AyaVision lm_head tying/garbage generation and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different problems." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Off-by-one sliding-window masking is a different bug from convert_tokens_to_ids performance regression." + "reason": "An off-by-one sliding-window mask bug is unrelated to a tokenizer conversion performance regression." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-mapping forward mismatch and a window_size AttributeError are different failure paths." + "reason": "Device-map forward mismatch in Gemma4 PLE is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Separate model-loading failures with different models and likely different causes." + "reason": "Both fail to load models, but the affected models and root causes differ completely." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on one model/dataset is not the same as gradient-checkpointing ineffectiveness with LoRA." + "reason": "High perplexity on gpt-oss-20b and ineffective gradient checkpointing with LoRA are not the same bug." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel execution failure and Qwen3 MoE FP8 config failure are unrelated." + "reason": "A script execution failure and a FineGrainedFP8Config model failure are unrelated." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both involve batched-vs-single behavior, but one is missing padding-mask support while the other is an image-size/interpolation failure." + "reason": "Both are batched-input issues, but one is MIMI encoder padding and the other is Perceiver image resolution handling; different components and fixes." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Different bugs: lm_head weight tying/serialization vs packed-weight unpacking during accelerate loading." + "reason": "lm_head weight tying in AyaVision and packed-weight unpacking in BitNet are distinct weight-loading bugs." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU-efficient loading breakage and non-persistent buffer junk are separate regressions." + "reason": "CPU-RAM-efficient loading and non-persistent buffer initialization are different v5 regressions with no concrete shared bug." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offload/quantization, but one is dequantized model loading with device_map=auto and the other is a broader quantization offloading problem." + "reason": "Both involve offloading/quantization, but one is dequantized model loading with gpu+cpu offload and the other is a broader offloading regression; too different to merge." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in a config is unrelated to AutoModelForCausalLM not unwrapping text_config for composite multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig and not unwrapping text_config in composite Qwen configs are different config-shape issues." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segmentation fault while loading Llava Next is not the same as sinq quantized model save/load corruption." + "reason": "A segmentation fault while loading Llava Next is unrelated to sinq save/load breakage after quantization." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and Llava Next loading segfault are different model/load paths." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Llava Next load-time segmentation fault are different models and failure modes." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature change is unrelated to the 3d_parallel runtime failure." + "reason": "A Trainer API signature change is unrelated to a 3d_parallel.py runtime failure." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both are memory-related, but int4 CUDA reserved-memory growth is not the same as T5 using apex.FusedRMSNorm." + "reason": "Int4 quantization memory growth and an apex FusedRMSNorm memory leak are different memory issues with different causes." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-family reports, but the failures are different: device mapping cuda assert vs flash-attention generation issues." + "reason": "Both involve Qwen models, but one is an auto device-mapping assert and the other is flash-attention generation corruption; not the same code path." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss argument and Qwen3 MoE FP8 conversion failure are unrelated bugs." + "reason": "Unexpected compute_loss kwargs and FineGrainedFP8 load failure are unrelated." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Extremely high perplexity and tokenization-version-dependent tokenization changes are different symptoms and code paths." + "reason": "Perplexity on a specific model and tokenizer-version-dependent tokenization changes are not the same defect." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both touch serialization, but one concerns tied lm_head weights while the other concerns incorrect visual encoder keys." + "reason": "Both are serialization bugs, but one concerns lm_head weight tying and the other incorrect visual encoder keys in Qwen3.5; different payloads and fixes." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch shape bug is unrelated to a tokenizer version changing tokenization." + "reason": "A batched video-processor shape bug is unrelated to a tokenization behavior regression." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are different loaders and causes." + "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are different loading paths." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Model text encoder weights not loading are different parts of the model." + "reason": "Sam3 PixelDecoder dummy Conv2d and missing Sam3Model text-encoder weights are separate issues within the same family, not the same bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Different failures: Qwen3 device-mapping cuda assert vs 3d_parallel execution failure." + "reason": "A Qwen3 device-map assert and a 3d_parallel.py execution failure are unrelated." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint-resume epoch_iterator error is unrelated to early-stopping metric resolution." + "reason": "Checkpoint resumption failure and early-stopping metric lookup failure are different Trainer behaviors." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is not the same bug as dtype mismatch in bfloat16 inference." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Both involve memory/offload concerns, but one is quantization offloading behavior and the other is mmap/OOM on Strix Halo." + "reason": "LayoutLMv2Tokenizer crashes on NER/batched truncation and bf16 dtype mismatches are unrelated." } ] }, @@ -4772,19 +4664,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:28530", "issue:33666", "issue:36010", - "issue:36331", "issue:41720", "issue:42617", "issue:42915", "issue:43295", "issue:43317", "issue:43404", - "issue:43425", "issue:43526", "issue:43531", "issue:43550", @@ -4794,17 +4684,19 @@ "issue:43646", "issue:43708", "issue:43720", + "issue:43873", "issue:43881", "issue:43883", "issue:44008", "issue:44186", - "issue:44361", "issue:44423", + "issue:44451", "issue:44464", "issue:44610", "issue:44671", "issue:44734", "issue:44743", + "issue:44756", "issue:44898", "issue:44991", "issue:45161", @@ -4820,9 +4712,11 @@ "issue:46665", "issue:46821", "issue:46858", - "issue:46869" + "issue:46869", + "issue:47020" ], "soft_pairs": [ + "issue:43873|issue:44756", "issue:43526|issue:43883", "issue:43881|issue:44991", "issue:46612|issue:46858", @@ -4832,6 +4726,7 @@ "issue:45685|issue:46821", "issue:43646|issue:46665", "issue:44186|issue:44610", + "issue:44451|issue:47020", "issue:43550|issue:43606", "issue:36010|issue:42617", "issue:43404|issue:45357", @@ -4845,209 +4740,200 @@ "issue:28530|issue:33666", "issue:44464|issue:46858", "issue:45632|issue:45684", - "issue:43531|issue:43572", "issue:44671|issue:44743", - "issue:42915|issue:46291", - "issue:36331|issue:41720", - "issue:44186|issue:44361", - "issue:43425|issue:46821" + "issue:43531|issue:43572", + "issue:42915|issue:46291" ], - "prepared_review_unit_hash": "f711175a2d63a874aeab4ccde3976ae6328aaa88444510913c89f4520332eed0", + "prepared_review_unit_hash": "de51eca8345f784459132cbcdc6e7c662a7272dd9febcdad89fc08d1b7d090b4", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35677, - "estimated_input_tokens": 8920, - "estimated_eval_tokens": 18096 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35904, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it\u2019s a grab bag of unrelated Transformers issues. All soft-similarity pairs are false positives, mostly because they share broad subsystems (tokenizers, cache, loading, serving, quantization) but describe different concrete failures and code paths.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is a loose grab-bag of Transformers issue reports. The soft pairs mostly share only broad subsystem overlap (loading, generation, device_map, tokenizers/processors, offloading), not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "If a single issue must represent the cluster, 43873 is the strongest candidate: it has the highest discussion/activity and inbound references, and it describes a concrete, user-facing offloading/quantization regression.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43873 is the most active and broadly representative issue here, with the clearest evidence of an externally visible bug and the widest downstream impact.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload behavior, but one is quantization/offloading correctness and the other is a Strix Halo mmap OOM workaround; different bugs and fixes." + }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different failures: BeitImageProcessorFast label reduction vs MolmoForCausalLM missing tied-weights metadata." + "reason": "Completely different components: BEiT image label reduction vs Molmo tied-weights attribute error." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Unrelated model-specific loading problems: GLM-4V load failure vs tokenizer loading for a RoBERTa checkpoint." + "reason": "Both are model loading failures, but one is a specific GLM-4V-9B load issue and the other is a tokenizer regression for a different model; not the same bug." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve cache behavior, but one is missing reorder logic for several generation models and the other is a static-cache seq_length tensor/arithmetic bug under compile on non-CUDA backends." + "reason": "Both involve cache/generation internals, but one is skipped beam-search cache reorder for several models and the other is a static-cache slice arithmetic bug under torch.compile on non-CUDA backends." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Distinct areas: dtype propagation in Blip2 loading vs Trainer checkpoint resume/max_steps calculation." + "reason": "One is a dtype propagation issue in Blip2 loading; the other is Trainer checkpoint resume step \u0a97\u0aa3ation. Different code paths." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different code paths: torch.compile+SDPA in Bamba vs Accelerate loading of packed BitNet weights." + "reason": "Torch.compile + SDPA failure in Bamba is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "One is a regression in processor/tokenizer access and image passing; the other is a broader tokenization change report with different symptoms." + "reason": "The first is a regression in processor/tokenizer access for custom model code; the second is a broad tokenization-change report. Too generic to be the same underlying bug." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram/int bug in MoE routing is unrelated to TimesFM's missing window_size attribute." + "reason": "MPS histogram op limitation for MoE is unrelated to TimesFM's missing window_size attribute." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model init breakage in Transformers 5.0 is not the same as inconsistent from_pretrained behavior inside Python classes." + "reason": "Both touch model instantiation/loading, but one is a Transformers 5.0 custom-init breakage and the other is inconsistent from_pretrained behavior inside Python classes; not the same failure." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are preprocessing issues, but LayoutLMv2 NER/padding crashes are unrelated to OmDet-Turbo's input-size mismatch." + "reason": "Both are preprocessing-related, but one is LayoutLMv2Tokenizer NER/padding crashes and the other is OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer-loading failures for different tokenizers/models; only share a broad loading theme." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different bugs: SDPA/torch.compile failure vs CPU-offload device mismatch in bark-small." + "reason": "Distinct bugs: SDPA/torch.compile on Bamba vs device mismatch during CPU offload in bark-small." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import breakage is unrelated to a 3d_parallel.py runtime failure." + "reason": "GenerationMixin import error and inability to run 3d_parallel.py are unrelated." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different multimodal bugs: untied lm_head weights in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "One is missing lm_head weight tying in Mistral3ForConditionalGeneration; the other is incorrect visual encoder keys on save_pretrained. Different model lifecycle stages." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both mention image sizing, but OmDet-Turbo processor output size and Perceiver positional interpolation are different failures." + "reason": "Both involve vision inputs and resolution, but they affect different models and different failure modes; not a single bug." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Quantization/FP8 failure in Qwen3Moe is separate from dequantized model offload loading on device_map=auto." + "reason": "Both are quantization/model-loading problems, but one is FineGrainedFP8 config failure and the other is device_map auto loading for dequantized models; separate issues." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Serve KV-cache continuation indexing bug is different from the static-cache seq_length tensor issue in prefill/compile." + "reason": "Both mention cache behavior, but one is serve-side KV-cache continuation indexing and the other is static cache seq_length arithmetic under torch.compile." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both affect transformers serve with multimodal models, but the concrete errors and processor failures are different (`str.to` vs missing `_tokenizer`)." + "reason": "Both are serve/multimodal processor crashes, but one is a tensor `.to` error in continuous batching and the other is a missing `_tokenizer` attribute in Gemma4Processor." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM's window_size AttributeError is unrelated to YOLO multi-GPU device_map loading." + "reason": "Different models and different device-map failures; only share the phrase 'multi GPU/device_map auto'." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma family bugs: variable-name collision in forward vs PLE device mismatch with auto device mapping." + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under auto device mapping." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device-map cudaErrorAssert and GPT-OSS MoE tensor-parallel failure are different model/runtime issues." + "reason": "Both involve distributed/model-parallel deployment, but one is Qwen3 auto device mapping on A800 and the other is GPT-OSS MoE tensor-parallel behavior; not the same bug." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric selection has nothing to do with 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": "Compiled forward chunked generation inconsistency is not the same bug as static-cache seq_length returning a device tensor." + "reason": "Both involve compiled generation, but one is inconsistent outputs from chunked generation with compiled forward and the other is static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for local trust_remote_code models is unrelated to read-only permission propagation during save_pretrained." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx missing are separate config/model issues." + "reason": "Trust-remote-code cache-path collisions and read-only permission propagation in save_pretrained are unrelated file-system issues." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated." - }, - { - "left": "issue:46821", - "right": "issue:46869", - "accept": false, - "reason": "TimesFM window_size attribute error does not match YOLO multi-GPU device_map auto failure." - }, - { - "left": "issue:44008", - "right": "issue:45823", - "accept": false, - "reason": "Same broader family, but different concrete failure modes and forward-path bugs." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset under cache are different model bugs." }, { - "left": "issue:463?", - "right": "issue:463?", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "No additional soft edge provided." + "reason": "Qwen3-MoE sliding-window behavior and missing pad_token_idx in StableLmConfig are unrelated." }, { - "left": "issue:43425", - "right": "issue:46821", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 compatibility concerns are unrelated to TimesFM's window_size attribute issue." + "reason": "FineGrainedFP8 model failure and kernels v0.15 import/version-revision requirement are unrelated." } ] }, @@ -5069,7 +4955,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:28530", "issue:29159", @@ -5079,6 +4965,7 @@ "issue:34634", "issue:35707", "issue:36032", + "issue:36331", "issue:41720", "issue:42490", "issue:42915", @@ -5086,6 +4973,8 @@ "issue:43322", "issue:43329", "issue:43388", + "issue:43425", + "issue:43452", "issue:43526", "issue:43531", "issue:43540", @@ -5097,44 +4986,45 @@ "issue:43782", "issue:43873", "issue:43881", - "issue:44077", + "issue:44186", + "issue:44361", "issue:44387", - "issue:44451", "issue:44492", "issue:44509", "issue:44534", "issue:44589", - "issue:44625", "issue:44913", - "issue:44991", "issue:45059", - "issue:45357", "issue:45406", "issue:45464", "issue:45701", "issue:45704", "issue:45759", "issue:45859", - "issue:46402", "issue:46665", "issue:46821", - "issue:46858" + "issue:46858", + "issue:47020" ], "soft_pairs": [ + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43425|issue:46821", "issue:43316|issue:44913", "issue:28530|issue:30064", "issue:42915|issue:43322", "issue:33357|issue:35707", "issue:43540|issue:43782", - "issue:29159|issue:36032", "issue:43873|issue:45704", "issue:44387|issue:45701", + "issue:29159|issue:36032", "issue:30064|issue:34634", - "issue:44534|issue:46665", "issue:43550|issue:43653", + "issue:44534|issue:46665", "issue:41720|issue:43746", - "issue:43531|issue:45759", "issue:43526|issue:43881", + "issue:43531|issue:45759", + "issue:43452|issue:47020", "issue:43606|issue:43720", "issue:44492|issue:44509", "issue:42490|issue:43329", @@ -5146,219 +5036,216 @@ "issue:43531|issue:46821", "issue:43540|issue:46858", "issue:45759|issue:45859", - "issue:43531|issue:44589", - "issue:44451|issue:44991", - "issue:45357|issue:46402", - "issue:44077|issue:44625" + "issue:43531|issue:44589" ], - "prepared_review_unit_hash": "fb67cf9670f4c62cef4332a84b0c4830607ad4239bdd9452a24a449f1691bc90", + "prepared_review_unit_hash": "d91381ca873222036d2727d14bb3fdf618b6f38a508c70a458ad7141bdfcaef7", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36369, - "estimated_input_tokens": 9093, - "estimated_eval_tokens": 18442 + "soft_pair_count": 30, + "serialized_chars": 36678, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change. The items span unrelated subsystems (configs, tokenizers, vision, multimodal loading, offloading, docs), so this is not a real duplicate cluster.", + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly link unrelated Transformers bugs across different models, subsystems, and failure modes. I would not merge any of the candidate pairs as duplicates.", "confidence": 0.94, - "canonical_issue_reason": "issue:43873 is the least-specific, most hub-like report here (open, 6 inbound refs), so it is the best available anchor even though the set is not a true duplicate cluster.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global issue candidate only as a routing anchor: it has the strongest ongoing signal and broadest symptom framing, but it still does not represent the rest of the items well.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Different problems: trainer API incompatibility vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer failures, but they affect different models and different code paths." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated issues: Torch version incompatibility vs TimesFM window_size attribute error." + }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Different config bugs: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Both concern config APIs, but they are different config fields and unrelated regressions." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric selection is unrelated to image processor void segmentation map handling." + "reason": "Early stopping metric lookup and image segmentation-map processing are unrelated bugs." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different failures and code paths: Qwen3MoE FP8 config vs Llava Next loading segfault." + "reason": "Different failures in different models: FineGrainedFP8Config vs Llava Next load crash." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are distinct issues." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video input parsing error in Qwen3OmniMoe is not the same as Qwen3VL weight_only loading failure." - }, - { - "left": "issue:29159", - "right": "issue:36032", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency is a different bug from T5 add_special_tokens name conflict." + "reason": "Both involve Qwen3 variants, but the failing paths are video processing vs weight_only loading." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading regression is unrelated to T5 apex.FusedRMSNorm memory leak." + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different root causes." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 CUDA reserved-memory/OOM regression is not the same as tokenization behavior changes." + "reason": "CUDA OOM under int4 quantization and tokenization changes across versions are unrelated." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated." + "reason": "Tokenizer inconsistency vs T5Tokenizer add_special_tokens conflict are different tokenizer bugs." }, { - "left": "issue:44534", - "right": "issue:46665", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Non-persistent buffer initialization bug is different from from_pretrained behavior inside Python classes." + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset are separate features." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure for Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "torch.compile/SDPA failure and BigBird special-token registration are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs from_pretrained behavior inside Python classes." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is a different bug from GraniteSpeech PEFT local checkpoint loading." + "reason": "Qwen3 CUDA assert and GraniteSpeech PEFT checkpoint loading are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window Qwen3-MoE bug is unrelated to multimodal config unwrapping in AutoModelForCausalLM.from_config." + "reason": "Both are Qwen-related, but one is sliding_window behavior and the other is config unwrapping." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "gguf_file from_pretrained breakage and XLMRobertaTokenizer Unigram init bug are different tokenizer/model-loading issues." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Device-mismatch CPU offload bug and packed-weight unpacking bug are not the same change." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo is not the same as docs mentioning removed pipeline tasks." + "reason": "A cache-strategy typo and stale docs for removed pipelines are not duplicate bugs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local-path import warning is unrelated to undefined video-branch helpers in multimodal processors." + "reason": "Local-path trailing-slash warning and undefined video-branch symbols in multimodal token counting are unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failures are different issues." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failure are different serving bugs." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics truncation of tuple labels is unrelated to SAM3 text/bbox behavior." + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating is not the same as progressive generation cache behavior." + "reason": "TrainerState token counter update bug and progressive generation bug are separate issues." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU offload mismatch and BigBirdTokenizer decode issues do not share an underlying bug." + "reason": "CPU offload device mismatch and BigBird special-token registration do not share a code path." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset and Qwen3 auto device mapping failures are unrelated subsystems and symptoms." + "reason": "BarkProcessor preset handling and Qwen3 device-mapping CUDA assert are unrelated." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding-window bug is unrelated to TimesFM window_size attribute errors." + "reason": "Qwen3-MoE sliding_window and TimesFM window_size are different model-specific parameters." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video ValueError is unrelated to static-cache seq-length tensor arithmetic." + "reason": "Video-input handling in Qwen3OmniMoe and static-cache slice arithmetic on non-CUDA backends are distinct." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Config unwrapping for composite Qwen multimodal models is unrelated to CPU-offload incompatibility in rotary embedding forward." + "reason": "Composite-config unwrapping and CPU-offload rotary embedding incompatibility are different Qwen3.5 bugs." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window handling and Float8 storage lookup failures are different code paths." - }, - { - "left": "issue:44451", - "right": "issue:44991", - "accept": false, - "reason": "ScandiBERT loading failure is not the same as est-roberta tokenizer changes under v5." - }, - { - "left": "issue:45357", - "right": "issue:46402", - "accept": false, - "reason": "Qwen3.5 visual encoder key saving regression is unrelated to Sam3 text encoder weights not loading." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated API problems." - }, - { - "left": "issue:44589", - "right": "issue:46821", - "accept": false, - "reason": "Float8 storage resolution failure is unrelated to TimesFM window_size AttributeError." + "reason": "Sliding window behavior and missing Float8 storage are unrelated." } ] }, @@ -5380,7 +5267,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:30064", "issue:36010", @@ -5398,6 +5285,7 @@ "issue:43927", "issue:43994", "issue:44062", + "issue:44077", "issue:44186", "issue:44368", "issue:44451", @@ -5411,7 +5299,7 @@ "issue:44918", "issue:44936", "issue:44987", - "issue:44995", + "issue:44991", "issue:45042", "issue:45072", "issue:45081", @@ -5421,22 +5309,24 @@ "issue:45479", "issue:45704", "issue:45759", - "issue:45907", "issue:45923", "issue:46032", "issue:46050", + "issue:46402", "issue:46463", "issue:46655", "issue:46665", - "issue:46693", - "issue:46858" + "issue:46693" ], "soft_pairs": [ + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:44451|issue:44991", "issue:43644|issue:46665", - "issue:44062|issue:44451", "issue:44898|issue:45072", "issue:44987|issue:45042", "issue:44625|issue:45479", + "issue:44062|issue:44451", "issue:43381|issue:43844", "issue:39692|issue:44610", "issue:44368|issue:45357", @@ -5458,218 +5348,222 @@ "issue:43782|issue:45381", "issue:30064|issue:36010", "issue:45081|issue:45356", - "issue:43421|issue:44186", - "issue:44995|issue:46858", - "issue:45356|issue:45907" + "issue:43421|issue:44186" ], - "prepared_review_unit_hash": "331e5ca6938ce89341c0dd167b71f655bfabe660adffd6f52c2b256d031bceaa", + "prepared_review_unit_hash": "a16ddd889aa77914786f6fea212c1eb91707e027d2c1770d05067776bd5cd05d", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36886, - "estimated_input_tokens": 9222, - "estimated_eval_tokens": 18700 + "soft_pair_count": 30, + "serialized_chars": 37086, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers issues with only one clear duplicate pair: the two Qwen2_5_VLProcessor batched padding=False crash reports. Most other soft-similarity pairs share only a broad subsystem or keyword, not the same concrete bug.", - "confidence": 0.87, - "canonical_issue_reason": "issue:44545 is the best canonical issue here: it is an exact duplicate of issue:44514, has the same concrete failure mode, and carries slightly more discussion/inbound reference signal.", + "summary": "This set is mostly heterogeneous. Only two soft pairs look like true duplicates: 42886\u219444843 (offline tokenizer/cache failure caused by an unconditional `model_info()` call) and 44514\u219444545 (the same `Qwen2_5_VLProcessor.apply_chat_template` crash with `padding=False`). The rest are distinct bugs or feature requests in different code paths.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44843 is the clearest canonical for the offline-tokenizer duplicate pair because it pinpoints the root cause (`model_info()` inside `_patch_mistral_regex`) and covers the HF_HUB_OFFLINE/cache failure described in issue:42886.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest standalone issue candidate in the cluster because it is the clearest exact duplicate, is highly specific, and appears most actionable for deduplication/triage.", + "best_issue_reason": "If one issue must anchor this cluster, issue:44843 is the best single representative because it is specific, actionable, and describes the concrete failing path; the other items mostly split into separate bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43644", - "right": "issue:46665", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Both mention model loading behavior, but one is about non-persistent buffers in Transformers 5.0.0 and the other is about from_pretrained behavior inside Python classes; different bugs." + "reason": "Different bugs: Qwen3.5 visual encoder key regression vs Sam3Model text encoder weights not loading." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated changes: a `post_init` policy issue vs `num_labels` propagation in Qwen3.5." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but the affected models and failure modes differ; no shared root cause is shown." + }, + { + "left": "issue:43644", + "right": "issue:46665", "accept": false, - "reason": "AddedToken constructor argument duplication and failing to load vesteinn/ScandiBERT are different failure modes with no shared concrete code path." + "reason": "Different code paths: non-persistent buffer junk in v5 vs inconsistent `from_pretrained` behavior inside Python classes." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution/interpolate_pos_encoding and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Different symptoms and subsystems: image resolution handling vs bfloat16 dtype mismatch." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading a specific model package and an image-processor torchvision dependency regression are different issues." + "reason": "Loading a model from Hub is not the same as PIL backend processors incorrectly requiring torchvision." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both involve num_labels, but one is config propagation and the other is a degenerate loss bug in single-label classification; not the same bug." + "reason": "`num_labels` propagation and zero-loss classification are different bugs, even if both touch sequence classification." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken` argument collision and model-loading failure are unrelated." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are unrelated training-path problems." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are distinct training issues." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are model/processor mismatch reports, but they affect different models and different concrete processors." + "reason": "Documentation/example mistakes for SigLIP2 are unrelated to OmDet-Turbo's image-size mismatch." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A tied-embeddings warning during LoRA fine-tuning is unrelated to incorrect visual-encoder keys saved by Qwen3.5." + "reason": "A warning about `tie_word_embeddings` is not the same as incorrect visual encoder keys on save/load." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "CUDA assert during Qwen3 auto device mapping and a T5 RMSNorm memory leak are different bugs." + "reason": "Qwen3 auto device-mapping asserts and a T5 apex memory leak are unrelated." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT local-checkpoint loading and sinq quantized save/load breakage are different code paths." + "reason": "Local PEFT checkpoint loading and sinq quantized save/load corruption are different failure paths." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Incorrect video padding in SmolVLM and FA2 long-context performance regression are not the same issue." + "reason": "Video padding calculation in SmolVLM is unrelated to FA2 long-context performance regression." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and an apex RMSNorm leak are unrelated." + "reason": "Eval-mode checkpointing and apex memory leak are different bugs." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates for special tokens and DiaConfig losing custom token IDs after save/load are distinct tokenizer bugs." + "reason": "Both involve tokenizer state, but one is runtime post-processor updates and the other is save/load losing custom token IDs." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL embedding-unpack failure and trainer.evaluate() failing after train() are different trainer issues." + "reason": "SFT embedding unpacking and train\u2192evaluate lifecycle failure are not the same issue." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 apex memory leak and a missing supports_gradient_checkpointing flag are unrelated." + "reason": "A memory leak in apex and a missing `supports_gradient_checkpointing` flag are unrelated." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both are offline-mode related, but one is cache loading and the other is an unconditional model_info() call in _patch_mistral_regex; different root causes." + "accept": true, + "reason": "Same underlying offline-mode tokenizer failure: both describe Hub lookups being triggered despite `HF_HUB_OFFLINE=1`, with 44843 naming the concrete `model_info()` cause." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "AutoModelForCausalLM config unwrapping and a missing gradient-checkpointing flag are unrelated." + "reason": "Composite Qwen config unwrapping and a missing gradient-checkpointing capability flag are different problems." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters and quantization/offloading behavior are different issues." + "reason": "PEFT local checkpoint loading and quantization offloading behavior are separate code paths." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same title and symptom: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + "reason": "These are the same bug report: the `Qwen2_5_VLProcessor.apply_chat_template` crash on batched input when `padding=False`." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both concern model outputs, but one is SigLIP2 and the other is CamemBERT masked-LM behavior; not the same bug." + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2Mixer incorrect results with use_cache and a T5 decoder-input validation error message are different problems." + "reason": "`use_cache` correctness with seq_len>1 and T5 decoder-input validation messaging are unrelated." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation/model mismatch and quantization offloading are unrelated." + "reason": "SigLIP2 doc/example issues are unrelated to quantization offloading behavior." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both touch tokenizer special-token handling, but one is runtime post-processor updates and the other is a BigBirdTokenizer mask-token registration bug." + "reason": "Special-token post-processor updating and BigBirdTokenizer mask-token registration are both tokenizer-related but not the same concrete bug." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "A from_pretrained weight_only error for Qwen3VL and wrong vision_position_ids in Qwen2.5-VL are different multimodal bugs." + "reason": "Different model families and symptoms: Qwen3VL `weight_only` load error vs Qwen2.5-VL video position IDs bug." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation map processing and a GenerationMixin import error have no common code path." + "reason": "Image processor segmentation-map handling is unrelated to the `GenerationMixin` import error." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer regex patching, but one is a crash in _patch_mistral_regex and the other is a codec/regression warning issue; not the same concrete bug." + "reason": "Both are tokenizer regressions, but the failing paths differ: a Mistral regex/backend-tokenizer crash vs Kimi-K2.5 codec handling and warning behavior." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processor updates and LayoutLMv2 NER padding/truncation crashes are distinct tokenizer problems." - }, - { - "left": "issue:44995", - "right": "issue:46858", - "accept": false, - "reason": "Stale indexer cache on second forward pass and device-tensor seq-length arithmetic in static cache/torch.compile are different cache bugs." - }, - { - "left": "issue:45356", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regression in Kimi-K2.5 and list_repo_files missing revision forwarding are unrelated." + "reason": "Different tokenizer failures: runtime special-token updates vs LayoutLMv2 NER/batched padding crashes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only positive duplicate callout, issue:44514 \u2194 issue:44545, is well supported by the identical title/symptom and the higher inbound-reference signal on issue:44545. The remaining soft-edge rejections do not overclaim shared bugs, and the cluster-level summary appropriately characterizes the rest as mostly unrelated." + "feedback": "Grounded overall. The canonicalization to issue:44843 is supported by the packet, and the only positive soft-edge calls are the two near-identical duplicate pairs (42886\u219444843 and 44514\u219444545). The remaining rejections are conservative and do not overclaim shared root cause from the titles/body summaries provided." }, "evaluator_used": true, "retried": false, @@ -5688,11 +5582,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:30064", - "issue:34634", - "issue:36010", "issue:36331", "issue:39692", "issue:41720", @@ -5715,21 +5607,21 @@ "issue:44062", "issue:44186", "issue:44220", - "issue:44442", - "issue:44448", "issue:44488", "issue:44661", - "issue:44671", "issue:44821", "issue:44843", "issue:44877", "issue:44898", "issue:44991", + "issue:44995", "issue:45072", "issue:45081", "issue:45084", + "issue:45356", "issue:45381", "issue:45834", + "issue:45907", "issue:45987", "issue:46294", "issue:46665", @@ -5737,261 +5629,249 @@ "issue:46829", "issue:46832", "issue:46858", - "issue:46932" + "issue:46932", + "issue:47020" ], "soft_pairs": [ + "issue:44995|issue:46858", + "issue:45356|issue:45907", "issue:43720|issue:43819", "issue:46829|issue:46832", "issue:43653|issue:43720", - "issue:45987|issue:46829", "issue:43295|issue:45834", - "issue:44062|issue:44488", + "issue:45987|issue:46829", "issue:43550|issue:43927", "issue:43550|issue:45072", "issue:43540|issue:46294", "issue:45381|issue:46693", + "issue:44062|issue:44488", "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:45987|issue:46932", + "issue:41720|issue:44991", "issue:30064|issue:36331", "issue:44220|issue:44661", "issue:43618|issue:43697", - "issue:43643|issue:44877", "issue:43335|issue:43756", - "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:44488|issue:47020", "issue:43550|issue:43819", + "issue:44843|issue:45081", "issue:39692|issue:45834", - "issue:44821|issue:45084", - "issue:44448|issue:44671", - "issue:34634|issue:36010", - "issue:44186|issue:44442", - "issue:43540|issue:44008" + "issue:44821|issue:45084" ], - "prepared_review_unit_hash": "6e0f8afc1c14e3c99e0befd2e30080671003a75f316495f0ae8bc5c75af696fd", + "prepared_review_unit_hash": "73a6214682539538312da458a3901f8338e167f323d5cb02b951af822962579e", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37229, - "estimated_input_tokens": 9308, - "estimated_eval_tokens": 18872 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft pairs are false positives: they share broad wording like loading, tokenizer, config, or vision/video, but each points to a different concrete bug or code path. This cluster is too heterogeneous to have a single canonical duplicate.", + "summary": "This set is heterogeneous: tokenizer/load regressions, vision/video bugs, cache issues, config/loading problems, and unrelated training/runtime errors. None of the soft pairs look like the same concrete underlying bug or change, so all soft edges should be rejected and no single canonical issue emerges.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated subsystems and failure modes, so there is no single issue that represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue: the soft links are only loose semantic similarities, not duplicates of the same bug or fix path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/sequence-length behavior, but one is a GlmMoeDsa second-forward stale indexer bug and the other is a static-cache tensor type issue in prefill; different code paths and fixes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs Hub API forwarding bug; unrelated components and root causes." + }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different subsystems and failures: BitNet accelerate weight unpacking vs DAC latent reconstruction/STE behavior." + "reason": "BitNet loading/unpacking packed weights and DAC STE mismatch are different model-specific bugs." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Both are vision-model issues, but one is an output-field mismatch and the other is an RT-DETR feature-level shape/type error." + "reason": "Both are RT/vision output issues, but one is VideoPrism output field mapping and the other is RT-DETR feature-level shape handling; not the same bug." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs quantized linear loading/unpacking bug; unrelated code paths." - }, - { - "left": "issue:45987", - "right": "issue:46829", - "accept": false, - "reason": "Cache sequence-length return type issue vs VideoPrism output tensor assignment; not the same underlying bug." + "reason": "BigBird tokenizer special-token decoding and BitNet accelerate loading are unrelated." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 vs Kosmos2.5 OCR long-input indexing; different models and failure modes." + "reason": "Both involve multimodal inputs, but one is processor/tokenizer API regression and the other is Kosmos2.5 OCR long-input indexing; different failures." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "AddedToken keyword collision vs loading a specific tokenizer/model; the reported errors do not share a concrete code path." + "reason": "StaticCache seq-length return type vs VideoPrism hidden_states field are unrelated." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA issue in Bamba vs DiaConfig losing custom token IDs on save/load." + "reason": "torch.compile/SDPA failure in Bamba and DiaConfig save-load token ID loss are separate issues." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both involve runtime/dtype behavior, but the concrete bugs are different models and different failure mechanisms." + "reason": "Both are dtype/compile-related at a high level, but they affect different models and different mechanisms." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-related, but one is a Qwen3OmniMoe video-processing ValueError and the other is a chat-template token/feature mismatch." + "reason": "Both are Qwen video-input bugs, but one is a processing ValueError in Qwen3OmniMoe and the other is apply_chat_template feature/token mismatch in Qwen3.5-9B." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression; unrelated." + "reason": "Qwen2.5-VL video position-id bug and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision and sleng-bert load failure are different tokenizer problems." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE vs AutoConfig trust_remote_code field loss; different layers of the stack." + "reason": "Qwen3-MoE sliding-window behavior and AutoConfig trust_remote_code field loss are unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel init failure vs audio fbank feature extraction bug." + "reason": "Deepspeed/BertModel init indexing error and _torch_extract_fbank_features are different code paths." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both touch loading, but one is base_model_prefix compatibility in Transformers 5 and the other is from_pretrained behavior inside Python classes." + "reason": "Both concern from_pretrained/loading, but one is base_model_prefix breakage and the other is class-embedded loading inconsistency." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer crash on NER/padding vs Perceiver image classification resolution failure; different model families and code paths." + "reason": "LayoutLMv2 tokenization crash and Perceiver image-classification resolution handling are unrelated." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBird tokenizer special-token registration vs DAC.from_latents mismatch; no shared underlying defect." + "reason": "BigBird special-token registration and DAC latent reconstruction mismatch do not share a concrete bug path." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n forward variable collision vs cache.get_seq_length returning a device tensor; unrelated bugs." + "reason": "Gemma3n variable collision in forward vs static-cache seq-length tensor return are unrelated." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for a specific model." + "reason": "StaticCache return-type bug and Gemma4 quantized embedder dtype casting are separate issues." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "StaticCache return-type contract bug vs Gemma4 quantized embedder dtype casting; different components." + "reason": "Qwen3 device-mapping cuda assert and est-roberta tokenizer loading failure are unrelated." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor segmentation-map processing vs CustomTrainer.compute_loss signature change; no overlap in code path." + "reason": "Image processor segmentation-map handling and CustomTrainer loss signature mismatch are different layers entirely." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction helper vs auto-model registration failure in TOKENIZER_MAPPING_NAMES." + "reason": "Audio fbank feature extraction and add-new-model-like tokenizer mapping logic are unrelated." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions field regression vs RTDetrV2 output differences; both are v5 regressions but not the same bug." + "reason": "Both involve output differences in v5, but CLIP attentions field loss and RTDetrV2 output drift are distinct model regressions." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields vs strict config blocking granite_speech loading; different symptoms and fixes." + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are different architecture/config issues." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs Smollm3 RoPE-layer dropping bug." + "reason": "Both are config-loading strictness issues, but they affect different loaders and failure modes." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "Both involve _patch_mistral_regex, but one is an offline model_info() network call and the other is a backend_tokenizer AttributeError." + "reason": "Both are tokenizer loading failures, but one is a model-specific load regression and the other is an XLMRoberta Unigram constructor type mismatch." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Same as above pair: different model/runtime bug vs DAC latent reconstruction bug." + "reason": "Bamba torch.compile/SDPA failure and DAC from_latents STE mismatch are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; separate bugs." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Documentation/example errors for SigLIP2 vs Kosmos2.5 OCR long-input indexing; not the same issue." + "reason": "SigLIP2 doc-example errors and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading vs a template compilation TypeError; unrelated functionality." - }, - { - "left": "issue:44448", - "right": "issue:44671", - "accept": false, - "reason": "Different model regressions in v5: Pegasus output change vs CamemBERT masked-LM prediction change." - }, - { - "left": "issue:34634", - "right": "issue:36010", - "accept": false, - "reason": "BarkProcessor voice_preset bug vs GenerationMixin import failure; unrelated." - }, - { - "left": "issue:44186", - "right": "issue:44442", - "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash vs AutoTokenizer failing to load a FastSpeech2Conformer tokenizer." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Qwen3OmniMoe video-input handling vs Gemma3n variable-name collision in forward(); different models and bugs." - }, - { - "left": "issue:45381", - "right": "issue:46693", - "accept": false, - "reason": "Qwen video-position-id bug vs FA2 long-context performance regression; no shared code-path." + "reason": "AutoImageProcessor-from-URL loading and template-node compilation are unrelated." } ] }, @@ -6013,10 +5893,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:28218", "issue:29159", + "issue:34634", + "issue:36010", "issue:43322", "issue:43388", "issue:43421", @@ -6025,18 +5907,18 @@ "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:44186", "issue:44291", + "issue:44442", + "issue:44448", "issue:44479", "issue:44561", "issue:44610", @@ -6053,245 +5935,241 @@ "issue:45479", "issue:45584", "issue:45685", - "issue:45701", "issue:45834", "issue:46032", "issue:46291", "issue:46294", "issue:46463", "issue:46512", - "issue:46665", - "issue:46846" + "issue:46846", + "issue:47020" ], "soft_pairs": [ + "issue:44448|issue:44671", + "issue:34634|issue:36010", + "issue:44186|issue:44442", + "issue:43540|issue:44008", "issue:45584|issue:45834", "issue:45183|issue:45479", "issue:43322|issue:45685", "issue:43644|issue:43749", "issue:43606|issue:45072", + "issue:44991|issue:47020", "issue:43782|issue:44977", "issue:43421|issue:44811", "issue:43582|issue:46512", - "issue:44479|issue:45834", "issue:43577|issue:43818", "issue:43388|issue:46032", - "issue:44561|issue:45020", + "issue:44479|issue:45834", "issue:43825|issue:43994", + "issue:44561|issue:45020", "issue:44991|issue:46291", "issue:46294|issue:46463", - "issue:43716|issue:44008", "issue:43931|issue:46846", + "issue:43716|issue:44008", "issue:44805|issue:44936", "issue:43540|issue:45381", "issue:44610|issue:45072", "issue:43749|issue:44291", - "issue:28218|issue:29159", - "issue:43720|issue:45072", - "issue:43645|issue:46665", - "issue:43825|issue:43827", - "issue:44671|issue:45701", - "issue:43577|issue:43582" + "issue:28218|issue:29159" ], - "prepared_review_unit_hash": "f8a68d1e059e85628e4cd4b1f63b0417852e15d58f5048bce1d1e60c3b281cfe", + "prepared_review_unit_hash": "ef229d15aa7bc92cbe6dab9d9412b86b253255823c279b2737bfe13ad5f1a21a", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35589, - "estimated_input_tokens": 8898, - "estimated_eval_tokens": 18052 + "serialized_chars": 36119, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated tokenizer, loading, video, and dtype issues. The only likely duplicate pair is the tokenizer added-token spacing report and the slow/fast tokenizer inconsistency report.", - "confidence": 0.86, - "canonical_issue_reason": "issue:28218 is the most specific statement of the tokenizer spacing bug and likely captures the underlying symptom behind the broader tokenizer inconsistency report.", + "summary": "This cluster is a loose set of mostly unrelated Transformers issues, with several tokenizer/loading/model-regression reports but no clear duplicate pairings from titles alone. I would use the broad tokenizer inconsistency report as the canonical issue, and there are no PRs in the set.", + "confidence": 0.63, + "canonical_issue_reason": "issue:29159 is the broadest, most umbrella-style tokenizer report in the set, so it is the best anchor for nearby tokenizer duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the best representative for the only clear duplicate subcluster in this set; the remaining issues are not close enough to share a single root cause.", + "best_issue_reason": "issue:29159 is the most general issue here and the most plausible duplicate target among the issue-only items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output regressions, but they affect different models and different code paths; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "One is a BarkProcessor voice_preset problem, the other is a GenerationMixin import error; unrelated failures." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but one is a LayoutLMv2 tokenizer crash and the other is AutoTokenizer failing to load a specific tokenizer; not the same underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and different failure modes (video-input processing vs a Gemma3n variable collision)." + }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Both are input/decoding failures, but they involve different models and different code paths (Whisper empty transcription vs Kosmos2.5 OCR length/indexing)." + "reason": "Both are multimodal input bugs, but they concern different models and different input pipelines; not a duplicate." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "One is an input validation error-message problem; the other is a degenerate loss bug in single-label classification. Not the same bug." + "reason": "One is input validation/error-message logic, the other is a training-loss bug for single-label classification; distinct problems." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault loading Llava Next and an MPS histogram limitation are unrelated failures." + "reason": "A Llava loading segfault is unrelated to an MPS MoE histogram/int issue." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both concern loading, but one is junk-filled non-persistent buffers and the other is broken FSDP CPU RAM efficient loading; different root causes." + "reason": "Both touch loading behavior, but one is non-persistent buffer initialization and the other is FSDP CPU RAM efficient loading; different code paths." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to bfloat16 dtype mismatches in other models." + "reason": "Device-mismatch under CPU offload and dtype-mismatch in bfloat16 inference are different bugs." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer load failures, but the reported constructor/pathology is different and model-specific; not the same bug." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are different concrete failures." + "reason": "One is a from_pretrained weight_only load error, the other is a flash-attention generation issue for a different model family." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both touch tokenizers, but runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens are different behaviors." + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is batch_decode skip_special_tokens handling; separate issues." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different dtype/config issues." - }, - { - "left": "issue:44479", - "right": "issue:45834", - "accept": false, - "reason": "Different regressions: multi-model video-input processing versus long OCR indexing on Kosmos2.5." + "reason": "Apple Silicon warmup TypeError is unrelated to stale model.config.dtype after from_config(dtype=...)." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype retention and Video-LLaVA missing temporal attention are unrelated model-loading/model-architecture bugs." + "reason": "A dtype propagation bug in BLIP2 is unrelated to Video-LLaVA temporal-attention/weight-sharing issues." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "One is metrics gathering dropping tuple labels; the other is Mamba2 use_cache correctness. Not the same issue." + "reason": "Metric gathering label truncation and Mamba2 use_cache correctness are unrelated." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Both mention v5/remote_code breakages, but one is specifically is_torch_fx_available removal and the other is a broad umbrella report." + "reason": "Both are multimodal regressions, but they affect different models and different failure mechanisms." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "An error-message wording issue and a model output correctness issue are not the same bug." + "reason": "A misleading pipeline error message is not the same as wrong outputs from AutoModel/pipeline on siglip2." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/trust_remote_code breakage, but the concrete issue here is the removal of a specific helper, while the other is a broader regression report." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for one model and kernels dependency/version import failure are unrelated." + "reason": "Tokenizer loading for a model and pipeline import failing due to kernels version requirements are unrelated." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video chat template mismatch and T5 decoder-input validation messaging are different models and code paths." + "reason": "Qwen3.5 video chat-template mismatch is unrelated to T5 decoder-input validation messaging." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "dtype mismatch in Mistral-3 preprocessing/model loading is unrelated to Gemma3n's variable-name collision." + "reason": "A Qwen3-VL weight-shape load failure and a TP-plan omission causing OOM/shape errors are different root causes." }, { - "left": "issue:43931", - "right": "issue:46846", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load is not the same as missing tensor-parallel plan entries causing OOM/shape errors." + "reason": "A preprocessing/model dtype mismatch is unrelated to a Gemma3n attribute error from variable-name collision." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "A tensor-mask shape IndexError and trainer.evaluate() failing after train() are different failure modes." + "reason": "Mask/tensor shape mismatch at indexing time is unrelated to trainer.evaluate failing after train." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both concern video inputs, but Qwen3OmniMoe processing ValueError and qwen2.5-vl vision_position_ids regression are distinct." + "reason": "Both are video-input issues in nearby model families, but the concrete failures differ and do not look mergeable into one fix." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and dtype mismatch are different bugs." + "reason": "Processor output size mismatch and bfloat16 dtype mismatch are different problems." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Broken FSDP CPU RAM efficient loading and an init_empty_weights unexpected-argument TypeError are different loading-path issues." + "reason": "FSDP CPU RAM loading and init_empty_weights _is_hf_initialized TypeError are distinct loading bugs." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "Both describe the same tokenizer symptom: added-token handling differs between tokenizer implementations and introduces an extra/incorrect space." - }, - { - "left": "issue:43720", - "right": "issue:45072", - "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to bfloat16 dtype mismatches." - }, - { - "left": "issue:43645", - "right": "issue:46665", "accept": false, - "reason": "Custom model initialization in notebooks and from_pretrained behavior inside Python classes are different workflow bugs." - }, - { - "left": "issue:43825", - "right": "issue:43827", - "accept": false, - "reason": "One is an incorrect pipeline error message; the other is stale documentation. Same theme, not the same underlying bug." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT masked-LM prediction regression and a version-dependent tokenization change are not clearly the same code-path defect." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "A model dtype problem and an Apple Silicon warmup TypeError are unrelated." + "reason": "Both are tokenizer-related, but one is specifically about added-token spacing while the other is a broader slow-vs-fast inconsistency report; not enough evidence they are the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate pair is issue:28218 / issue:29159, and the other soft-edge rejections do not overstate sameness of bug. The canonical/best issue choice is reasonable given the evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6306,7 +6184,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:34634", "issue:36010", @@ -6317,46 +6195,52 @@ "issue:43329", "issue:43452", "issue:43526", - "issue:43531", "issue:43550", + "issue:43577", "issue:43582", - "issue:43638", "issue:43645", "issue:43653", "issue:43697", + "issue:43720", "issue:43742", "issue:43782", "issue:43819", + "issue:43825", + "issue:43827", "issue:43906", - "issue:43927", "issue:44060", "issue:44368", "issue:44554", "issue:44589", + "issue:44671", "issue:44857", "issue:44912", - "issue:44936", "issue:44991", "issue:45003", "issue:45020", "issue:45042", + "issue:45072", "issue:45081", - "issue:45084", "issue:45325", "issue:45372", "issue:45406", - "issue:45538", "issue:45600", + "issue:45701", "issue:46175", "issue:46209", "issue:46285", - "issue:46291", "issue:46326", + "issue:46665", "issue:46697", "issue:46728", "issue:46932" ], "soft_pairs": [ + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:43577|issue:43582", + "issue:44671|issue:45701", "issue:34634|issue:36331", "issue:42175|issue:45081", "issue:46175|issue:46932", @@ -6367,221 +6251,228 @@ "issue:43262|issue:43819", "issue:43582|issue:44857", "issue:45372|issue:46326", - "issue:45081|issue:45406", - "issue:43742|issue:45020", "issue:44589|issue:45042", + "issue:43742|issue:45020", "issue:43550|issue:44912", - "issue:43452|issue:44991", "issue:43257|issue:43329", "issue:44060|issue:44368", - "issue:36010|issue:43645", "issue:43526|issue:43697", "issue:43906|issue:46209", + "issue:36010|issue:43645", "issue:36010|issue:36331", "issue:43329|issue:45600", - "issue:43526|issue:44554", - "issue:45084|issue:45538", - "issue:43819|issue:43927", - "issue:43531|issue:45042", - "issue:43638|issue:44936", - "issue:42175|issue:46291" + "issue:45081|issue:45406", + "issue:43452|issue:44991", + "issue:43526|issue:44554" ], - "prepared_review_unit_hash": "a50d7c4635a2c41f1989a1d3a1e08e448151015bc7f8c255a01df1e42644822c", + "prepared_review_unit_hash": "11e4f2168a4fac9729ad2d8d5e7cef804658a3a788588a1102e67134d8fafd21", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35990, - "estimated_input_tokens": 8998, - "estimated_eval_tokens": 18252 + "serialized_chars": 36632, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated model-loading, processor, trainer, and backend regressions. No soft pair looks like the same concrete bug/change, so none should be merged as duplicates. If a single issue must anchor the set, the broadest umbrella is the remote_code loading regression.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45020 is the broadest, most umbrella-like regression in the list and can plausibly subsume several model-loading breakages better than the highly specific issues.", + "summary": "No convincing duplicate clusters here: the paired items mostly concern different models, different components, or different failure modes. I would not merge any of the soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the broadest, most central regression report in the set and is the best representative issue if a single canonical issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative because it describes a wide loader regression rather than a model-specific symptom, making it the most plausible cluster anchor.", + "best_issue_reason": "issue:45020 has the widest apparent scope and strongest generality; it reads like a cross-cutting compatibility regression rather than a narrow model-specific bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: packed-weight loading for BitNet vs dtype mismatch in unrelated models." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both mention from_pretrained/custom models, but they describe different breakages and code paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message regression, the other is stale docs; related theme but not the same bug/change." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures: BLIP2 dtype propagation vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and models: CamemBERT masked-LM predictions vs generic tokenization changes." + }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different subsystems and failure modes: Bark voice preset handling vs CustomTrainer loss signature mismatch." + "reason": "Completely different APIs and failures: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Unrelated packaging/backend dependency issue vs Mistral tokenizer regex crash." + "reason": "Different subsystems: optional tensorflow backend packaging vs Mistral tokenizer regex patch crash." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both are Gemma4-related, but one is a large vision patch embedding memory issue and the other is dtype casting for quantized embedders; not the same bug." + "reason": "Both are Gemma4-related, but one is a huge one-hot position embedding issue and the other is a dtype-casting bug." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Different image processors and different padding/counting logic; no shared concrete code path." + "reason": "Both involve image sizing math, but they affect different processors and different calculations." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access bug in modeling_utils is not the same as CLIP text-model structure divergence." + "reason": "Unrelated: unsafe sys.modules access vs CLIP text model structural inconsistency." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL generations and different failure mechanisms (weight_only loading vs rope index scaling)." + "reason": "Different model families and failures: Qwen3VL weight_only loading vs Qwen2.5-VL RoPE indexing." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback; unrelated." + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback; no shared underlying change." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs DAC latent/STE mismatch; different code paths." + "reason": "Audio sampling-rate defaulting vs DAC latent/forward mismatch are unrelated." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to CUDA AMP loss crash." + "reason": "Different runtime/platform problems: Apple Silicon TypeError vs CUDA AMP crash." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Gemma4 processor import issue from mistral_common is different from continue_final_message behavior in mistral_common tokenizers." + "reason": "Both touch mistral_common/Gemma4 territory, but one is an import failure and the other is a chat-template behavior bug." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are separate processor/tokenizer bugs." + "reason": "Storage-type lookup failure vs torchvision dependency regression; different code paths." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A specific MobileLLM key error is not the same as the broader remote_code regression, even if both are loading-related." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Float8 storage lookup error and PIL/torchvision backend requirement are unrelated." + "reason": "A single-model key error is not the same as the broader remote_code compatibility regression." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." - }, - { - "left": "issue:43452", - "right": "issue:44991", - "accept": false, - "reason": "Different tokenizer-loading breakages with different triggers; not the same concrete bug." + "reason": "Different issues: torch.compile SDPA failure vs quantization load fallback." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to an undefined video-token helper path." + "reason": "MoE weight conversion with accelerate/deepspeed is unrelated to multimodal token counting." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but one is a model wiring bug and the other is a config warning during LoRA fine-tuning; not the same underlying issue." - }, - { - "left": "issue:36010", - "right": "issue:43645", - "accept": false, - "reason": "GenerationMixin import-path breakage is not the same as Jupyter custom-model initialization failures." + "reason": "Both are Qwen tie-weights warnings, but they describe different model variants and likely different root causes." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction bug and RTDetrV2 output-difference regression are different model/processor issues." + "reason": "Different models and failures: label reduction bug vs RTDetrV2 output regression." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "A reproduction of an old issue is not the same as FP8 inference failure on B200." + "reason": "No clear shared bug; one is a reproduction of another issue, the other is an FP8 inference failure on B200." }, { "left": "issue:36010", - "right": "issue:36331", + "right": "issue:43645", "accept": false, - "reason": "Import path breakage for GenerationMixin and Trainer compute_loss signature mismatch are unrelated." + "reason": "ImportError for GenerationMixin and Jupyter custom-model init breakage are distinct problems." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Undefined multimodal-token helpers and stale auto_mappings references are different maintenance bugs." + "reason": "Unrelated failure modes: import path breakage vs trainer method signature change." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Image label reduction and MPS attention correctness are unrelated." + "reason": "Different issues: undefined video-token helpers vs stale auto-mapping references to removed configs." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer max_length constant are different problems." + "reason": "Both are tokenizer/processor attribute errors, but they hit different classes and code paths." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID persistence are unrelated." + "reason": "Both concern loading with recent transformers, but they are different models and distinct loading failures." }, { - "left": "issue:43531", + "left": "issue:44554", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend dependency requirements." + "reason": "Different areas entirely: MPS attention correctness vs PIL backend dependency handling." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Zero3/non-pretrained BERT index error and evaluate-after-train failure are not the same code-path bug." + "reason": "A specific model load key error is not the same as a broad remote_code regression." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Packaging extras missing TensorFlow is unrelated to kernels version/revision import failures." + "reason": "No overlap beyond being model bugs; one is image processor label handling, the other is an MPS attention correctness issue." } ] }, @@ -6603,25 +6494,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ - "issue:28282", "issue:29159", - "issue:29870", "issue:34567", "issue:38175", "issue:39692", "issue:40990", + "issue:42175", "issue:42490", "issue:42915", "issue:43257", "issue:43262", "issue:43329", "issue:43450", - "issue:43454", - "issue:43540", - "issue:43577", + "issue:43531", "issue:43606", + "issue:43638", "issue:43643", "issue:43650", "issue:43696", @@ -6629,6 +6518,7 @@ "issue:43742", "issue:43746", "issue:43749", + "issue:43819", "issue:43854", "issue:43906", "issue:43927", @@ -6636,25 +6526,31 @@ "issue:44291", "issue:44387", "issue:44479", - "issue:44568", "issue:44610", "issue:44617", "issue:44756", "issue:44811", "issue:44821", "issue:44912", + "issue:44936", "issue:44977", "issue:45042", - "issue:45356", + "issue:45084", "issue:45459", + "issue:45538", "issue:45759", "issue:45803", "issue:45859", + "issue:46291", "issue:46421", - "issue:46424", - "issue:46701" + "issue:46424" ], "soft_pairs": [ + "issue:45084|issue:45538", + "issue:43819|issue:43927", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", "issue:43746|issue:44811", "issue:42490|issue:43257", "issue:43854|issue:44977", @@ -6668,225 +6564,223 @@ "issue:43257|issue:43931", "issue:43329|issue:43450", "issue:43329|issue:44479", - "issue:42915|issue:43742", "issue:34567|issue:40990", "issue:45459|issue:45803", + "issue:42915|issue:43742", "issue:46421|issue:46424", "issue:44291|issue:45042", "issue:43749|issue:44756", - "issue:29159|issue:34567", "issue:43650|issue:43906", + "issue:29159|issue:34567", "issue:42915|issue:44821", - "issue:43606|issue:45859", - "issue:43540|issue:46701", - "issue:43454|issue:43577", - "issue:28282|issue:29870", - "issue:43927|issue:44912", - "issue:44568|issue:45356" + "issue:43606|issue:45859" ], - "prepared_review_unit_hash": "1d6bcb0c560a453e33607d27cecb4c73a9b335f3fd7ee7da87f3d439308ff89c", + "prepared_review_unit_hash": "ff544ea76e20b97fd348cff98fa8b69d55a9520e5827b00d91a62c42d1e7cd2d", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36313, - "estimated_input_tokens": 9079, - "estimated_eval_tokens": 18414 + "serialized_chars": 36063, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are broadly related to Transformers/model-loading topics, but the soft pairs do not describe the same underlying bug or change. They span distinct failures in tokenizers, multimodal processors, quantization, offload, cache behavior, and training-state tracking.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous, and the candidate pairs point to different root causes rather than one duplicate defect.", + "summary": "Most pairs are unrelated despite superficial overlap. The only credible duplicate is the Qwen video regression pair around shared multimodal token counting; the rest differ by model, subsystem, or concrete failure mode.", + "confidence": 0.7, + "canonical_issue_reason": "issue:43329 is the most concrete root-cause report: it pinpoints the broken `_get_num_multimodal_tokens` video branch and the undefined symbols involved, making it the best anchor for the shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong representative because the cluster does not collapse into one bug; any pick would be arbitrary.", + "best_issue_reason": "issue:43329 is the best overall issue candidate because it identifies the specific code path and likely subsumes the broader video regression report in issue:44479.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer bugs: one is a compilation/template-node error, the other is an extreme `model_max_length` value in CLIPTokenizer." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different models and failure modes: DAC latent reconstruction mismatch vs Dia config losing custom token IDs on save/load." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated subsystems: Qwen3-MoE sliding-window behavior vs PIL backend image processor dependency handling." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both are training/eval failures, but the concrete bugs are different: ZeRO-3 index error vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/import issues in different dependency paths; they do not describe the same missing backend or the same import failure." + }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Local PEFT checkpoint loading vs Whisper batch_decode special-token handling; different bugs." + "reason": "Different components and symptoms: PEFT local checkpoint loading vs Whisper batch_decode skipping special tokens." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash import warning vs Qwen3 MoE weight-conversion failure; unrelated." + "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash load/test issue vs Qwen3.5 flash-attention generation regression; different code paths." + "reason": "Both mention model loading/generation, but one is a GLM-4.7 unit-test load issue and the other is a Qwen3.5 flash-attention generation regression." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields with trust_remote_code vs text_config unwrapping for composite multimodal configs; not the same defect." + "reason": "Both involve config handling, but one is missing fields from `AutoConfig.from_pretrained`, the other is `text_config` unwrapping for composite multimodal causal LM configs." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors vs MXFP4 quantization fallback bug; different symptoms and causes." + "reason": "Different SigLIP2 docs/model-processor mismatch vs GPT-oss-20b MXFP4 quantization fallback." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight accelerate loading bug vs processor image-size mismatch; unrelated." + "reason": "BitNet accelerate-loading packed-weight bug is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities vs image preprocessing size mismatch; different issues." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo producing the wrong image resolution." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "MoE weight conversion/loading bug vs CUDA OOM on GPT-oss; not a duplicate." + "reason": "Qwen3 MoE loading/conversion issue is not the same as a CUDA OOM on GPT-oss-20b." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sample-rate default vs Whisper decode special-token behavior; different components." + "reason": "Audio processor sampling-rate defaulting and Whisper decoding flags are different bugs in different APIs." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "General int4 memory regression vs Sam3Video OOM; different models and root causes." + "reason": "Both are OOM-related, but one is a Transformers 5.x int4 reserved-memory regression and the other is a Sam3Video model memory issue." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE conversion issue vs Qwen3-VL weight-shape mismatch; unrelated load failures." + "reason": "Different Qwen3-family loading problems: accelerate/deepspeed weight conversion vs shape mismatch for Qwen3-VL." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined multimodal-token helper vars vs batched video shape mismatch; different bugs." + "reason": "Video token counting bug vs batched video processor output-shape bug; not the same concrete failure." }, { "left": "issue:43329", "right": "issue:44479", - "accept": false, - "reason": "Specific helper-function undefined-name bug vs broader video-input regression; too different to merge." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3 MoE vs key error loading MobileLLM-125M; unrelated." + "accept": true, + "reason": "Both point to the same shared video-input regression in multimodal processing; the broader Qwen video failure is plausibly caused by the broken `_get_num_multimodal_tokens` video branch." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counter bug vs high perplexity on GPT-oss; no shared root cause." + "reason": "Trainer token-count bookkeeping is unrelated to GPT-oss perplexity on WikiText-2." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Protobuf import error masking tokenizer failures vs bare except swallowing KeyboardInterrupt; both exception-related but distinct." + "reason": "Both involve exception handling, but they are separate code paths and different failures (tokenizer decode errors vs Fuyu tensor conversion swallowing errors)." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM-125M key error are unrelated loading bugs." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Lazy cache init causing recompilation vs max_cache_length only honored for quantized cache; different cache bugs." + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is `max_cache_length` being honored only for Quantized Cache." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument mismatch vs PIL backend requiring torchvision; unrelated." + "reason": "Model init with `_is_hf_initialized` in Transformers 5.x is unrelated to PIL backend requiring torchvision." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading bug vs mmap-on-Strix-Halo OOM; different mechanisms." + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different performance/memory issues with different triggers." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs TrainerState input-token counting; unrelated." + "reason": "A low-quality placeholder issue and an isolated reproduction of another issue are not the same underlying bug." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Placeholder content issue vs isolated reproduction of another issue; not the same bug." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counter not updating are unrelated issues." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3 MoE FP8 loading failure vs AutoImageProcessor URL loading; different areas." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL loading are different failures." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but one is a device mismatch and the other a rotary-embedding incompatibility; not the same change." - }, - { - "left": "issue:43540", - "right": "issue:46701", - "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs DiffusionGemma image-text-to-text pipeline failure; different pipelines." - }, - { - "left": "issue:43454", - "right": "issue:43577", - "accept": false, - "reason": "AyaVision weight-tying bug vs BLIP2 dtype propagation bug; unrelated." - }, - { - "left": "issue:28282", - "right": "issue:29870", - "accept": false, - "reason": "Missing PyTorch ImportError vs Bart generate UnboundLocalError; different failure layers." - }, - { - "left": "issue:43927", - "right": "issue:44912", - "accept": false, - "reason": "DiaConfig save/load token-ID loss vs MXFP4 quantization fallback; different bugs." - }, - { - "left": "issue:44568", - "right": "issue:45356", - "accept": false, - "reason": "mDeBERTa special-token regression vs Kimi-K2.5 tokenizer codec/regex regression; unrelated tokenizer issues." + "reason": "Both mention CPU offload, but the affected models and code paths differ: Bark device mismatch vs Qwen3_5Moe rotary embedding compatibility." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the verdicts are conservative. The only accepted soft pair, issue:43329 vs issue:44479, is plausibly the same video-input regression, while the rest are reasonably distinguished by model, subsystem, or failure mode." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6901,23 +6795,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:24643", - "issue:27957", "issue:28282", "issue:29127", "issue:29159", + "issue:29870", "issue:33357", "issue:34567", "issue:34689", - "issue:36331", - "issue:41720", "issue:42175", "issue:42915", "issue:43404", "issue:43425", "issue:43452", + "issue:43454", "issue:43525", "issue:43540", "issue:43577", @@ -6926,275 +6819,258 @@ "issue:43742", "issue:43749", "issue:43824", + "issue:43927", "issue:44062", "issue:44291", "issue:44479", - "issue:44488", - "issue:44560", - "issue:44849", + "issue:44568", "issue:44857", + "issue:44912", "issue:44936", "issue:44987", "issue:44991", + "issue:45081", "issue:45127", "issue:45137", + "issue:45356", "issue:45357", - "issue:45381", "issue:45405", "issue:45538", - "issue:45701", - "issue:45907", "issue:46291", "issue:46512", "issue:46693", + "issue:46701", "issue:46821", "issue:46832", - "issue:46869" + "issue:46869", + "issue:47020" ], "soft_pairs": [ - "issue:43525|issue:46291", - "issue:44987|issue:45538", + "issue:43454|issue:43577", + "issue:43540|issue:46701", + "issue:28282|issue:29870", + "issue:43927|issue:44912", + "issue:43525|issue:46291", + "issue:44568|issue:45356", "issue:28282|issue:34689", + "issue:44987|issue:45538", "issue:33357|issue:34567", - "issue:43425|issue:46291", "issue:44857|issue:46832", + "issue:43425|issue:46291", "issue:43697|issue:45357", "issue:43404|issue:45127", "issue:45137|issue:45405", "issue:42175|issue:43824", - "issue:45538|issue:46869", - "issue:42915|issue:45538", "issue:28282|issue:29127", + "issue:45538|issue:46869", "issue:44479|issue:46693", - "issue:44062|issue:44991", + "issue:42915|issue:45538", + "issue:45081|issue:47020", "issue:43742|issue:44291", "issue:44936|issue:46821", "issue:43452|issue:43582", "issue:42915|issue:43749", - "issue:24643|issue:29159", "issue:43577|issue:46512", - "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:43540|issue:44479", - "issue:42175|issue:44488", - "issue:34567|issue:36331" + "issue:24643|issue:29159", + "issue:44062|issue:44991" ], - "prepared_review_unit_hash": "67b34d0821c2a553656c901f2677f76d7f7e84d07d8cb2e3ca0e589049b2ddfa", + "prepared_review_unit_hash": "6a27f5373288e19b6c11987727391a2a9cc374b05b1ab13c82bdb30c0cfe3e23", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35978, - "estimated_input_tokens": 8995, - "estimated_eval_tokens": 18246 + "soft_pair_count": 27, + "serialized_chars": 35476, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; most soft pairs are false positives. Only two pairs look like true duplicates: the AddedToken tokenizer-load failure and the Qwen2.5-VL video position-id regression.", - "confidence": 0.62, - "canonical_issue_reason": "No single duplicate theme dominates the set; issue 43749 is the best anchor because it is open, heavily discussed, and has inbound references, making it the strongest triage target.", + "summary": "The cluster is highly heterogeneous: most items are unrelated bug reports about tokenizer loading, model config, dtype, trainer state, or backend/runtime errors. The soft-paired matches are mostly false positives and should not be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No single true canonical duplicate stands out; if one representative must be chosen, issue 46512 is the closest as a generic dtype/config API bug, but it does not subsume the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43749 is the strongest overall issue to anchor the cluster: concrete regression, active discussion, and external references.", + "best_issue_reason": "Issue 46512 is the best loose representative only because it is an active, broadly phrased model-construction dtype issue; however, this cluster is not a genuine duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different problems: lm_head weight tying vs dtype propagation on Blip2." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failure modes; video input validation is not the same as DiffusionGemma pipeline output handling." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Bart generate() decoder_attention_mask scope bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token IDs loss is unrelated to MXFP4 quantization fallback." + }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Different subsystems: missing config attribute for Llama4 vs kernels revision/version requirement in pipelines import." + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels dependency/version requirements." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Different bugs: model loading regression vs CLIPTokenizer max_length constant." + "reason": "Both are tokenizer regressions, but different models and different root causes." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both are loading failures, but one is missing PyTorch and the other is a specific Llama 3.2 Vision regression." + "reason": "PyTorch import missing vs model loading regression are different issues." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Unrelated: Mac bus error on CLIP model vs TrainerState token counter update issue." + "reason": "Model-loading failure for a specific repo is unrelated to CLIPTokenizer max_length behavior." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Torch compatibility problem vs kernels revision-forwarding issue; not the same code path." + "reason": "MacOS CLIP bus error is unrelated to TrainerState token counter updates." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Both touch detection models, but the crashes are different and not the same underlying bug." + "reason": "Different RT-DETR failures: AMP/CUDA loss crash vs feature-level mismatch in forward." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is not the same as kernels package revision constraints." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different regressions: RT-DETR output mismatch vs save_pretrained key serialization." + "reason": "Different model families and unrelated regressions: RTDetr output change vs Qwen3.5 save_pretrained keys." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve weight tying, but one is a model implementation bug and the other is LoRA merge behavior with extended vocab." + "reason": "Both involve tied weights, but they are distinct model-specific bugs with different triggers." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend dependency issue vs a missing model class import." + "reason": "Backend packaging mistake is unrelated to missing Qwen2.5-VL import symbol." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Tokenizer max-length constant is unrelated to YOLO multi-GPU device-map failure." + "reason": "Missing PyTorch import is unrelated to LayoutLMv3 box-content error messaging." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs CLIPTokenizer max_length bug; different components." + "reason": "Tokenizer max_length bug is unrelated to multi-GPU device_map behavior." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "Model import error vs LayoutLMv3 validation/error-message clarity issue." + "reason": "Separate regressions: video-input handling vs FA2 long-context performance." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Different regressions: multimodal video input bug vs FA2 long-context performance regression." + "reason": "Quantization config failure is unrelated to CLIPTokenizer max_length." }, { - "left": "issue:44062", - "right": "issue:44991", - "accept": true, - "reason": "Likely the same tokenizer deserialization bug: AddedToken special-argument handling breaks loading for a specific tokenizer/model." + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer code paths and failure modes; not the same underlying bug." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both are load-time errors, but one is a key error for a model and the other is an init_empty_weights argument mismatch." + "reason": "KeyError while loading a model is unrelated to unexpected _is_hf_initialized argument handling." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer train/evaluate state issue vs TimesFM window_size AttributeError; unrelated." + "reason": "Trainer lifecycle failure is unrelated to TimesFM window_size attribute error." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "GGUF loading bug and Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Different domains: Qwen3Moe FP8 config vs FSDP CPU RAM efficient loading." - }, - { - "left": "issue:24643", - "right": "issue:29159", - "accept": false, - "reason": "DeepSpeed weight-dimension error vs tokenizer slow/fast inconsistency; unrelated." + "reason": "FP8 quantization failure is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both concern dtype propagation, but one is model submodule dtype on load and the other is stale config.dtype from from_config." - }, - { - "left": "issue:44849", - "right": "issue:45701", - "accept": false, - "reason": "Qwen3.5 hidden-states bug vs tokenizer behavior change across versions; not the same bug." - }, - { - "left": "issue:27957", - "right": "issue:28282", - "accept": false, - "reason": "Flash Attention 2 support issue vs missing PyTorch environment dependency." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Model loading regression vs list_repo_files revision forwarding; different APIs." - }, - { - "left": "issue:41720", - "right": "issue:43540", - "accept": false, - "reason": "Auto device-map CUDA assert vs video-input processing error in Qwen3OmniMoe; different failure modes." - }, - { - "left": "issue:43540", - "right": "issue:44560", - "accept": false, - "reason": "Both are video-input bugs, but they affect different models and likely different code paths." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same underlying Qwen2.5-VL video regression: incorrect vision_position_ids in the video path." + "reason": "Related dtype theme, but different bugs: weights staying float32 vs config.dtype being stale." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "TensorFlow backend packaging issue vs loading a specific model; unrelated." + "reason": "DeepSpeed weight-dimension error is unrelated to slow/fast tokenizer inconsistency." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "TrainerState token accounting bug vs CustomTrainer compute_loss signature mismatch." + "reason": "Tokenizer AddedToken keyword conflict is not the same as the est-roberta loading failure." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue 43749 is a reasonable anchor given its open state, discussion, and inbound references, and the soft-edge judgments stay mostly conservative. The two accepted pairs are plausible duplicates from the issue titles, and the rejected pairs are not overstated." - }, - "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 }, @@ -7209,296 +7085,291 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ - "issue:24643", - "issue:29870", + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", "issue:38175", + "issue:41720", + "issue:42175", "issue:43257", - "issue:43452", "issue:43531", "issue:43540", "issue:43577", "issue:43582", - "issue:43697", "issue:43716", "issue:43742", "issue:43756", - "issue:43906", "issue:44062", "issue:44291", + "issue:44479", "issue:44488", + "issue:44560", "issue:44568", "issue:44589", - "issue:44625", "issue:44737", "issue:44792", "issue:44821", - "issue:44877", + "issue:44849", "issue:44898", "issue:44964", + "issue:44987", "issue:45042", "issue:45072", "issue:45081", "issue:45325", + "issue:45381", "issue:45405", "issue:45488", - "issue:45588", "issue:45600", - "issue:45663", "issue:45672", "issue:45674", + "issue:45701", "issue:45823", + "issue:45907", "issue:46399", "issue:46463", - "issue:46468", "issue:46491", - "issue:46693", "issue:46701", - "issue:46821", - "issue:46829", - "issue:46846", - "issue:46899" + "issue:46821" ], "soft_pairs": [ + "issue:44849|issue:45701", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:42175|issue:44488", "issue:38175|issue:44898", + "issue:43540|issue:44479", "issue:44792|issue:44964", "issue:44568|issue:45488", - "issue:44062|issue:45081", - "issue:44291|issue:44821", "issue:43257|issue:43756", + "issue:44291|issue:44821", "issue:43582|issue:46821", + "issue:44062|issue:45081", "issue:45042|issue:45081", - "issue:43742|issue:44589", "issue:43756|issue:46399", + "issue:43742|issue:44589", "issue:43756|issue:45325", "issue:43716|issue:46701", "issue:43577|issue:45072", - "issue:44568|issue:46491", - "issue:44737|issue:46463", "issue:45405|issue:45600", + "issue:44737|issue:46463", "issue:43531|issue:44821", + "issue:44568|issue:46491", "issue:45672|issue:45674", - "issue:45823|issue:46463", - "issue:43906|issue:46693", - "issue:24643|issue:29870", - "issue:43452|issue:44488", - "issue:43906|issue:46468", - "issue:44625|issue:44877", - "issue:43540|issue:46693", - "issue:45663|issue:46846", - "issue:43697|issue:46829", - "issue:44737|issue:45588", - "issue:46463|issue:46899" + "issue:45823|issue:46463" ], - "prepared_review_unit_hash": "0f1e931427547e4bf150ec8b338ff816e756a8f37e6ff6be15b15efc70dc3335", + "prepared_review_unit_hash": "f56ca69e6dc4ccddf4ee809b93931b25e9ec5df08f8a01da2e4b67c970126586", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36848, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated bug reports across tokenizers, multimodal models, quantization, distributed training, and config loading. 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": "If a single issue must anchor the cluster, issue 45488 is the strongest candidate because it is the most detailed and broadly actionable report, but there is no real duplicate center in this set.", + "summary": "The packet is mostly heterogeneous. The Qwen2.5-VL video-input reports (44479/45381) are clearly related, but the available metadata only supports a probable duplicate or narrower follow-up, not a confirmed same-root-cause match; the rest are distinct issues across unrelated subsystems.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the best umbrella tracker for the related Qwen2.5-VL video-input regression reports, but issue:45381 looks more like a narrower follow-up symptom than a proven duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45488 is the best representative only as a high-signal, well-described issue; it should not be treated as a duplicate hub for the other items.", + "best_issue_reason": "issue:44479 is the strongest global issue candidate because it is the broadest and most central report in the only closely related pair, making it the most suitable canonical tracker among this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Both are vision-related regressions, but they involve different models, different symptoms, and different code paths." + "reason": "Different subsystems and failure modes: Qwen3.5 hidden-state output bug vs tokenizer/version-dependent tokenization changes." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Different multimodal models with unrelated failures: a Janus test regression versus Phi-4 model loading." + "reason": "Unrelated: Flash Attention 2 support for XLM-RoBERTa vs a PyTorch import error in AutoModel." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different breakages (special tokens handling vs pre-tokenizer override)." + "reason": "Different model paths and errors: auto device mapping/cuda assert vs video-input processing failure." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Separate tokenizer bugs: AddedToken argument duplication versus a Mistral regex patch crash." + "reason": "Both mention video inputs, but they affect different Qwen model families and likely different code paths/root causes." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "One is about init_empty_weights unexpected args; the other is AutoImageProcessor URL loading. No shared bug." + "reason": "Distinct problems: repo loading failure vs list_repo_files not forwarding revision in CI." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Different Qwen/Smollm model issues with unrelated root causes (MoE weight conversion vs RoPE layer dropping)." + "reason": "Related Qwen2.5-VL video-input regressions, but the metadata does not establish the same underlying root cause strongly enough to merge as duplicates." }, { - "left": "issue:43582", - "right": "issue:46821", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Completely different runtime failures in unrelated components: Apple Silicon allocator warmup versus TimesFM window_size handling." + "reason": "Both are Trainer-related, but one is num_input_tokens_seen not updating and the other is an unexpected compute_loss argument; not the same bug." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Image processor torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." + "reason": "Install/backend packaging issue vs a model-loading failure; no shared concrete code path." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Different load-time errors with different mechanisms: config/key loading versus Float8 storage lookup." + "reason": "Both are vision-model bugs, but they concern different architectures and different failure modes." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Both touch Qwen/attention internals, but one is a RoPE configuration bug and the other is a kernel registration crash." + "reason": "Same general area, but different Qwen model families and different video-input failures; not enough evidence for the same concrete bug." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different Qwen model families and different rotary-position bugs; not the same underlying issue." + "reason": "Different multimodal model failures with no clear shared implementation bug." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Unrelated multimodal bugs: image preprocessor dtype mismatch versus a pipeline/output wiring issue." + "reason": "Tokenizer regressions in v5, but on different tokenizers and different mechanisms; too broad to merge." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Both mention dtype mismatches, but they occur in different models and different execution paths." + "reason": "Different bugs: MOE weight conversion with accelerate/deepspeed vs RoPE layer-dropping in Smollm3." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Two distinct tokenizer regressions affecting different model families and different round-trip behaviors." + "reason": "Unrelated: init_empty_weights/_is_hf_initialized constructor issue vs AutoImageProcessor URL loading." }, { - "left": "issue:44737", - "right": "issue:46463", - "accept": false, - "reason": "XLNet CPU placement bug is unrelated to T5 decoder input validation messaging." - }, - { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43582", + "right": "issue:46821", "accept": false, - "reason": "A dependency version bump problem is not the same as broken auto_mappings references to removed configs." + "reason": "Completely different failures on different models and code paths." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to loading AutoImageProcessor from a URL." + "reason": "Both tokenizer-internal errors, but one is AddedToken special handling and the other is Mistral regex patching; not the same bug." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Both involve 4-bit inference, but the root causes differ: unsafe dtype cast in Gemma4 audio/vision modules versus BitsAndBytes skip-module exclusion logic." + "reason": "Image-processor torchvision dependency regression vs Mistral tokenizer regex crash; unrelated." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Gemma4 device placement during forward is unrelated to the T5 decoder-input error message bug." + "reason": "Both touch rotary-position machinery, but one is missing RoPE layers and the other is a decorator/registration crash; different fixes." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "The titles indicate different problems: an isolated repro of an older issue versus a new FA2 long-context performance regression." + "reason": "Different load-time errors: config/key lookup issue vs Float8 storage TypeError." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "DeepSpeed training weight-shape failure and BART generate decoder_attention_mask bug are distinct issues." + "reason": "Both are Qwen-related, but one is a RoPE-layer issue and the other is a still-image temporal-position scaling bug." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "A gguf_file-related from_pretrained breakage is not the same as a specific model failing to load." + "reason": "Different multimodal models and different bugs: dtype mismatch in preprocessing vs pipeline generation failure." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "An isolated repro of a prior issue and a broken Nemotron example are different failures with no clear shared code path." + "reason": "Both are dtype-related, but one is BLIP2 dtype persistence and the other is CI inference mismatches for different wrappers." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Qwen3.5 label propagation and granite_speech strict-config loading are unrelated config bugs." + "reason": "Versioning/config issue for MIN_PEFT_VERSION vs CI breakage from removed Sam3LiteText config references." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." + "reason": "XLNet CPU tensor creation bug vs T5 decoder-input validation error; unrelated." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Different distributed-training failures in different models: Gemma4 FSDP2 KeyError versus Qwen3.5 TP plan omissions." + "reason": "Different areas entirely: Qwen3-MoE sliding_window vs AutoImageProcessor URL loading." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Different model outputs/outputs structure bugs in different vision models, not the same defect." + "reason": "Both are tokenizer regressions, but they concern different tokenizer implementations and different observable behaviors." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "XLNet CPU allocation bug and flash_attention s_aux=None crash are unrelated." + "reason": "Both are 4-bit inference issues, but one is a uint8/torch.finfo problem in Gemma4 audio modules and the other is BitsAndBytesConfig skip-module handling." }, { - "left": "issue:46463", - "right": "issue:46899", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "T5 decoder validation messaging has nothing to do with Gemma4 multimodal 4-bit quantization dtype casting." + "reason": "Device-mapping Gemma4 forward bug vs T5 decoder validation message issue; no shared underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Mostly conservative, but the accepted 44479/45381 edge is a bit too strong for the packet: the metadata only shows overlapping Qwen2.5-VL video-input regressions, not enough to assert the same underlying root cause (e.g. position-id/rope indexing). Please phrase that pair as a likely duplicate or narrower follow-up rather than a confirmed same-bug match. The rest of the soft-edge rejections look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7514,271 +7385,282 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ + "issue:24643", "issue:28282", + "issue:29870", "issue:32090", "issue:38175", "issue:41762", "issue:43295", "issue:43452", - "issue:43525", "issue:43526", - "issue:43531", + "issue:43540", "issue:43643", "issue:43653", "issue:43688", "issue:43697", "issue:43720", - "issue:43742", "issue:43749", "issue:43761", - "issue:43819", - "issue:43994", + "issue:43906", "issue:44361", "issue:44442", "issue:44466", + "issue:44488", "issue:44493", - "issue:44811", + "issue:44625", + "issue:44737", "issue:44843", - "issue:44857", + "issue:44877", "issue:44898", "issue:44913", "issue:44936", "issue:45005", "issue:45200", "issue:45216", - "issue:45356", "issue:45357", - "issue:45372", "issue:45375", "issue:45479", + "issue:45588", + "issue:45663", "issue:45920", "issue:46050", "issue:46121", - "issue:46170", "issue:46463", - "issue:46701", + "issue:46468", + "issue:46693", "issue:46829", - "issue:46832", - "issue:46932", - "issue:47000" + "issue:46846", + "issue:46899" ], "soft_pairs": [ - "issue:45357|issue:45920", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:46463|issue:46899", "issue:28282|issue:32090", + "issue:45357|issue:45920", "issue:44913|issue:46121", "issue:43526|issue:45479", "issue:43697|issue:45216", "issue:43720|issue:44898", "issue:44466|issue:45005", - "issue:43643|issue:45375", "issue:45200|issue:46463", + "issue:43643|issue:45375", "issue:44493|issue:46050", "issue:41762|issue:44936", - "issue:43452|issue:44843", "issue:43761|issue:46829", "issue:43688|issue:43749", "issue:44361|issue:44442", "issue:38175|issue:43295", "issue:43653|issue:44361", - "issue:43819|issue:44811", - "issue:43994|issue:44898", - "issue:45372|issue:46170", - "issue:44857|issue:47000", - "issue:46832|issue:46932", - "issue:43525|issue:46701", - "issue:43531|issue:43742", - "issue:43295|issue:45356" + "issue:43452|issue:44843" ], - "prepared_review_unit_hash": "d27eac30ff96a244a85f0cbd37db6fcf44b24a3e191c7dbaf3cd8f88fe57a71e", + "prepared_review_unit_hash": "4232581a9302abde4be7fba669177c561368305355765c04dd87ae0e6be7ffff", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 35141, - "estimated_input_tokens": 8786, - "estimated_eval_tokens": 17828 + "soft_pair_count": 27, + "serialized_chars": 35801, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with one likely duplicate pair around tied-weights serialization in v5. Most other pairs are different model/component failures and should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45005 is the broadest and clearest representative of the tied-weights v5 regression, and it plausibly subsumes the narrower lm_head.weight serialization report in issue:44466.", + "summary": "This cluster is heterogeneous: it mixes unrelated regressions across tokenizers, config loading, generation, quantization, distributed training, and model-specific forward paths. None of the soft-edge candidates look like the same underlying bug/change, so they should stay separate. If one issue must represent the set, the broadest concrete regression is the AutoTokenizer token-ID bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45920 is the broadest concrete regression here, affecting multiple models with a clear tokenizer-loading failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 best captures the underlying bug class and is the most suitable anchor for deduping the tied-weights serialization reports.", + "best_issue_reason": "issue:45920 is the strongest standalone issue: it is specific, regression-like, and impacts several model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Different bugs: one is a reproduction of issue 38071, the other is an FA2 long-context performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated failures: DeepSpeed training weight shape error vs BART generate decoder mask unbound local variable." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Both are reproduction-style reports, but they target different examples and different failure modes." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is num_labels propagation and the other is strict loading of granite_speech config." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Different areas and symptoms: video input validation vs FA2 generation performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading, but one is gguf_file support and the other is a specific model load failure." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different model-parallel bugs: Gemma4 shared_kv_states KeyError vs Qwen3.5 TP plan omissions." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and outputs: RTDetrV2 output divergence vs VideoPrism hidden_states misassignment." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor placement bug is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:46463", + "right": "issue:46899", "accept": false, - "reason": "Different regressions: Qwen3.5 visual encoder key serialization vs broad tokenizer token-id corruption across many models." + "reason": "T5 decoder-input validation messaging and Gemma4 quantized multimodal casting are unrelated." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Unrelated failures: missing PyTorch import for AutoModel vs Trainer GPU broadcast TypeError." + "reason": "Missing PyTorch import and _gpu_broadcast_one NoneType support are different failure classes." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are regressions, but one is save_pretrained visual-key serialization and the other is wrong token IDs in AutoTokenizer." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both rope-related, but one is config reload defaulting and the other is a JSON-list type error in validation; not the same bug." + "reason": "Different config bugs: GPTNeoX reload defaulting vs rope-validation TypeError on JSON-loaded lists." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different model families and failure modes: BeitImageProcessorFast label reduction vs degenerate classification loss." + "reason": "BEiT label reduction bug and single-label zero-loss bug affect different code paths." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different concrete bugs: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Different bugs: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained regression." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different subsystems and symptoms: BitNet packed-weight loading vs Perceiver positional interpolation failure." + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated model-specific bugs." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both describe the same tied-weights serialization/save_pretrained regression in v5; 44466 looks like a narrower instance of the broader 45005 issue." - }, - { - "left": "issue:43643", - "right": "issue:45375", "accept": false, - "reason": "Different config-field loss bugs: missing fields from trust_remote_code AutoConfig vs missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig." + "reason": "Both mention tied weights, but the concrete failures differ: serialization inconsistency vs translation-model tied-weight issues." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Different bugs: Gemma 4 mm_token_type_ids defaulting issue vs T5 decoder input validation error messaging." + "reason": "Gemma4 mm_token_type_ids defaulting and T5 decoder-input validation are separate model-family bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field problems, but one is trust_remote_code loading and the other is strict-dropping a Qwen3_5MoeVision field." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Different serialization problems: unexpected position-id keys vs sinq quantization save/load breakage." + "reason": "Different persistence bugs: unexpected position-id key vs quantized model save/load breakage." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different failures: Gemma3 ZeRO-3 loading index error vs trainer.evaluate after trainer.train." - }, - { - "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "Different causes: gguf_file handling in AutoTokenizer/AutoModelForCausalLM vs offline-model_info call in _patch_mistral_regex." + "reason": "DeepSpeed ZeRO-3 load failure and trainer.evaluate-after-train are different stack traces and triggers." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Different output bugs in different models: CLIPVisionModel hidden_states regression vs VideoPrism hidden_state field mix-up." + "reason": "Both touch hidden_states, but they are different model families and different incorrect behaviors." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Different training/loading issues: auxiliary-loss normalization vs FSDP CPU RAM efficient loading breakage." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated bugs." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both tokenizer-related, but different tokenizers and failure types; not the same underlying bug." + "reason": "Different tokenizer bugs: MLuke task handling vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different regressions: siglip2 zero probabilities vs processor.tokenizer/image-to-tokenizer regression." + "reason": "Siglip2 zero-probabilities and processor.tokenizer regression are different model/API issues." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer bugs: BigBird special-token registration vs MLukeTokenizer attribute error on tasks." - }, - { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "Different code paths: DAC latent conversion mismatch vs Whisper batch_decode skip_special_tokens handling." - }, - { - "left": "issue:43994", - "right": "issue:44898", - "accept": false, - "reason": "Different model inference issues: siglip2 AutoModel/pipeline nonsense outputs vs Perceiver interpolation failure." - }, - { - "left": "issue:45372", - "right": "issue:46170", - "accept": false, - "reason": "Unrelated import/dependency problems: mistral_common ReasoningEffort import vs Windows ROCm torch.distributed dependency." - }, - { - "left": "issue:44857", - "right": "issue:47000", - "accept": false, - "reason": "Different RT-DETR losses with different failure modes: AMP/CUDA crash vs infeasible cost matrix." - }, - { - "left": "issue:46832", - "right": "issue:46932", - "accept": false, - "reason": "Different models and bugs: RT-DETR backbone feature-level mismatch vs Gemma4 quantized embedder dtype casting." - }, - { - "left": "issue:43525", - "right": "issue:46701", - "accept": false, - "reason": "Unrelated issues: Llama4Config missing pad_token_id vs DiffusionGemma pipeline failure." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Different model-specific errors: Qwen3-MoE sliding window behavior vs MobileLLM key error on load." + "reason": "BigBird special-token registration and MLuke task AttributeError are unrelated tokenizer defects." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Different regressions in different layers: processor/tokenizer image handling vs Kimi-K2.5 tokenizer codec/regex warning issues." + "reason": "Both involve loading/tokenizer paths, but gguf_file support and offline mistral regex patching are distinct bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative overall. The only accepted pair, issue:44466 \u2194 issue:45005, is plausibly the same tied-weights/save_pretrained regression at different specificity levels. The remaining soft-edge rejections are supported by clear title-level differences and do not overclaim duplicate status." - }, - "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 }, @@ -7793,290 +7675,262 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:29159", - "issue:32090", "issue:33357", "issue:33666", "issue:36010", - "issue:41720", "issue:42898", + "issue:43295", "issue:43452", - "issue:43504", - "issue:43550", + "issue:43525", + "issue:43531", "issue:43577", "issue:43646", "issue:43653", "issue:43688", - "issue:43720", + "issue:43742", "issue:43749", "issue:43756", "issue:43761", - "issue:43782", + "issue:43819", "issue:43927", - "issue:44361", + "issue:43994", "issue:44464", - "issue:44466", "issue:44479", - "issue:44484", "issue:44568", "issue:44625", - "issue:44704", - "issue:44734", "issue:44743", + "issue:44811", "issue:44821", "issue:44843", - "issue:44977", - "issue:44991", - "issue:45440", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45356", + "issue:45372", "issue:45491", "issue:45542", "issue:45701", "issue:45704", "issue:46002", - "issue:46050", + "issue:46170", "issue:46178", "issue:46402", "issue:46491", - "issue:46612", - "issue:46693", + "issue:46701", "issue:46821", + "issue:46832", + "issue:46932", + "issue:47000", "issue:47013" ], "soft_pairs": [ - "issue:29159|issue:33357", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:46832|issue:46932", + "issue:43525|issue:46701", + "issue:43531|issue:43742", + "issue:43295|issue:45356", "issue:45542|issue:46178", + "issue:29159|issue:33357", "issue:43653|issue:44568", "issue:43646|issue:43749", "issue:43688|issue:45704", "issue:43452|issue:43577", "issue:43688|issue:45701", - "issue:44843|issue:44991", "issue:43761|issue:47013", - "issue:42898|issue:46491", "issue:43756|issue:46402", + "issue:42898|issue:46491", "issue:44464|issue:44743", + "issue:44843|issue:44991", "issue:43653|issue:43927", "issue:44479|issue:44625", "issue:45491|issue:46002", - "issue:44484|issue:44704", - "issue:44821|issue:46821", "issue:33666|issue:36010", - "issue:43550|issue:44361", - "issue:44466|issue:46050", - "issue:32090|issue:33666", - "issue:43688|issue:45440", - "issue:44977|issue:46693", - "issue:44464|issue:44977", - "issue:44734|issue:46612", - "issue:41720|issue:44464", - "issue:43504|issue:43550", - "issue:43504|issue:43720", - "issue:43782|issue:46693" + "issue:44821|issue:46821" ], - "prepared_review_unit_hash": "7ca687a5ddab8b50da23aed8d9dd494bbb1848f1df6be0c5adcd22811dd8abfd", + "prepared_review_unit_hash": "f4454435cf1fe2fa6fff7ec7716119130d158a191567076c876a08fc84c139fa", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36521, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "soft_pair_count": 25, + "serialized_chars": 35382, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is only loosely related by broad Transformer/tokenization/generation regression themes. The soft pairs mostly point to different code paths or different models/backends, so none should be merged as duplicates. The best representative issue is the slow-vs-fast tokenizer inconsistency report.", - "confidence": 0.64, - "canonical_issue_reason": "issue:29159 is the clearest, most central tokenizer-regression report here: it describes a concrete inconsistency between slow and fast tokenizer behavior, which is the broadest shared theme among the tokenizer-related items.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across tokenization, model loading, backend dependency handling, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out: the set spans many different models and code paths, so there is no clear duplicate center to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the best single issue to anchor this cluster because it is concrete, widely applicable across tokenizer implementations, and closer to a canonical duplicate target than the more model-specific or version-specific reports.", + "best_issue_reason": "No issue is a strong global representative because the cluster is heterogeneous rather than a tight duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29159", - "right": "issue:33357", - "accept": false, - "reason": "Tokenizer behavior inconsistency vs MacOS bus error loading a community CLIP model; unrelated failures." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Both mention backend/import problems, but one is TensorBoard-without-TensorFlow and the other is tensorflow_text backend mapping; different bugs." - }, - { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Both are tokenizer special-token regressions, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are different concrete issues." + "reason": "Different features and failures: DAC latent reconstruction vs Whisper batch_decode special-token handling." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Custom model initialization regression vs FSDP CPU RAM efficient loading breakage; same broad area, not the same bug." + "reason": "Both are vision-model complaints, but they involve different models and different bugs (nonsensical outputs vs non-default-resolution failure)." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Auxiliary-loss normalization bug vs T5/apex RMSNorm memory leak; unrelated." + "reason": "Unrelated: Gemma processor import error vs Windows/ROCm torch.distributed dependency breakage." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "gguf_file loading failure vs Blip2 dtype propagation issue; different model-loading paths and symptoms." + "reason": "Both hit detection losses, but the concrete failure modes differ: AMP fp16 crash vs infeasible cost-matrix error." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Auxiliary-loss normalization vs generic tokenization changes across versions; not the same underlying problem." + "reason": "Different subsystems: RT-DETR forward shape/type error vs Gemma4 quantized embedder dtype casting." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Offline model_info call in AutoTokenizer patch vs tokenizer loading failure for a specific repo; different root causes." + "reason": "Different models and code paths; one is a config attribute error, the other is a diffusion pipeline failure." }, { - "left": "issue:43761", - "right": "issue:47013", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "CLIP hidden_states regression vs xLSTM return-last-states unpacking crash; both are output-shape issues but on different models/code paths." + "reason": "Qwen3-MoE sliding-window bug and MobileLLM load-time KeyError are unrelated." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "cleanup-tokenization-space behavior change vs CodeLlama leading-space strip regression; both tokenization-related but not the same bug." + "reason": "Both are regressions around processors/tokenizers, but they affect different models and distinct behavior." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs Sam3 text encoder weights not loading; unrelated model-specific loading/config issues." + "reason": "Both involve backend/optional dependency handling, but the backend names and failure paths are different." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Chunked generation with compiled forward vs recurrent state reset when seq_len>1; both generation-related, but different failure modes and code paths." + "reason": "Tokenizer inconsistency vs MacOS bus error on CLIP; no shared underlying bug." }, { "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "BigBird special-token registration bug vs DiaConfig losing custom token IDs after save/load; both config/token metadata issues, not the same defect." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different model components." - }, - { - "left": "issue:45491", - "right": "issue:46002", + "right": "issue:44568", "accept": false, - "reason": "Gemma3 mixed-length NaN embeddings vs NaNs in classification heads after checkout/init; both NaN reports but unrelated contexts." + "reason": "Both concern special tokens, but they are different tokenizers with different concrete failures." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Question about save_pretrained shard size vs AutoProcessor kwargs forwarding bug; not duplicates." + "reason": "Custom model initialization regression and FSDP RAM-efficient loading are unrelated." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "AutoImageProcessor URL loading issue vs TimesFM window_size AttributeError; unrelated." + "reason": "Auxiliary-loss normalization and apex RMSNorm memory leak are separate bugs." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Qwen2-VL multi-GPU training issue vs GenerationMixin import error; unrelated." + "reason": "Different loading issues: gguf AutoTokenizer/AutoModel path breakage vs Blip2 dtype propagation." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs MLukeTokenizer AttributeError; different subsystems." + "reason": "Auxiliary-loss normalization and tokenization changes are unrelated." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "Inconsistent lm_head serialization by device vs quantized-model save/load breakage; same general persistence area but different bugs." + "reason": "Different model forward bugs: CLIPVision hidden_states regression vs xLSTM tuple-unpacking crash." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Trainer broadcast TypeError vs Qwen2-VL multi-GPU training; both training-related, not the same issue." + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weights not loading are unrelated." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Auxiliary-loss normalization vs DeepSeekV3MoE divergence from remote implementation; different model logic." + "reason": "Both involve tokenization output, but one is a global clean_up_tokenization_spaces change and the other is a CodeLlama leading-space regression." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Qwen3.5 flash-attention generation correctness regression vs FA2 long-context performance regression; related area, different problems." + "reason": "Chunked compiled generation inconsistency and Qwen recurrent-state reset are different bugs." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs flash-attention generation failure; not the same code-path issue." + "reason": "Both are tokenizer load failures, but one is an offline model_info call and the other is a separate tokenizer-loading regression." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "KV-cache continuation indexing crash in serve vs beam-search cache reorder skipped for certain models; both cache-related but distinct bugs." + "reason": "Different token-ID problems: missing special-token registration vs lost custom IDs after save/load." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Auto device mapping CUDA assert vs chunked generation/compiled forward inconsistency; unrelated." + "reason": "Same family but not same bug: video-input regression vs num_labels propagation issue." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Legacy field prevents Beit semantic-segmentation load vs Bamba torch.compile SDPA failure; unrelated." + "reason": "Both mention NaNs, but the model, trigger, and failure mechanism differ." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Legacy-field load failure vs BitNet packed-weight unpacking failure; different model-loading defects." + "reason": "Multi-GPU training discussion and GenerationMixin import error are unrelated." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Qwen3VL weight_only loading error vs FA2 long-context performance regression; different failure modes." + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." } ] }, @@ -8098,296 +7952,311 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:28218", + "issue:32090", "issue:33357", "issue:33666", "issue:36331", "issue:39692", - "issue:42796", + "issue:41720", "issue:43262", "issue:43278", "issue:43295", - "issue:43452", "issue:43493", "issue:43504", "issue:43525", + "issue:43550", "issue:43572", "issue:43577", "issue:43606", "issue:43611", "issue:43643", - "issue:43646", "issue:43688", "issue:43720", + "issue:43782", "issue:43825", - "issue:43844", "issue:43927", - "issue:43994", "issue:44361", - "issue:44451", + "issue:44464", "issue:44466", + "issue:44484", "issue:44514", "issue:44554", "issue:44561", - "issue:44568", "issue:44610", "issue:44625", + "issue:44704", + "issue:44734", "issue:44964", "issue:44977", "issue:45290", "issue:45405", + "issue:45440", "issue:45584", "issue:45823", "issue:46050", - "issue:46192", "issue:46209", "issue:46365", - "issue:46489", - "issue:46710", + "issue:46612", + "issue:46693", "issue:46846" ], "soft_pairs": [ + "issue:43550|issue:44361", + "issue:44484|issue:44704", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:43688|issue:45440", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:44734|issue:46612", + "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43782|issue:46693", "issue:43577|issue:44554", "issue:43611|issue:46846", "issue:43278|issue:43688", - "issue:33666|issue:36331", "issue:43262|issue:43295", + "issue:33666|issue:36331", "issue:43720|issue:43927", "issue:43606|issue:43927", "issue:43504|issue:44610", - "issue:43643|issue:44561", - "issue:39692|issue:43493", "issue:44514|issue:45290", + "issue:39692|issue:43493", + "issue:43643|issue:44561", "issue:44964|issue:45405", "issue:43720|issue:44361", "issue:43493|issue:43825", "issue:44554|issue:46365", - "issue:43525|issue:43572", - "issue:44977|issue:46209", "issue:44625|issue:45584", - "issue:43452|issue:44451", + "issue:44977|issue:46209", + "issue:43525|issue:43572", "issue:45823|issue:46050", - "issue:28218|issue:33357", - "issue:43994|issue:46192", - "issue:42796|issue:44977", - "issue:39692|issue:43295", - "issue:43493|issue:43844", - "issue:43278|issue:43844", - "issue:43646|issue:44466", - "issue:44568|issue:46489", - "issue:46209|issue:46710", - "issue:33357|issue:33666" + "issue:28218|issue:33357" ], - "prepared_review_unit_hash": "cd5030d7f39e558e999f63331cc1f985bd45f0b417141ef420c4ee99d55f47b4", + "prepared_review_unit_hash": "3b6f58d4e98090e9972a3a4ea9d9ac0503664477916b8b2902abb6e85422335a", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36349, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37423, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous and the proposed soft links are mostly title-level similarity, not the same concrete bug or change. I found no strong duplicate cluster and would not merge any of the soft pairs.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "This cluster is a broad semantic pile of unrelated issue reports, not a duplicate set. The soft pairs mostly share generic wording like model/API errors or save/load regressions, but they point to different models, code paths, and failure modes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the items cover unrelated bugs/features across tokenization, training, generation, loading, quantization, and docs, so they are not the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a good global canonical representative for this cluster because the reports are too heterogeneous to merge as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Different problems: one is dtype staying fp32 in BLIP2 loading; the other is an MPS attention correctness issue with mismatched head dims." + "reason": "Different failures: Bamba torch.compile/SDPA vs MLukeTokenizer task AttributeError." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Both mention model loading, but one is a base_model_prefix regression and the other is a tensor-parallel planning/OOM issue in Qwen3.5." + "reason": "Unrelated topics: save_pretrained shard size question vs AutoProcessor cached_file kwargs passthrough." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Both involve numerical behavior, but one is eval/training dtype drift and the other is auxiliary-loss normalization in mixture-of-experts models." + "reason": "Both concern serialization, but one is device-dependent lm_head.weight saving and the other is sinq quantization round-trip failure." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Completely different areas: Qwen2-VL multi-GPU training vs a CustomTrainer compute_loss signature regression." + "reason": "Different bugs: Trainer _gpu_broadcast_one NoneType error vs Qwen2-VL multi-GPU training issue." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image-handling regression are separate processor bugs." + "reason": "Different model/math problems: auxiliary loss normalization vs DeepSeekV3 implementation divergence." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "Different failure modes: unpacked packed weights during accelerate loading vs DiaConfig losing custom token IDs after save/load." + "reason": "Same family only broadly; one is Qwen3.5 flash-attention generation correctness, the other is FA2 long-context performance regression." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Unrelated code paths: CPU offload device mismatch in Bark vs config serialization/token-ID loss in Dia." + "reason": "Different code paths: compiled chunked generation inconsistency vs Qwen3.5 flash-attention generation failure." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Different models and bugs: Beit legacy-field loading vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Both involve generation cache handling, but one is serve KV continuation indexing and the other is beam-search cache reorder skipping across several models." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is a missing utility function breaking remote-code models." + "reason": "Different failures: Qwen3 auto device map cuda assert vs compiled-forward chunked generation inconsistency." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Both concern SigLIP2, but one is a documentation/example issue and the other is an implementation mismatch with the original JAX model." + "reason": "Different models and bugs: legacy config field when loading Beit vs Bamba compile/SDPA failure." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Both are chat-template related, but one crashes on batched padding=False input and the other on assistant tool-call messages with no content." + "reason": "Different loading issues: Beit legacy field preset load vs BitNet packed-weights unpacking during accelerate loading." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Model loading failure vs dependency-version bump; the latter is about an unreleased PEFT minimum version, not the Phi-4 multimodal bug." + "reason": "Unrelated: Qwen3VL weight_only=True load error vs FA2 long-context performance regression." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Different tokenizer/model areas: BitNet accelerate loading of packed weights vs MLukeTokenizer AttributeError on tasks." + "reason": "Different bugs: Blip2 dtype staying FP32 vs MPS attention correctness when value head dim differs." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline error-message wording are unrelated issues." + "reason": "Both touch v5/model loading, but one is base_model_prefix loading breakage and the other is missing Qwen3.5 TP-plan entries." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Attention correctness on MPS is unrelated to an import-time Trainer/datasets dependency problem." + "reason": "Different problems: dtype drift in eval vs auxiliary loss normalization." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Both mention missing token-related fields, but Llama4 pad_token_id and StableLm pad_token_idx are different configs and regressions." + "reason": "Both involve processors, but one is audio sampling-rate defaulting and the other is a v4.57.5 regression in processor.tokenizer/image handling." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8 inference failure on B200 hardware." + "reason": "Different training issues: Qwen2-VL multi-GPU setup vs CustomTrainer.compute_loss signature mismatch." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Different models and symptoms: Qwen3.5 num_labels propagation vs Whisper empty-transcription failure after token alignment." + "reason": "Different save/load bugs: BitNet packed weights vs DiaConfig losing custom token IDs." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "gguf_file loading regression is not the same as inability to load a specific pretrained model." + "reason": "Different failures: CPU offload device mismatch in bark-small vs DiaConfig save/load field loss." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Device mismatch during forward with device_map=auto is different from quantized-model save/load corruption." + "reason": "Different model-loading preset bug vs OmDet processor producing wrong image resolution." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Tokenizer extra-space behavior and a Mac bus error on CLIP are unrelated; similarity is only that both affect tokenization/model usage." + "reason": "Both are chat-template related, but one is batched padding=False crash and the other is assistant tool-call content handling." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and return_tensors being ignored when text_kwargs is passed are separate API bugs." + "reason": "Same model family only; one is broken docs example and the other is an HF-vs-JAX implementation discrepancy." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Ministral BPE-marker handling and Qwen3.5 flash-attention generation are different tokenizer vs inference-path issues." + "reason": "Both mention trust_remote_code, but the causes differ: missing fields in AutoConfig vs removed is_torch_fx_available breaking remote models." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Documentation example errors for SigLIP2 and a regression in processor.tokenizer/image handling are not the same bug." + "reason": "Unrelated: Phi-4 multimodal load failure vs PEFT minimum version bump to an unreleased release." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Completely different bugs: BitNet weight loading vs MLukeTokenizer AttributeError." }, { "left": "issue:43493", - "right": "issue:43844", + "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch and gradient blow-up under DeepSpeed ZeRO-3 are unrelated training dynamics bugs." + "reason": "Different issues: SigLIP2 implementation mismatch vs pipeline error message about translation tasks." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "A dtype mismatch in evaluation is not the same as abnormal gradient growth during ZeRO-3 training." + "reason": "Unrelated: MPS attention correctness vs Trainer import failing because of datasets." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Custom model initialization breakage in v5 and tied lm_head serialization depending on device are different regressions." + "reason": "Different bugs: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation failure." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Both concern tokenizer behavior, but one is missing BOS/EOS addition and the other is DeepSeek-Coder BPE output corruption after a prior fix." + "reason": "Different model/hardware problems: Qwen3.5 flash-attention output issue vs FP8 inference failure on B200." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Hardware-specific FP8 inference failure is not the same as an accuracy regression on DeepSeek-R1 after upgrade." + "reason": "Similar theme but not the same bug: Llama4 missing pad_token_id vs StableLm missing pad_token_idx after v5 update." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: Gemma4 PLE device mismatch with device_map=auto vs sinq quantized model save/load breakage." + }, + { + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "A macOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated issues." + "reason": "Completely unrelated: tokenizer extra-space behavior vs MacOS bus error with a community CLIP model." } ] }, @@ -8409,28 +8278,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", "issue:43257", "issue:43278", + "issue:43295", "issue:43299", "issue:43334", + "issue:43452", + "issue:43493", "issue:43504", "issue:43572", "issue:43575", "issue:43606", - "issue:43653", + "issue:43646", "issue:43701", "issue:43824", "issue:43844", - "issue:43873", "issue:43927", - "issue:43937", "issue:43994", - "issue:44112", "issue:44291", "issue:44361", - "issue:44464", + "issue:44451", + "issue:44466", "issue:44488", "issue:44493", "issue:44568", @@ -8438,259 +8312,256 @@ "issue:44792", "issue:44843", "issue:44849", - "issue:44964", - "issue:45072", - "issue:45229", + "issue:44977", "issue:45245", "issue:45357", "issue:45405", "issue:45520", "issue:45759", "issue:45812", - "issue:45823", - "issue:46050", + "issue:46192", "issue:46209", "issue:46285", "issue:46399", - "issue:46424", - "issue:46701", + "issue:46489", "issue:46710", "issue:46821", "issue:46832", "issue:46846" ], "soft_pairs": [ - "issue:44488|issue:44843", + "issue:43452|issue:44451", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:33357|issue:33666", "issue:44849|issue:46209", "issue:43278|issue:43701", "issue:44568|issue:45812", "issue:44792|issue:45405", "issue:43927|issue:44361", "issue:43575|issue:45405", - "issue:43824|issue:44589", + "issue:44488|issue:44843", "issue:44849|issue:45357", + "issue:43824|issue:44589", "issue:46821|issue:46832", - "issue:43504|issue:43606", "issue:43257|issue:43299", + "issue:43504|issue:43606", "issue:45245|issue:46710", - "issue:43334|issue:45759", "issue:44493|issue:46285", - "issue:43334|issue:43572", + "issue:43334|issue:45759", "issue:44589|issue:45520", - "issue:43572|issue:44291", + "issue:43334|issue:43572", "issue:46399|issue:46846", - "issue:43606|issue:44112", - "issue:45072|issue:46832", - "issue:43504|issue:43653", - "issue:44464|issue:46424", - "issue:43937|issue:46701", - "issue:43873|issue:46050", - "issue:43844|issue:44964", - "issue:43994|issue:44493", - "issue:45229|issue:45823" + "issue:43572|issue:44291" ], - "prepared_review_unit_hash": "50ca0adb3d94b05cbfbb1a77d60381aab80fcd7a0167d5280eb3b4c7bcf3c571", + "prepared_review_unit_hash": "47fc186a4578f8c69d533206ca5a55d97349607ea74f79139b05e2f327e50df8", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35616, - "estimated_input_tokens": 8904, - "estimated_eval_tokens": 18064 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most items are distinct model-loading, tokenizer, device/offload, quantization, or CI regressions across different model families. None of the proposed soft edges look like the same underlying bug/change, so they should all be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No safe canonical issue: these issues span unrelated regressions (Qwen/VL loading, tokenizer special-token handling, offload/device mismatches, quantization persistence, config errors, CI failures), so a single issue would be misleading as a duplicate target.", + "summary": "This set is mostly a heterogeneous mix of unrelated model-loading, tokenizer, config, and training regressions. The soft pairs share broad themes but not the same concrete underlying bug, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated model families and failure modes, so choosing one as the cluster anchor would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44843 is the broadest single user-facing regression in the set, but it only covers the AutoTokenizer/_patch_mistral_regex offline-path bug and does not subsume the rest.", + "best_issue_reason": "issue:45812 is the strongest standalone report: a broad, silent AutoTokenizer regression affecting all Granite models with a clear user-facing impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Both are model-loading related, but one is a specific cjvt/sleng-bert load failure and the other is an HF_HUB_OFFLINE/model_info regression; different code paths." + "reason": "Both are load failures, but 43452 is a gguf_file API break while 44451 is a model-specific ScandiBERT loading issue." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Qwen3.5 hidden-state output bug vs FP8 inference on B200 are unrelated features and failure modes." + "reason": "SigLIP2 wrong outputs and ignored return_tensors are different input-processing bugs." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "BF16-to-FP32 eval dtype change is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated bugs." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Both concern tokenizer behavior, but one is mDeBERTa special-token insertion and the other is a Granite model token-id regression; not the same bug." + "reason": "Doc/example errors plus quantization failure do not match the processor/tokenizer regression in 43295." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "A janus image-generation test failure is unrelated to a PEFT version bump." + "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient growth are distinct code-path problems." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "DiaConfig custom token IDs after save/load and MLukeTokenizer task AttributeError involve different models and different failure paths." + "reason": "BF16-to-FP32 dtype drift in eval is not the same as the DeepSpeed gradient instability report." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Qwen2 TP OOM has nothing to do with the MIN_PEFT_VERSION release issue." + "reason": "Custom model initialization breakage and tied-weight serialization inconsistency are different failures." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Missing Qwen2_5_VL import and Float8 storage lookup failure are unrelated import/runtime errors." + "reason": "FP8 inference on B200 and post-upgrade accuracy regression are not the same bug." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and Qwen3.5 visual-encoder save_pretrained keys are different bugs in different subsystems." + "reason": "Different tokenizer regressions for different model families; no shared concrete root cause shown." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are unrelated model-specific issues." + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "BEiT legacy-field loading and bark-small CPU offload device mismatch do not share the same underlying code path." + "reason": "Qwen3.5 hidden-states bug and FP8 inference crash are unrelated issues." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is Qwen3VL loading in dev; too different to merge." + "reason": "Eval dtype change and resume_from_checkpoint key mismatch are different code paths." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "2^24 category limit and DeepSeek accuracy regression are unrelated." + "reason": "Both are tokenizer bugs, but for different models and different failure modes." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Both touch Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config; different fixes." + "reason": "Janus test failure and unreleased PEFT version bump are unrelated." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Unexpected position-id keys across many models vs CLIP text-model structure inconsistency are different regressions." + "reason": "DiaConfig token persistence and MLukeTokenizer AttributeError are different bugs." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Qwen3-VL pad_token_id and StableLm pad_token_idx are different missing-field errors in different configs." + "reason": "Qwen2-57B TP OOM and MIN_PEFT_VERSION bump are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn KeyError on Python 3.13 are unrelated dependency/runtime issues." + "reason": "Model loading failure and offline-mode regex patch bug are not the same root cause." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "StableLm missing pad_token_idx and init_empty_weights unexpected _is_hf_initialized argument are separate config/API regressions." + "reason": "Qwen3.5 hidden_states behavior and save_pretrained visual-key regression are distinct." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Qwen3.5 missing decorator for apply_rotary_pos_emb registration and missing linear_attn TP-plan entries are different Qwen3.5 bugs." + "reason": "ImportError for Qwen2.5-VL and Float8 storage deserialization are unrelated." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "CPU offload device mismatch and a stale GraniteSpeech CI override test are not the same bug." + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different model bugs." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated to RT-DETR feature-level shape errors." + "reason": "Qwen3 MoE conversion under accelerate/deepspeed and Qwen3VL MoE loading breakage are different issues." }, { "left": "issue:43504", - "right": "issue:43653", + "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer mask-token registration are different issues despite both involving model/tokenizer setup." + "reason": "BEiT legacy-field loading and Bark CPU offload device mismatch are unrelated." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as cache max length only applying to quantized cache." + "reason": "Category-limit RuntimeError and accuracy regression after upgrade are not the same bug." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and DiffusionGemma pipeline failure are unrelated generation problems." + "reason": "Unexpected position-id keys and CLIP text-model structure inconsistency do not share a concrete fix." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Quantization/offload not working and quantized model save/load breakage are related broadly, but they describe different concrete failures and paths." + "reason": "Both involve multimodal config handling, but one is a missing pad_token_id attribute and the other is unwrapping text_config; different bugs." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." + "reason": "Float8 storage lookup failure and flash_attn import key error are unrelated." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Gemma4 multi-GPU OOM and Gemma4 PLE device mismatch both mention Gemma4, but one is memory pressure and the other is a forward device-placement bug." + "reason": "Missing pad_token_id and missing pad_token_idx are different config regressions." }, { - "left": "issue:45357", - "right": "issue:45812", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Qwen3.5 visual-encoder key regression and Granite tokenizer ID regression are different model families and different serialization/tokenization problems." + "reason": "Kernel-registration crash and TP-plan omissions are different Qwen3.5 issues." }, { - "left": "issue:46050", - "right": "issue:46873", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "No such pair in the input cluster." + "reason": "StableLm pad_token_idx regression and unexpected _is_hf_initialized init arg are unrelated." } ] }, @@ -8712,7 +8583,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:15354", "issue:28218", @@ -8721,273 +8592,259 @@ "issue:30333", "issue:32090", "issue:34567", - "issue:37428", "issue:38175", "issue:41720", "issue:42490", "issue:43065", - "issue:43295", - "issue:43450", "issue:43493", - "issue:43540", - "issue:43572", + "issue:43504", + "issue:43606", + "issue:43653", "issue:43696", "issue:43701", + "issue:43844", "issue:43873", - "issue:43957", - "issue:44186", + "issue:43937", + "issue:43994", + "issue:44112", "issue:44423", + "issue:44464", + "issue:44493", "issue:44554", - "issue:44610", "issue:44734", "issue:44869", + "issue:44964", "issue:44977", "issue:45072", "issue:45084", - "issue:45198", "issue:45200", "issue:45229", "issue:45406", "issue:45446", "issue:45520", "issue:45588", - "issue:45759", "issue:45823", "issue:46050", "issue:46121", - "issue:46192", "issue:46369", + "issue:46424", "issue:46701", "issue:46710", "issue:46752", - "issue:46821" + "issue:46832" ], "soft_pairs": [ - "issue:44869|issue:46752", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:45229|issue:45823", "issue:45200|issue:45229", + "issue:44869|issue:46752", "issue:45588|issue:46050", - "issue:29159|issue:32090", "issue:42490|issue:43696", + "issue:29159|issue:32090", "issue:29942|issue:30333", - "issue:28218|issue:34567", "issue:44977|issue:46701", "issue:45084|issue:45520", - "issue:43065|issue:46369", + "issue:28218|issue:34567", "issue:15354|issue:38175", + "issue:43065|issue:46369", "issue:44554|issue:45446", "issue:41720|issue:46710", "issue:43493|issue:43701", "issue:44423|issue:44734", "issue:45406|issue:46121", - "issue:44977|issue:46710", - "issue:37428|issue:43957", - "issue:43295|issue:43450", - "issue:45072|issue:45198", - "issue:45588|issue:45759", - "issue:43540|issue:45200", - "issue:43295|issue:43873", - "issue:44186|issue:46192", - "issue:45823|issue:46192", - "issue:43572|issue:46821", - "issue:43295|issue:44610", - "issue:45200|issue:45823" + "issue:44977|issue:46710" ], - "prepared_review_unit_hash": "e374a2c507739cae09605455730dcbd67f59963d4d3aa02b8c79d0a7b28a4e4f", + "prepared_review_unit_hash": "586fb8c86151edfe25c102a45cf8ad92cb65fb1b52dea9be0e00ee958bae98be", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35531, - "estimated_input_tokens": 8883, - "estimated_eval_tokens": 18022 + "soft_pair_count": 26, + "serialized_chars": 34895, + "estimated_input_tokens": 8724, + "estimated_eval_tokens": 17704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than duplicate-heavy: it mixes unrelated tokenizer, serving, quantization, device-mapping, and model-specific bugs. I rejected every soft pair as a true duplicate.", - "confidence": 0.97, - "canonical_issue_reason": "No real canonical duplicate set here; the items span unrelated bugs. If a representative must be chosen, issue:43295 is the cleanest regression report, but it does not subsume the others.", + "summary": "The cluster is heterogeneous and the proposed soft pairs are mostly broad topical neighbors, not true duplicates. I would reject all soft edges.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the strongest standalone representative because it has a concrete regression description and user-impacting repro, but the cluster is too heterogeneous to treat it as a true duplicate anchor.", + "best_issue_reason": "issue:43873 is the broadest and most central anchor in this set (quantization/offloading, highest inbound references), but it is still not a true duplicate representative of the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related CI failures, but one is CPU offload mismatch and the other is a stale GraniteSpeech test; different code paths and root causes." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different model/component failures: dtype mismatch in inference wrappers vs RTDetr forward shape/type error." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated tokenizer/token-loading bugs; one is a legacy field when loading Beit semantic segmentation, the other is BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is compiled-forward output inconsistency and the other is cache length config semantics; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "A GenerationConfig validation error and a DiffusionGemma pipeline failure are distinct issues." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading, but one is runtime offloading behavior and the other is save/load corruption after quantization; not the same concrete defect." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Training instability with ZeRO-3 is unrelated to a model-load failure for Phi-4 multimodal." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 incorrect outputs and a generic position-id key warning are different problems." + }, + { + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Different failure modes and code paths: Whisper word-timestamp decoding vs apply_chat_template on an empty list." + "reason": "Both are Gemma4/device-map related, but one is CUDA OOM in multi-GPU inference and the other is a specific device mismatch during forward." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma 4 multimodal token-type defaults vs a multi-GPU OOM report; not the same bug." + "reason": "Training-time mm_token_type_ids defaulting vs inference OOM are unrelated bugs." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "flash_attention.py s_aux=None crash and sinq save/load breakage are unrelated." + "reason": "Whisper timestamp decode crash and empty chat-template input IndexError are different input-validation paths." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs Trainer _gpu_broadcast_one NoneType error." + "reason": "A flash-attention sink-less-model crash is unrelated to quantized save/load breakage." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning and GPT-oss CUDA OOM are unrelated." + "reason": "Local-path import warning with trailing slash is unrelated to GPT-oss CUDA OOM." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures vs MLFlow reporting after failed training jobs." + "reason": "Tokenizer slow/fast inconsistency and Trainer _gpu_broadcast_one NoneType error are separate subsystems." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Added-token spacing bug vs TrainerState num_input_tokens_seen not updating." + "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Both involve generation, but Qwen3.5 flash-attention behavior and DiffusionGemma pipeline failure are different code paths." + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are distinct model-specific bugs." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compilation error for non-template nodes vs Python 3.13 flash_attn import KeyError." + "reason": "Compiler error for non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Same model family, but dummy Conv2d design and litetext memory overflow are not the same underlying bug." + "reason": "Tokenizer spacing after added token and TrainerState token-count tracking are unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero-probability output are unrelated." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in a pixel decoder and the other is a memory overflow in sam3-litetext; different underlying problems." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness issue and flex_attention import version check are different problems." + "reason": "MPS attention correctness and a PyTorch version-check import bug in flex_attention are not the same issue." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and DeepSeek accuracy regression are unrelated." + "reason": "Qwen3 auto device-mapping CUDA assert and DeepSeek accuracy regression after upgrade are unrelated." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch do not describe the same bug." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different bug classes." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but multimodal continuous-batching and KV-cache continuation indexing are distinct issues." + "reason": "Both are transformers serve crashes, but one is multimodal continuous batching with string-to-device handling and the other is KV-cache continuation indexing; not mergeable as one PR." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-params list type handling are unrelated." + "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON list handling are unrelated." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue is not the same as a DeepSeek accuracy regression." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Flash-attention import name breakage and meta-device model loading failures are separate bugs." - }, - { - "left": "issue:43295", - "right": "issue:43450", - "accept": false, - "reason": "Processor.tokenizer/images regression vs batched video-shape bug; both are processor-related but not the same defect." - }, - { - "left": "issue:45072", - "right": "issue:45198", - "accept": false, - "reason": "bfloat16 dtype mismatch CI issue and Wav2Vec2 save/tokenization failure are unrelated." - }, - { - "left": "issue:45588", - "right": "issue:45759", - "accept": false, - "reason": "flash_attention sinkless-model crash and multimodal text_config unwrapping are different code paths." - }, - { - "left": "issue:43540", - "right": "issue:45200", - "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe and Gemma 4 token-type defaults are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Processor regression and quantized offloading failure are different issues." - }, - { - "left": "issue:44186", - "right": "issue:46192", - "accept": false, - "reason": "LayoutLMv2Tokenizer crash on NER/padding and return_tensors handling are distinct tokenizer behaviors." - }, - { - "left": "issue:45823", - "right": "issue:46192", - "accept": false, - "reason": "Gemma4 device-mapping mismatch and return_tensors handling are unrelated." - }, - { - "left": "issue:43572", - "right": "issue:46821", - "accept": false, - "reason": "StableLmConfig pad_token_idx missing and TimesFM window_size AttributeError are different model/config bugs." - }, - { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "Processor API regression and OmDet-Turbo input-size mismatch are separate bugs." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "Gemma4 token-type defaulting and Gemma4 PLE device mismatch are different failure modes." + "reason": "Flash-attention generation failure and an accuracy regression after a version upgrade are different concrete problems." } ] }, @@ -9009,7 +8866,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:28218", "issue:29870", @@ -9020,54 +8877,65 @@ "issue:42490", "issue:42915", "issue:43232", - "issue:43262", "issue:43278", "issue:43295", - "issue:43334", "issue:43450", - "issue:43452", "issue:43493", - "issue:43525", + "issue:43540", "issue:43550", "issue:43572", "issue:43575", - "issue:43653", "issue:43824", "issue:43844", "issue:43856", - "issue:43950", + "issue:43873", + "issue:43957", "issue:43975", - "issue:44112", + "issue:44186", "issue:44466", "issue:44521", "issue:44554", + "issue:44610", "issue:44737", "issue:44849", "issue:44987", + "issue:45072", "issue:45127", + "issue:45198", "issue:45200", "issue:45290", "issue:45356", "issue:45381", "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", "issue:46178", "issue:46192", "issue:46209", - "issue:46285", - "issue:46512", - "issue:46894", - "issue:46899", - "issue:46932" + "issue:46821", + "issue:46894" ], "soft_pairs": [ + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue: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:37428|issue:43824", - "issue:42490|issue:43493", "issue:39692|issue:46192", + "issue:42490|issue:43493", "issue:44554|issue:45356", "issue:43232|issue:44849", "issue:43295|issue:43493", @@ -9075,202 +8943,219 @@ "issue:44466|issue:45127", "issue:45381|issue:46209", "issue:28218|issue:35141", - "issue:44737|issue:46894", "issue:43278|issue:43856", "issue:42915|issue:43824", - "issue:43824|issue:43975", - "issue:43653|issue:44112", - "issue:43452|issue:46512", - "issue:43950|issue:46285", - "issue:43262|issue:43450", - "issue:43334|issue:43525", - "issue:45200|issue:46899", - "issue:45200|issue:46932" + "issue:44737|issue:46894", + "issue:43824|issue:43975" ], - "prepared_review_unit_hash": "0cb1483f57cfb619d72fc8aba8810be93426ffe973c4406d24d48402233febc4", + "prepared_review_unit_hash": "fbd422a694642fe0ac8bdbcfd4a53292500b931f464dff77918414bd0da4bd45", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35372, - "estimated_input_tokens": 8843, - "estimated_eval_tokens": 17942 + "soft_pair_count": 30, + "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-edge candidates look like false positives: they span unrelated tokenizer, config, import, generation, multimodal, and training bugs, not the same underlying change or defect.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44521 is the most active/open report in the set with strong inbound discussion and a concrete, reproducible bug description, so it is the best single anchor if one issue must represent this mixed cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 has the clearest ongoing signal and the broadest direct follow-up potential among these unrelated issues, making it the most suitable representative issue.", - "best_pr_reason": null, + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformer bugs/regressions that only share broad vocabulary (tokenizer, processor, multimodal, loading, dtype, attention). None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43295 is the broadest and most central recurring theme in the cluster: a user-facing regression around processor/tokenizer behavior in multimodal workflows. It is the best anchor, though the cluster overall is not a true duplicate set.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "Issue 43295 is the strongest representative issue because it sits closest to the repeated processor/tokenizer regression theme that the soft matches are loosely clustering around.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both involve processor-side multimodal inputs, but one is a tokenizer/processor regression and the other is a batched video-shape bug; different code paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "An import error for a flash-attention helper is unrelated to model loading with torch.device(\"meta\"); different failure modes and subsystems." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "One is a bfloat16 dtype mismatch in inference, the other is Wav2Vec2 save_pretrained/tokenization failure; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaults are distinct multimodal issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are different underlying problems." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/batched padding, while the other issue is about return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to the return_tensors/text_kwargs precedence bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor/tokenizer regression is not the same as OmDet-Turbo producing the wrong image resolution." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size raising AttributeError." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both touch Gemma4, but one is about defaulting mm_token_type_ids and the other is a forward-pass device mismatch." + }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Different bugs: SDPA/torch.compile failure in Bamba-9B-v2 vs ZeRO-3 gradient instability in DeepSpeed." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth during training." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate() UnboundLocalError on decoder_attention_mask is unrelated to Flash Attention 2 test failures." + "reason": "Bart generate UnboundLocalError and failing Flash Attention 2 tests are different issues with no shared concrete bug." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor batched-shape bug vs Qwen2-57B tensor-parallel OOM; different components and symptoms." + "reason": "Video batch-shape handling and tensor-parallel OOM on Qwen2-57B are unrelated." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Python 3.13 flash_attn KeyError is not the same as a BACKENDS_MAPPING tensorflow_text ValueError." + "reason": "A Python 3.13 flash_attn import KeyError is unrelated to an unsupported tensorflow_text backend mapping." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is distinct from a model-loading failure on transformers>=5.1.0." + "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast on transformers>=5.1.0 are not the same defect." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols/classes in different modules." + "reason": "Both are import errors, but they concern different missing symbols and different root causes." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Trailing-slash local-path import warning is unrelated to the SigLIP2 HF-vs-JAX discrepancy." + "reason": "SigLIP2 documentation example errors are unrelated to return_tensors being ignored with explicit text_kwargs." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Docs example/model-processor mismatch is not the same bug as return_tensors being ignored with text_kwargs." + "reason": "A local-path import warning and a SigLIP2 HF-vs-JAX discrepancy are unrelated." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer codec regression affect different code paths." + "reason": "MPS attention correctness with mismatched head dims is unrelated to the Kimi tokenizer regression." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwarg sync_gpus handling is unrelated to the Qwen3.5 output_hidden_states bug." + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are different code paths." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "processor.tokenizer regression for custom model code is unrelated to the SigLIP2 implementation discrepancy." + "reason": "Processor/tokenizer regression and SigLIP2 implementation discrepancy are not the same bug." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal input and the other is a tool-call crash; different failure modes." + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of lm_head.weight by device is not the same as LoRA merge collapse with extended vocabulary." + "reason": "Tied-weight serialization inconsistency and LoRA merge collapse with extended vocab are related only loosely by weights; not the same fix." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position ids bug is unrelated to FP8 inference failure on B200." + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input is unrelated to FP8 inference failing on B200." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space insertion and embedding reinitialization in post_init are separate issues." - }, - { - "left": "issue:44737", - "right": "issue:46894", - "accept": false, - "reason": "XLNet CPU placement bug is unrelated to the CohereASR training-loss double-shift problem." + "reason": "Extra space after added token and output embedding reinitialization after resize are different tokenizer/model-init issues." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluate is not the same as MoE training memory inefficiency." + "reason": "BF16-to-FP32 dtype change in evaluate and Qwen3 MoE memory inefficiency are not the same underlying bug." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and missing Qwen2_5_VLForConditionalGeneration import are different defects." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "A missing exported class ImportError is unrelated to incorrect detokenization in v5." - }, - { - "left": "issue:43653", - "right": "issue:44112", - "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to a stale GraniteSpeech CI test." - }, - { - "left": "issue:43452", - "right": "issue:46512", - "accept": false, - "reason": "gguf_file loading failures and from_config(dtype=...) leaving config.dtype stale are different lifecycle problems." - }, - { - "left": "issue:43950", - "right": "issue:46285", - "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is not the same as CLIP text-model structural inconsistency." - }, - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio chat_template sampling-rate default bug is unrelated to batched video processor shape output." + "reason": "Qwen3Moe FineGrainedFP8Config failure and a Qwen2.5-VL import error are unrelated." }, { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Both are pad_token_id AttributeErrors, but on different model/config classes; insufficient evidence of one root cause." - }, - { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Gemma4 token-type-id defaults and 4-bit quantized embedder dtype casting are separate multimodal bugs." + "reason": "XLNet CPU placement bug and CohereASR double-shift training loss bug are unrelated model-specific defects." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Same family, but token-type-id defaults and quantized vision/audio embedder casting do not look like the same underlying fix." + "reason": "A missing Qwen2_5_VL export import error is unrelated to deepseek-coder detokenization in v5." } ] }, @@ -9292,31 +9177,30 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ - "issue:28282", - "issue:29942", - "issue:32090", - "issue:33357", "issue:37428", "issue:38175", "issue:41720", + "issue:43262", + "issue:43334", "issue:43335", "issue:43388", "issue:43425", - "issue:43504", + "issue:43450", + "issue:43452", + "issue:43525", "issue:43526", "issue:43550", "issue:43606", - "issue:43611", "issue:43653", "issue:43819", "issue:43827", "issue:43901", + "issue:43950", "issue:44112", "issue:44206", "issue:44442", - "issue:44466", "issue:44479", "issue:44561", "issue:44610", @@ -9328,12 +9212,10 @@ "issue:45200", "issue:45325", "issue:45412", - "issue:45520", "issue:45563", "issue:45584", "issue:45593", "issue:45759", - "issue:46170", "issue:46192", "issue:46209", "issue:46234", @@ -9341,15 +9223,24 @@ "issue:46424", "issue:46512", "issue:46821", - "issue:46858" + "issue:46858", + "issue:46899", + "issue:46932" ], "soft_pairs": [ + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:43950|issue:46285", + "issue:43262|issue:43450", + "issue:45200|issue:46899", + "issue:43334|issue:43525", + "issue:45200|issue:46932", "issue:44442|issue:45198", - "issue:44792|issue:45563", "issue:44898|issue:45412", + "issue:44792|issue:45563", "issue:44479|issue:46192", - "issue:45200|issue:45325", "issue:43819|issue:44112", + "issue:45200|issue:45325", "issue:41720|issue:46209", "issue:43335|issue:43550", "issue:44561|issue:46234", @@ -9365,210 +9256,210 @@ "issue:38175|issue:45412", "issue:46424|issue:46858", "issue:43335|issue:43653", - "issue:37428|issue:43425", - "issue:28282|issue:33357", - "issue:29942|issue:32090", - "issue:43550|issue:44112", - "issue:43611|issue:44466", - "issue:43335|issue:43504", - "issue:45520|issue:46170" + "issue:37428|issue:43425" ], - "prepared_review_unit_hash": "8c6e550b0e7f2b07f48848c547f9ebe8bccbf49c9fa071e2b1c9b364b1c4de14", + "prepared_review_unit_hash": "ef1342a6eefe20c51c86e43c26e3fd96f529853800300506f0266a8439d66530", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36413, - "estimated_input_tokens": 9104, - "estimated_eval_tokens": 18464 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36220, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The pairwise similarities are mostly superficial; these issues describe different models, different subsystems, or different failure modes, so none of the soft edges should be collapsed.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44479 is the clearest self-contained regression report in the set, with explicit affected models and a concrete user-facing failure.", + "summary": "Most pairs are unrelated regressions or different model-specific bugs. The only strong duplicate-looking pair is the Gemma4 quantized multimodal embedder dtype-cast issue (#46899 and #46932).", + "confidence": 0.79, + "canonical_issue_reason": "Issue #46899 is the clearest primary report: it describes the concrete Gemma4 4-bit quantization failure in audio/vision embedders and is broader/more foundational than the follow-up phrasing in #46932.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue because it is specific, reproducible, and describes a broad regression affecting multiple Qwen VL variants.", + "best_issue_reason": "#46899 is the best issue candidate overall because it most directly captures the underlying bug and can serve as the canonical ticket for the accepted duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Different tokenizer families and failure modes: AutoTokenizer loading FastSpeech2ConformerTokenizer vs Wav2Vec2 save_pretrained/tokenization behavior." + "reason": "Both are CI/device-related, but they describe different failures in different components (BigBirdTokenizer special-token decoding vs GraniteSpeech stale device override)." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Unrelated bugs: GGUF loading/from_pretrained failures versus stale config dtype after from_config(dtype=...)." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model loading/structure regressions, but the concrete problems differ: non-persistent buffers versus CLIP text model attribute structure mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio sampling-rate defaults and batched video shape handling are separate processor bugs with different code paths." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4 multimodal inputs, but one is about missing mm_token_type_ids defaults and the other is a 4-bit dtype-casting regression." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they involve different configs/models and likely different fixes." + }, + { + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "Both mention generation-related tests, but one is a janus image generation failure and the other is a stale warning about num_return_sequences." + "reason": "Same broad model family, but not the same underlying bug: token-type-id defaults versus quantized embedder dtype casting." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer save/load failure is a different issue from Wav2Vec2 save_pretrained/tokenization behavior." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Unrelated bugs: Perceiver image classification resolution handling vs RT-DETR memory not being released." + "reason": "Perceiver non-default resolution failure and RT-DETR memory not releasing are unrelated." }, { - "left": "issue:44479", - "right": "issue:46192", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Both touch multimodal inputs, but one is a video-input regression in Qwen VL models while the other is text_kwargs/return_tensors precedence." + "reason": "Janus image-generation test failure and stale paged-generate warning are different generation issues." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44479", + "right": "issue:46192", "accept": false, - "reason": "Different models and code paths: Gemma 4 text-only mm_token_type_ids defaulting vs Qwen2.5-VL rope index scaling for still images." + "reason": "Video input regression for Qwen VL models and return_tensors being ignored with text_kwargs are separate API regressions." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Different components entirely: DAC latent conversion mismatch vs a GraniteSpeech CI device-override test failure." + "reason": "DAC from_latents mismatch and GraniteSpeech CI failure are not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type-id defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal issues." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are CUDA/runtime issues, but they affect different models, hardware, and root causes." + "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are different hardware/runtime problems." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to Bamba torch.compile/SDPA failure." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are separate model/config issues." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both involve import_utils helpers, but they are missing different symbols and stem from different compatibility breaks." + "reason": "Both involve removed/available utility APIs, but one is trust_remote_code breakage from is_torch_fx_available removal and the other is a missing falcon mamba availability helper." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they concern different docs pages and different API behaviors." + "reason": "Documentation-only pipeline reference mismatch is different from docs mentioning return_all_scores." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different vision models and failures: incorrect processor image size vs mixed-precision loss crash." + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are unrelated vision bugs." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "No shared bug beyond being in the same general audio/multimodal area; DAC latent mismatch is unrelated to qwen3_omni_moe feature-length arithmetic." + "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper behavior are distinct internals." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both mention labels, but one is a distributed metrics batching bug and the other is an image processor reduce_labels bug." + "reason": "Both affect label handling, but gather_for_metrics tuple truncation and BeitImageProcessorFast reduce_labels returning one label are different code paths." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Completely different issues: stale config.dtype after from_config vs TimesFM window_size AttributeError." + "reason": "Stale config dtype after from_config and TimesFM window_size AttributeError are unrelated config bugs." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Both involve model/config structure, but the concrete problems and affected architectures differ." + "reason": "Composite Qwen multimodal config unwrapping and CLIP text-model structure inconsistency are separate model-construction issues." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different detection-model training bugs: AMP/CUDA crash versus auxiliary losses being skipped when denoising is disabled." + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are not the same defect." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different audio pipeline failures affecting different models and different trigger conditions." + "reason": "Feature extractor center-arg regression and Whisper empty-transcription failure after align_special_tokens are different bugs." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length computation are unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory leak." + "reason": "Zero probabilities in SigLIP2 and RT-DETR memory cleanup are completely different issues." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but one is about max_cache_length semantics and the other is a device-tensor return breaking static-cache slice arithmetic." + "reason": "Cache max length behavior and static-cache get_seq_length device-tensor arithmetic are distinct cache-system bugs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Distinct bugs in different subsystems: SwitchTransformers sparse-layer construction vs BigBird tokenizer special-token registration." + "reason": "Sparse-layer creation in SwitchTransformers and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing import symbol in flash_attention_utils is not the same bug as Torch 2.10 incompatibility." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "One is a missing PyTorch ImportError, the other is a MacOS bus error in a specific CLIP model." - }, - { - "left": "issue:29942", - "right": "issue:32090", - "accept": false, - "reason": "Unrelated failures: Flash Attention 2 test regressions vs a Trainer broadcast TypeError." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "Different causes and code paths: Bamba torch.compile/SDPA failure vs GraniteSpeech stale device-override CI test." - }, - { - "left": "issue:43611", - "right": "issue:44466", - "accept": false, - "reason": "Both relate to model loading/serialization, but one is about base_model_prefix compatibility and the other about lm_head.weight serialization differing by device." - }, - { - "left": "issue:43335", - "right": "issue:43504", - "accept": false, - "reason": "Different models and bugs: sparse-layer creation in SwitchTransformers vs legacy-field loading failure in BeitForSemanticSegmentation." - }, - { - "left": "issue:45520", - "right": "issue:46170", - "accept": false, - "reason": "Separate environment-specific import problems: flash_attn key lookup on Python 3.13 vs Windows ROCm/torch.distributed dependency issues." + "reason": "Flash-attention import error and Torch 2.10 incompatibility are different compatibility issues." } ] }, @@ -9590,13 +9481,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ - "issue:26413", "issue:28218", + "issue:28282", "issue:29127", - "issue:31501", + "issue:29942", "issue:32090", + "issue:33357", "issue:34689", "issue:35141", "issue:37428", @@ -9604,17 +9496,19 @@ "issue:42490", "issue:43278", "issue:43335", + "issue:43504", "issue:43526", + "issue:43550", "issue:43606", - "issue:43701", + "issue:43611", "issue:43720", "issue:43819", "issue:43825", "issue:43854", "issue:44112", - "issue:44206", "issue:44351", "issue:44448", + "issue:44466", "issue:44493", "issue:44514", "issue:44521", @@ -9623,31 +9517,33 @@ "issue:44779", "issue:44855", "issue:44857", - "issue:45072", "issue:45083", - "issue:45127", - "issue:45245", "issue:45290", "issue:45310", - "issue:45459", "issue:45478", + "issue:45520", "issue:45588", "issue:45593", - "issue:45823", "issue:45859", - "issue:46234", + "issue:46170", "issue:46326", "issue:46431", "issue:46566", "issue:46697" ], "soft_pairs": [ + "issue:28282|issue:33357", + "issue:29942|issue:32090", + "issue:43611|issue:44466", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:45520|issue:46170", "issue:44855|issue:45083", "issue:44448|issue:44743", - "issue:37428|issue:44351", "issue:44514|issue:44521", "issue:43335|issue:45083", "issue:45290|issue:46326", + "issue:37428|issue:44351", "issue:43335|issue:45593", "issue:43335|issue:44112", "issue:29127|issue:32090", @@ -9662,224 +9558,218 @@ "issue:43606|issue:44857", "issue:45310|issue:45478", "issue:44448|issue:44779", - "issue:28218|issue:32090", "issue:39692|issue:44493", - "issue:44617|issue:46697", - "issue:45459|issue:46234", - "issue:26413|issue:31501", - "issue:45127|issue:45245", - "issue:44206|issue:45823", - "issue:43701|issue:45083", - "issue:44857|issue:45072" + "issue:28218|issue:32090", + "issue:44617|issue:46697" ], - "prepared_review_unit_hash": "55ee729ed80bf1d4f4f4da54c7464eb1329f5e7d541505f1081585e731908f10", + "prepared_review_unit_hash": "19fe861210074ed3b64380b64d280f75ce93e8a4cb72ff38a60b326a3b86765f", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36608, - "estimated_input_tokens": 9152, - "estimated_eval_tokens": 18560 + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose thematic grouping of unrelated bug reports. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression (45310/45478); the rest are different code paths, models, or symptom classes.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45310 is the best canonical issue: it is the earlier report of the exact same Qwen3.5 MoE `from_pretrained` failure later repeated in 45478.", + "summary": "This cluster is mostly a collection of unrelated issue reports. Only one soft pair looks like a true duplicate: the two identical Qwen3.5 MoE from_pretrained errors. All other proposed pairs are related only by broad subsystem or vague symptom similarity and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it is the earlier report of the exact same Qwen3.5 Moe from_pretrained failure later repeated in issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the strongest representative of the cluster because it has the clearest true-duplicate match and the most stable, specific problem statement.", + "best_issue_reason": "issue:45310 is the best global issue candidate because it has the strongest duplicate evidence in the set and represents the only clearly merged-under-one-bug pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are import/runtime failures, but the causes are different (missing PyTorch vs Mac bus error on CLIP)." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both involve training/attention behavior, but one is Flash Attention 2 test failures and the other is a Trainer NoneType broadcast error." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both concern model loading/serialization in v5, but one is base_model_prefix loading and the other is tied lm_head.weight serialization; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/runtime failures, but one is Bamba torch.compile+SDPA and the other is a stale GraniteSpeech device override test." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model families and failure modes: SwitchTransformers config creates the wrong sparse layer, while BEiT semantic segmentation fails due to a legacy preset field." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import-related, but one is a Python 3.13 flash_attn KeyError and the other is a Windows ROCm/torch.distributed dependency issue." + }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Both are bugs, but they affect unrelated modules and failures: DeBERTa import parsing vs a qwen3_omni_moe helper behavior issue." + "reason": "Both are model/helper bugs, but one is a Python 3.13 JIT parsing error and the other is unexpected output-length helper behavior in qwen3_omni_moe." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different models and different problems: Pegasus output drift across versions vs Qwen3.5 recurrent-state reset with cache." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different missing symbols in different subsystems; not the same underlying bug." + "reason": "Both mention output/state mismatches in v5-era code, but one is Pegasus generation differences and the other is recurrent-state reset in modular_qwen3_5.py." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is a batched-padding crash and the other is incorrect assistant masks for multimodal inputs." + "reason": "Both involve chat-template processing, but one crashes on batched padding=False and the other returns zero assistant masks for multimodal inputs." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Unrelated issues: SwitchTransformers config bug vs qwen3_omni_moe feature-extraction behavior." + "reason": "Different bugs in different subsystems: SwitchTransformers sparse-layer construction vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch chat templating/tokenization, but the failing paths differ: tool-call handling vs `continue_final_message` on mistral_common tokenizers." + "reason": "Both are chat-template issues, but one is tool-call content handling and the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern unrelated symbols and root causes (_flash_supports_window_size vs HybridCache)." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different underlying bugs in different models: SwitchTransformers config creation vs D-FINE auxiliary-loss behavior." + "reason": "Different model bugs: SwitchTransformers config creates a sparse layer incorrectly, while D-FINE omits auxiliary losses when denoising is off." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "No shared code path; one is a model config bug and the other is a CI failure about stale device overrides." + "reason": "These are unrelated: SwitchTransformers config construction vs a CI stale device override issue in GraniteSpeech." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Completely different failures: LayoutLMv3 error-message clarity vs Trainer `_gpu_broadcast_one` type handling." + "reason": "Different error surfaces and code paths: LayoutLMv3 box validation messaging vs Trainer GPU broadcast of NoneType." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different symptoms and code paths: dtype drift in evaluation vs a pipeline task-support error message." + "reason": "One is a dtype regression in training/eval, the other is a pipeline error message about unsupported translation tasks in v5." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve offload/attention-related code, but one is `s_aux=None` handling in flash attention and the other is a CPU-offload incompatibility in rotary embeddings." + "reason": "Both involve flash/CPU-offload adjacent code, but one is a sink-less flash_attention AttributeError and the other is a Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "A local-path import warning is unrelated to a unit-test model-loading failure for GLM-4.7-Flash." + "reason": "Both mention loading models, but one is a slash-path import warning and the other is a unit-test failure loading a specific GLM-4.7-Flash model." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different regressions: Llama 3.2 Vision model loading vs output embedding reinitialization after resizing token embeddings." + "reason": "Both are model-loading or state-related regressions, but one is Llama 3.2 Vision load breakage and the other is embedding reinitialization after resizing." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Unrelated: packed-weight loading failure in BitNet vs a stale CI device-override test." + "reason": "Different bugs: BitNet packed-weight loading under accelerate versus a GraniteSpeech stale device override CI failure." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different bug classes: DAC latent/forward mismatch vs unexpected position-id keys in many models." + "reason": "Different model components and symptoms: DAC from_latents mismatch vs unexpected position-id keys across many models." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Docs example errors for SigLIP2 are not the same as the BEiT Fast processor label-reduction bug." + "reason": "One is documentation/example errors for SigLIP2, the other is a BeitImageProcessorFast bug in reduce_labels; not the same bug." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Different problems: missing chat template on a processor vs DiffusionGemma remaining on meta with `device_map=\"auto\"`." + "reason": "Different loading failures: missing chat template on a processor versus DiffusionGemma weights staying on meta with device_map auto." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Both are runtime failures, but one is device mismatch with CPU offload and the other is an AMP/CUDA crash in a loss function." + "reason": "Both are device/precision failures, but one is CPU-offload device mismatch in Bark and the other is float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact same title and same Qwen3.5 MoE `from_pretrained` regression; these are clear duplicates of the same bug." + "reason": "These are the same concrete bug: identical Qwen3.5 Moe from_pretrained error reports with matching titles and scope." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different models and failure modes: Pegasus output mismatch vs Deepseek tokenizer regression." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a Trainer broadcast type error." + "reason": "Different tokenizer/model behavior regressions: Pegasus output differences vs Deepseek tokenizer incorrect results in v5." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation/example issues are unrelated to unexpected position-id keys in model loading." - }, - { - "left": "issue:44617", - "right": "issue:46697", - "accept": false, - "reason": "CUDA OOM in a video model is not the same bug as over-padding images in Swin2SR." - }, - { - "left": "issue:45459", - "right": "issue:46234", - "accept": false, - "reason": "Different import-related issues: tokenizer error masking vs a missing utility symbol." - }, - { - "left": "issue:26413", - "right": "issue:31501", - "accept": false, - "reason": "Both touch training flow, but one is checkpoint resume epoch-iterator failure and the other is a training job that never starts." - }, - { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "Unrelated: LoRA merge collapse with extended vocab vs a category-count limit error." + "reason": "Different categories: SigLIP2 documentation/example mistakes versus a broad runtime issue with unexpected position-id keys." }, { - "left": "issue:44206", - "right": "issue:45823", - "accept": false, - "reason": "Different model-specific failures: unsupported feature-extractor arg vs device-mapped forward mismatch." - }, - { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Both mention dtype issues, but they are different models and distinct failure paths." + "reason": "Tokenizer spacing after added token is a text-processing bug, while the other is a Trainer GPU broadcast NoneType error." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to a qwen3_omni_moe helper behavior bug." + "reason": "Both are image/video model issues, but one is CUDA OOM for Sam3Video and the other is Swin2SR over-padding in the image processor." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:45310 / issue:45478, is clearly supported by the identical title and matching Qwen3.5 MoE from_pretrained failure. The rest of the pair judgments are appropriately cautious and do not overstate duplicate evidence." + "feedback": "The assessment is grounded in the packet and the soft-edge rejections stay conservative. The only clearly supported duplicate is issue:45310 / issue:45478, which have matching titles and closely aligned scope. The rest of the pairwise refusals are appropriately cautious and do not overclaim duplication." }, "evaluator_used": true, "retried": false, @@ -9898,23 +9788,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:10000", "issue:15354", - "issue:25251", + "issue:26413", "issue:27957", "issue:29870", "issue:29942", + "issue:31501", "issue:32090", "issue:33290", "issue:33357", "issue:34689", "issue:35141", - "issue:37428", "issue:38175", "issue:40444", - "issue:42175", "issue:42490", "issue:43278", "issue:43329", @@ -9922,41 +9811,48 @@ "issue:43526", "issue:43550", "issue:43575", - "issue:43873", + "issue:43701", "issue:43927", - "issue:43976", + "issue:44206", "issue:44360", "issue:44448", - "issue:44466", "issue:44493", "issue:44561", - "issue:44568", "issue:44855", + "issue:44857", "issue:44977", + "issue:45072", "issue:45083", + "issue:45127", "issue:45229", + "issue:45245", "issue:45290", "issue:45381", - "issue:45440", - "issue:45491", + "issue:45459", "issue:45593", "issue:45698", + "issue:45823", "issue:45920", "issue:46192", + "issue:46234", "issue:46399", - "issue:46421", "issue:46655", - "issue:46858", "issue:47000" ], "soft_pairs": [ + "issue:26413|issue:31501", + "issue:45459|issue:46234", + "issue:45127|issue:45245", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44857|issue:45072", "issue:32090|issue:33357", "issue:42490|issue:43575", "issue:45593|issue:47000", "issue:43550|issue:45083", "issue:27957|issue:34689", - "issue:29942|issue:35141", "issue:38175|issue:44493", + "issue:29942|issue:35141", "issue:29870|issue:32090", "issue:43278|issue:43329", "issue:45290|issue:45381", @@ -9968,227 +9864,200 @@ "issue:44855|issue:46399", "issue:29870|issue:33290", "issue:45290|issue:46655", - "issue:43927|issue:45698", "issue:40444|issue:43526", - "issue:43278|issue:43381", - "issue:37428|issue:42175", - "issue:32090|issue:33290", - "issue:46421|issue:46858", - "issue:43873|issue:45229", - "issue:42490|issue:43873", - "issue:25251|issue:32090", - "issue:43976|issue:45440", - "issue:44448|issue:44466", - "issue:44568|issue:45491" + "issue:43927|issue:45698", + "issue:43278|issue:43381" ], - "prepared_review_unit_hash": "f6d2ae50e3f343379a60104f959718e73a1ea529e1002fa09715f44d75961210", + "prepared_review_unit_hash": "10eed0bfe33365fece08d53fd618f5478f883ffcb103af88729b3da971265230", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36980, - "estimated_input_tokens": 9245, - "estimated_eval_tokens": 18746 + "soft_pair_count": 27, + "serialized_chars": 35883, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not form a single duplicate cluster; it\u2019s a collection of unrelated transformer bugs/regressions across different models and subsystems. None of the proposed soft edges look like the same underlying issue, so all are rejected.", - "confidence": 0.24, - "canonical_issue_reason": null, + "summary": "This looks like a heterogeneous similarity bucket, not a duplicate cluster: the issues span checkpoint/resume logic, tokenizer/config loading, multimodal/video handling, dtype/runtime regressions, OOMs, and model-specific bugs. None of the soft pairs appear to be the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster well because the items are unrelated across several code paths and models; the overlap is mostly generic failure wording.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest representative because it describes a broad, concrete v5 regression affecting multiple model families with clear user impact.", + "best_issue_reason": "No issue is a good global representative here, since the soft matches are not true duplicates and don't collapse to one concrete bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume failure and training startup failure are different bugs in different stages of the training flow." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "One is tokenizer error masking around protobuf imports; the other is a missing import_utils availability helper." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA vocab/tied-embeddings collapse is unrelated to the 2^24 categories limit error." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor arg and Gemma4 device-map mismatch are separate code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-checkpoint key mismatch is unrelated to qwen3_omni feature-length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but one is a training loss crash under AMP and the other is an inference bfloat16 mismatch." + }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different failures and stacks: Trainer GPU broadcast NoneType vs MacOS bus error in CLIP." + "reason": "Distributed trainer broadcast NoneType and MacOS CLIP bus error are not the same bug." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Import warning for local paths is unrelated to Qwen2.5 tensor-parallel OOM on model load." + "reason": "A trailing-slash import warning and a tensor-parallel OOM are unrelated loading issues." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Different detection bugs: missing auxiliary losses vs infeasible RTDetr cost matrix." + "reason": "Missing auxiliary losses and infeasible cost matrix are different detection-loss failures." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile+SDPA crash in Bamba is not the same bug as qwen3_omni_moe feature-extraction helper behavior." + "reason": "torch.compile/SDPA failure is unrelated to the qwen3_omni output-length helper." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Llama 3.2 Vision model loading breakage." + "reason": "Flash Attention 2 support for XLM-Roberta and a Llama 3.2 Vision loading regression are different problems." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Failing Flash Attention 2 tests do not match token-embedding resize/reinit behavior." + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are distinct symptoms with different causes." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Siglip2 zero-probability output issue and unexpected position-id keys are different symptoms and code paths." + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated bugs." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate decoder mask assignment bug is unrelated to Trainer _gpu_broadcast_one NoneType error." + "reason": "Bart generate() decoder mask error and _gpu_broadcast_one NoneType error are different failures." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval is a different problem from undefined video-token helper variables." + "reason": "Eval/training dtype drift is unrelated to undefined variables in the video token-count helper." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug affect different functions." + "reason": "Tool-call chat templating crash and video vision_position_ids bug are separate multimodal issues." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Both are tokenizer-related, but one is wrong token IDs and the other is return_tensors being ignored." + "reason": "Wrong token IDs and ignored return_tensors are different tokenizer API bugs." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output divergence is not the same concrete bug as Qwen3.5 flash-attention generation failure." + "reason": "Pegasus v4/v5 output change and Qwen3.5 flash-attention generation failure are unrelated regressions." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBert issue and torch.jit.script GeneratorExp export failure are unrelated." + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer missing ReLU is unrelated to removal of is_torch_fx_available breaking trust_remote_code." + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different failure modes." + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are not the same concrete problem." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 IndentationError from torch.jit.script parsing is unrelated to a missing decorator in apply_rotary_pos_emb registration." + "reason": "Both involve decorator/registration wording, but one is Python 3.13 JIT parsing and the other is a missing registration decorator." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "BART generation bug and DeepSpeed Adafactor OOM are different subsystems and symptoms." + "reason": "Bart generation error and Adafactor/deepspeed OOM are different training/runtime failures." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Assistant-tool-call chat template crash is not the same as SmolVLM video padding miscalculation." - }, - { - "left": "issue:43927", - "right": "issue:45698", - "accept": false, - "reason": "One is custom token IDs lost in config save/load; the other is the wrong custom module loaded after save_pretrained." + "reason": "Chat-template tool-call crash and video padding calculation bug are distinct multimodal issues." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable multi-image training failure and BeitImageProcessorFast reduce_labels bug are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "Eval-time BF16->FP32 embedding dtype change is not the same bug as gradient checkpointing being disallowed in eval mode." + "reason": "Multiple-images iterable dataset failure and BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:37428", - "right": "issue:42175", - "accept": false, - "reason": "Missing flash-support import and tensorflow not included in torch extra are different packaging/import issues." - }, - { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to OOM with Adafactor in DeepSpeed." - }, - { - "left": "issue:46421", - "right": "issue:46858", - "accept": false, - "reason": "Both involve cache/compile, but one is spurious recompilation from lazy init and the other is device-tensor seq-length arithmetic failure." - }, - { - "left": "issue:43873", - "right": "issue:45229", - "accept": false, - "reason": "Quantization offloading not working and Gemma4 multi-GPU CUDA OOM are not the same underlying bug." - }, - { - "left": "issue:42490", - "right": "issue:43873", - "accept": false, - "reason": "A trailing-slash local-model import warning is unrelated to quantization offloading behavior." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting change has no overlap with Trainer GPU broadcast NoneType errors." - }, - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Python-version compatibility issue is unrelated to DeepseekV3MoE divergence from remote implementation." - }, - { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Different regression types: model output mismatch vs lm_head serialization/tied-weights inconsistency." + "reason": "Custom token IDs not persisting and wrong custom module loading are different save/load bugs." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Tokenizer BOS/EOS omission and Gemma3 NaN embeddings are different code paths and failure modes." + "reason": "BF16-to-FP32 eval dtype change and gradient-checkpointing-in-eval error are separate issues." } ] }, @@ -10210,62 +10079,71 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ + "issue:25251", "issue:29127", "issue:29870", "issue:29942", "issue:30064", + "issue:32090", + "issue:33290", "issue:33357", "issue:34567", "issue:34689", + "issue:37428", "issue:39692", "issue:41720", + "issue:42175", + "issue:42490", "issue:42915", "issue:42994", - "issue:43065", "issue:43278", "issue:43381", - "issue:43412", "issue:43575", "issue:43611", "issue:43653", "issue:43701", - "issue:43756", - "issue:43994", + "issue:43873", + "issue:43976", "issue:44186", "issue:44206", - "issue:44265", "issue:44361", - "issue:44442", + "issue:44448", + "issue:44466", "issue:44479", "issue:44561", + "issue:44568", "issue:44743", "issue:44779", "issue:44871", "issue:44977", "issue:45198", "issue:45229", - "issue:45245", - "issue:45372", - "issue:45406", - "issue:45412", "issue:45440", - "issue:45459", "issue:45491", "issue:45563", "issue:45588", - "issue:45712", "issue:45803", "issue:45823", "issue:46121", - "issue:46693" + "issue:46421", + "issue:46858" ], "soft_pairs": [ + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:44568|issue:45491", "issue:29127|issue:34567", "issue:44561|issue:44779", - "issue:44871|issue:44977", "issue:33357|issue:39692", + "issue:44871|issue:44977", "issue:45588|issue:45823", "issue:43381|issue:43701", "issue:43278|issue:43575", @@ -10278,236 +10156,199 @@ "issue:29870|issue:34689", "issue:43653|issue:44743", "issue:44206|issue:44479", - "issue:29942|issue:30064", "issue:42915|issue:42994", - "issue:45372|issue:45588", - "issue:43756|issue:45440", - "issue:43653|issue:44442", - "issue:43412|issue:45588", - "issue:43065|issue:43994", - "issue:44265|issue:45198", - "issue:45491|issue:46693", - "issue:45459|issue:45712", - "issue:29127|issue:33357", - "issue:43065|issue:45412", - "issue:43575|issue:43701", - "issue:45372|issue:45406", - "issue:45245|issue:45563" + "issue:29942|issue:30064" ], - "prepared_review_unit_hash": "5166ccbe164be9486c4b5c38c37dc3a34821569f103ebedcb448c9ff8ed1e7e2", + "prepared_review_unit_hash": "6f25178303c6ffd9c82fe69706c7b280194bec6d3324a8f8b3446edc1e3ff5de", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37086, - "estimated_input_tokens": 9272, - "estimated_eval_tokens": 18800 + "soft_pair_count": 27, + "serialized_chars": 35935, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a broad mix of unrelated bug reports across tokenizers, generation, export, processor loading, and model-specific regressions; none of the soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.92, - "canonical_issue_reason": "issue:46693 is the strongest representative issue: it is current, clearly framed as a concrete regression, and has active discussion/inbound references, making it a good cluster anchor despite the cluster being heterogeneous.", + "summary": "The set is mostly heterogeneous; the soft pairs are related only at a high subsystem level, not the same concrete bug/change. I found no duplicate-worthy PRs and no convincing issue-to-issue merges among the candidates.", + "confidence": 0.41, + "canonical_issue_reason": "Issue #43873 is the strongest standalone issue here: it is open, has multiple inbound references, and has the most active discussion, making it the best representative candidate for follow-up despite the overall set not forming a tight duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the best overall issue to surface because it is recent, broadly impactful, and sufficiently concrete to track and triage.", + "best_issue_reason": "Issue #43873 is the best global issue candidate because it is still open, appears to describe a concrete runtime problem, and has the highest observed external attention in this list.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29127", - "right": "issue:34567", - "accept": false, - "reason": "Different subsystems and failure modes: LayoutLMv3 error messaging vs TrainerState token counting." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "One is a v5 compatibility break for trust_remote_code models; the other is a DeepSeek tokenizer correctness regression." - }, - { - "left": "issue:44871", - "right": "issue:44977", - "accept": false, - "reason": "Gemma eos_token_id mismatch and Qwen flash-attention generation bug are unrelated." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "MacOS bus error on CLIP is not the same as SigLIP2 documentation/example issues." - }, - { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 device-map mismatch are different code paths." + "reason": "Unrelated failures: a flash-attention import error versus TensorFlow missing from a pip extra." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is unrelated to resume_from_checkpoint key mismatch." + "reason": "Different bugs: GPU broadcast NoneType error in Trainer versus OOM with Adafactor/DeepSpeed." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Training/eval dtype drift and tensor-parallel OOM are separate issues." + "reason": "Both involve cache logic, but the concrete failures differ: spurious recompilation from lazy init versus device-tensor slice arithmetic on static cache." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare-except error handling bug." + "reason": "Both are memory-related inference issues, but one is quantization/offloading behavior and the other is multi-GPU CUDA OOM for a specific model." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "CUDA assert during auto device mapping differs from multi-GPU OOM on Gemma4." + "reason": "Local-path import warning is unrelated to quantization/offloading behavior." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Generation failure with flash-attention and a stale warning in paged generate() are not the same bug." + "reason": "Completely different areas: pipeline top_k nesting versus Trainer broadcast/type handling." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation; Wav2Vec2 has save/tokenization failure." + "reason": "Python-version compatibility breakage is unrelated to DeepSeekV3MoE remote/native divergence." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "MLuke tokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization issues." + "reason": "Both are v5 regressions, but one concerns generation output differences and the other serialization of lm_head.weight; not the same bug." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "base_model_prefix loading break and rope-parameter JSON list TypeError are different changes." + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings with sliding-window attention." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision loading break are unrelated." + "reason": "Different subsystems and symptoms: LayoutLMv3 box validation messaging versus TrainerState token counters not updating." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "BigBird special-token registration and Qwen recurrent-state reset are different tokenizer/model bugs." + "reason": "Both are v5 regressions, but they affect different code paths: trust_remote_code imports versus DeepSeek tokenizer behavior." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Unsupported center arg in image processing is unrelated to the video-input regression across Qwen VL models." + "reason": "Both mention CLIP/SigLIP-style models, but one is a MacOS bus error and the other is documentation example/model-processor mismatch plus quantization failure." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are not the same underlying bug." + "reason": "Gemma EOS-token config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "FineGrainedFP8Config failure and quantized model saving failure are different quantization issues." + "reason": "Different concrete problems: flash_attention.py crashing on s_aux=None versus PLE device mismatch under auto device mapping." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "ReasoningEffort import break in Gemma4 processor loading is separate from flash_attention s_aux=None crash." + "reason": "Eval-mode gradient checkpointing is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are model-specific but distinct." + "reason": "Embedding dtype drift during eval is unrelated to tensor-parallel OOM when loading a large Qwen model." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "BigBird tokenizer decode bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." + "reason": "Both touch preprocessing/tokenization, but one is save_pretrained/tokenization failure in Wav2Vec2 and the other is an exception-handling bug in FuyuBatchFeature." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Executorch export/training-guard failure is unrelated to flash_attention integration crash." + "reason": "Both involve GPU inference, but one is cudaErrorAssert with auto device mapping and the other is multi-GPU OOM." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Sam3 dummy Conv2d cleanup and SigLIP2 nonsensical outputs are different issues." + "reason": "Both are generation-related, but one is a flash-attention regression and the other is a stale warning for num_return_sequences." }, { - "left": "issue:44265", + "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Tokenizer bugs, but different models and failure modes: NER/padding crashes versus save_pretrained/tokenization failure." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Both mention FA2, but one is a NaN correctness bug and the other is a performance regression; not the same concrete fix." + "reason": "Different tokenizer/model issues with no shared concrete code path." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Tokenizer error masking via bare except and leftover dummy classes are unrelated repository issues." + "reason": "Model-loading/base_model_prefix breakage is unrelated to rope-parameter dict conversion and JSON list typing." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "LayoutLMv3 error messaging and CLIP MacOS bus error do not share the same bug." + "reason": "Separate regressions: BART generate unbound variable versus Llama 3.2 Vision model-loading failure." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Dummy class cleanup in SAM3 is unrelated to RT-DETR memory-release behavior." + "reason": "Tokenizer special-token registration bug is unrelated to Qwen recurrent-state reset in cached decoding." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2 is unrelated to checkpoint key mismatch." + "reason": "Both are regressions, but one is a feature extractor arg mismatch and the other is a video-input regression for Qwen VL models." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Gemma4 processor import failure and serve-time missing _tokenizer attribute are related by model family but not clearly the same concrete bug." + "reason": "Both concern quantization, but one is FP8Config failure during use and the other is quantized model saving." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Category-count runtime error and stale num_return_sequences warning are unrelated." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." } ] }, @@ -10529,333 +10370,338 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:27957", "issue:29127", "issue:33290", + "issue:33357", "issue:34689", "issue:35141", "issue:42490", "issue:42915", + "issue:43065", "issue:43066", - "issue:43334", "issue:43381", + "issue:43412", "issue:43421", "issue:43526", - "issue:43531", "issue:43575", - "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", "issue:43824", - "issue:43873", "issue:43931", "issue:43994", - "issue:44077", "issue:44186", + "issue:44265", "issue:44279", "issue:44387", "issue:44442", "issue:44462", "issue:44464", - "issue:44514", "issue:44857", "issue:45072", - "issue:45250", + "issue:45198", + "issue:45245", "issue:45372", - "issue:45381", "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", + "issue:45563", "issue:45584", "issue:45588", "issue:45593", + "issue:45712", "issue:45834", - "issue:46121", "issue:46369", - "issue:46399", - "issue:46640", "issue:46693", - "issue:46701", - "issue:46821" + "issue:46701" ], "soft_pairs": [ + "issue:45372|issue:45588", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43412|issue:45588", + "issue:43065|issue:43994", + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:45372|issue:45406", + "issue:45245|issue:45563", "issue:42490|issue:43381", "issue:29127|issue:35141", "issue:45440|issue:45593", "issue:43994|issue:45412", "issue:45372|issue:45459", - "issue:45406|issue:46701", "issue:43421|issue:45491", + "issue:45406|issue:46701", "issue:45412|issue:46369", "issue:43575|issue:44387", "issue:43066|issue:44462", "issue:44442|issue:45072", - "issue:43526|issue:45834", "issue:44464|issue:45584", - "issue:43824|issue:44279", + "issue:43526|issue:45834", "issue:42915|issue:43931", + "issue:43824|issue:44279", "issue:43526|issue:46693", "issue:27957|issue:33290", "issue:27957|issue:29127", "issue:44857|issue:45588", "issue:43994|issue:46369", - "issue:43526|issue:44186", "issue:33290|issue:34689", - "issue:33290|issue:35141", - "issue:43334|issue:43531", - "issue:46121|issue:46399", - "issue:45588|issue:46821", - "issue:43381|issue:43873", - "issue:45250|issue:46640", - "issue:44514|issue:45381", - "issue:43646|issue:44077" + "issue:43526|issue:44186", + "issue:33290|issue:35141" ], - "prepared_review_unit_hash": "b9921f961547dd6e27140cb06ac2625a94f855b59f1380a917e1d257edf6331d", + "prepared_review_unit_hash": "a8df0409502825a9c8579716feaf179298349a5dc1c21079bea46a0137b9cf7d", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36514, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37826, + "estimated_input_tokens": 9457, + "estimated_eval_tokens": 19170 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft matches are mostly title-level similarity only; the paired issues describe different models, subsystems, or failure modes, so none should be deduplicated.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous and the apparent similarities are mostly broad phrasing, not the same underlying bug.", + "summary": "The set is highly heterogeneous: tokenizer, model-loading, export, attention, memory, and optimizer issues are all mixed together. No soft pair looks like the same underlying bug or change, so there is no safe duplicate collapse here.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits: these items span unrelated tokenizer, processor, export, attention, and memory failures across many models and subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46640 is the closest umbrella for the only recurring theme (Flash Attention 2), but it is still too generic to serve as a true duplicate hub.", + "best_issue_reason": "Issue:45406 is the closest thing to a representative only because it is a concrete Gemma4 processor crash, but it is still not a valid duplicate anchor for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Local-path import warning vs gradient-checkpointing eval-mode behavior; unrelated bugs." + "reason": "Gemma4 processor loading import error vs flash-attention crash on sink-less models; different code paths and failure modes." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs token-embedding resize/reinit; different code paths." + "reason": "Smollm3 RoPE-layer mismatch vs DeepseekV3MoE divergence; unrelated model implementations." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "DeepseekV3MoE output divergence vs D-FINE auxiliary-loss logic; unrelated model bugs." + "reason": "BigBirdTokenizer special-token registration bug vs FastSpeech2ConformerTokenizer AutoTokenizer load failure." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "SigLIP2 bad outputs vs RT-DETR memory release; different symptoms and subsystems." + "reason": "Executorch export guard/erfinv failure vs flash-attention attribute error; unrelated export vs attention bug." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Gemma processor import failure vs tokenizer-error masking when protobuf is missing; not the same bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs SigLIP2 nonsensical AutoModel/pipeline output; different models and symptoms." }, { - "left": "issue:45406", - "right": "issue:46701", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Gemma4Processor missing _tokenizer vs DiffusionGemma generation output/pipeline failure; different issues." + "reason": "Tokenizer protobuf exception masking vs leftover dummy classes; unrelated tokenizer error handling and repo hygiene." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Tokenizer post-processor update feature vs Gemma3 NaN embeddings with sliding-window attention; unrelated." + "reason": "Gemma3 NaNs in mixed-length sliding-window batching vs FA2 long-context performance regression; not the same bug." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "RT-DETR deletion memory leak vs SAM3-LiteText memory overflow; both memory-related but distinct bugs." + "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization failure; different subsystems." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Both are OOM reports, but one is TP load OOM and the other is int4 quantization reserved-memory regression." + "reason": "LayoutLMv3 box validation error message vs CLIP bus error on macOS; unrelated issues." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; different loading failures." + "reason": "Sam3PixelDecoder dummy layer vs RT-DETR memory leak; different models and different failure types." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Tokenizer loading failure vs dtype mismatch in bfloat16 inference; unrelated." + "reason": "Qwen2-57B-A14B tp OOM vs resume_from_checkpoint key mismatch; unrelated loading/runtime problems." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "BEiT label reduction bug vs Kosmos2.5 long-OCR index error; different models and failure modes." + "reason": "Both touch Gemma4, but one is a mistral_common import dependency break and the other is a missing _tokenizer attribute in serve; not the same code-path bug." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward vs Whisper empty-transcription failure after token alignment; not the same bug." + "reason": "Category-count RuntimeError vs stale num_return_sequences warning; unrelated generation issues." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Missing Qwen2.5-VL import symbol vs vague dependency issue; too broad and not a shared concrete defect." + "reason": "Local-path trailing-slash import warning vs gradient checkpointing in eval mode; unrelated behavior." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Qwen3MoE FP8 config failure vs Qwen3-VL weight-shape mismatch; different models and root causes." + "reason": "LayoutLMv3 error-message clarity vs embedding reinitialization after resize; different components and outcomes." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL vs sliding_window issue on Qwen3-MoE; unrelated." + "reason": "DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior; unrelated model bugs." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "RoPE validation TypeError vs missing decorator for apply_rotary_pos_emb registration; unrelated code paths." + "reason": "SigLIP2 output quality issue vs RT-DETR memory leak; unrelated vision-model problems." }, { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "flash_attention.py s_aux=None crash vs TimesFM window_size AttributeError; same broad area only, not same bug." + "reason": "Gemma4 dependency import break vs protobuf-related tokenizer exception masking; different failure surfaces." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Gradient checkpointing in eval mode vs offloading under quantization; unrelated." + "reason": "Runtime post-processor update bug vs Gemma3 NaNs under sliding-window batching; not the same bug." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Both mention Flash Attention 2, but one is a generic feature/title and the other a specific issue report; not the same concrete change/bug." + "reason": "Gemma4 processor serve crash vs DiffusionGemma image-text pipeline failure; related family names but different concrete failures." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Batched apply_chat_template padding crash vs Qwen2.5-VL video position-id bug; different processing stages." + "reason": "RT-DETR memory leak vs sam3-litetext memory overflow; both memory-related but not the same issue." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Custom model initialization breakage vs patchtsmixer post_init policy; related only at a very high level." + "reason": "Qwen2 tp OOM vs int4 quantization reserved-memory regression; different models and different root causes." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "XLMRoberta Flash Attention 2 report vs Adafactor/deepspeed OOM; unrelated." + "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer bugs but not the same underlying defect." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta vs LayoutLMv3 error clarity; no underlying overlap." + "reason": "Tokenizer class load failure vs dtype mismatches in bfloat16 inference; unrelated problems." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "LwDetrImageLoss AMP crash vs flash-attention sinkless-model AttributeError; different failures." + "reason": "Chunked-generation inconsistency with compiled forward vs Whisper empty-transcription failure after token alignment; different paths." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "SigLIP2 nonsensical outputs vs SAM3-LiteText memory overflow; unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 long-OCR index error; different preprocessing failures." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "BEiTImageProcessorFast reduce_labels bug vs LayoutLMv2Tokenizer NER/padding crash; different components." + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch; different models and incompatibilities." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Adafactor/deepspeed OOM vs Llama 3.2 Vision model-loading breakage; unrelated." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs generic dependency issue; not the same bug." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Optimizer OOM vs embedding reinitialization bug; different code paths." + "reason": "Beit label reduction bug vs FA2 long-context performance regression; unrelated." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Qwen3-VL missing pad_token_id vs Qwen3-MoE sliding-window issue; unrelated." + "reason": "XLMRoberta Flash Attention 2 issue vs Adafactor+deepspeed OOM; different subsystems and symptoms." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "RoPE validation TypeError vs Qwen3.5 kernel registration decorator issue; unrelated." + "reason": "XLMRoberta Flash Attention 2 bug vs LayoutLMv3 error-message clarity; unrelated." }, { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "flash_attention.py AttributeError vs TimesFM window_size AttributeError; same generic error type only, not same bug." + "reason": "LwDetrImageLoss float16 AMP crash vs flash-attention s_aux=None AttributeError; unrelated failures." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction vs quantization offloading behavior; unrelated." + "reason": "SigLIP2 output issue vs sam3-litetext memory overflow; different models and bug classes." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Generic Flash Attention 2 feature/title overlap is insufficient to merge as duplicates." + "reason": "Adafactor/deepspeed OOM vs Llama 3.2 Vision model-loading breakage; unrelated." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Batched processor crash vs video vision-position-id bug; not the same underlying defect." + "reason": "Beit image-processor label reduction bug vs LayoutLMv2Tokenizer NER/padding crash; different tokenization/preprocessing paths." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both mention initialization/post_init, but the reported problems are different and not mergeable into one fix." + "reason": "Optimizer-related OOM vs embedding reinitialization after resize; unrelated." } ] }, @@ -10877,19 +10723,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:27957", "issue:29870", "issue:42175", "issue:42490", - "issue:43232", "issue:43262", "issue:43316", - "issue:43388", + "issue:43334", + "issue:43381", "issue:43493", "issue:43525", + "issue:43531", "issue:43643", + "issue:43646", "issue:43720", "issue:43749", "issue:43761", @@ -10898,12 +10746,10 @@ "issue:43931", "issue:44062", "issue:44077", - "issue:44079", - "issue:44190", "issue:44206", "issue:44442", "issue:44479", - "issue:44496", + "issue:44514", "issue:44743", "issue:44811", "issue:44855", @@ -10911,24 +10757,31 @@ "issue:44898", "issue:44913", "issue:44977", - "issue:44987", "issue:45003", "issue:45137", - "issue:45216", "issue:45245", + "issue:45250", "issue:45325", + "issue:45381", "issue:45440", - "issue:45759", - "issue:45803", + "issue:45588", "issue:45859", "issue:45907", - "issue:46178", + "issue:46121", "issue:46234", + "issue:46399", + "issue:46640", "issue:46697", - "issue:46829", - "issue:46932" + "issue:46821" ], "soft_pairs": [ + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:43646|issue:44077", "issue:43761|issue:45859", "issue:44977|issue:45245", "issue:44743|issue:44811", @@ -10941,212 +10794,198 @@ "issue:27957|issue:29870", "issue:44077|issue:44479", "issue:43493|issue:43827", - "issue:44062|issue:45907", "issue:43316|issue:43525", - "issue:43873|issue:44871", "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44062|issue:45907", "issue:43643|issue:44913", "issue:43749|issue:43931", - "issue:44855|issue:45137", - "issue:43316|issue:45759", - "issue:44987|issue:46178", - "issue:44442|issue:45803", - "issue:44190|issue:44496", - "issue:43761|issue:44079", - "issue:43931|issue:45216", - "issue:46829|issue:46932", - "issue:43232|issue:43388" + "issue:44855|issue:45137" ], - "prepared_review_unit_hash": "40de04a84bfb01f5b7b27bafff921f590ed7a8272542e87444b7a2ac8543bc9d", + "prepared_review_unit_hash": "9e75cc7b014977527dc733a26c2fc139b1206388ddcff2d38beb8697fa4186b4", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36167, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "soft_pair_count": 26, + "serialized_chars": 35548, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover many unrelated models, loading paths, processors, and generation bugs. None of the soft pairs look like the same underlying bug/change, so all should be kept separate.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the items span unrelated subsystems and failure modes.", + "summary": "These soft pairs are mostly keyword-level similarities, not the same underlying bug/change. None are strong enough to merge as duplicates or the same PR.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the most active open issue with the broadest regression scope and the strongest discussion/inbound-reference signal, so it is the best cluster anchor despite the overall set being heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a strong global representative; the cluster does not form one duplicate family.", + "best_issue_reason": "issue:43873 is the strongest representative issue here: open, heavily discussed, and broad enough to serve as the nearest umbrella for this noisy cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rope-related code, but one is a validation/type issue and the other is a kernel registration crash for Qwen3.5; different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different models and different symptoms: missing pad_token_id vs a sliding_window behavior issue." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic Flash Attention 2 reports, but there is no concrete shared bug path or identical failure description." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are unrelated runtime paths." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems entirely: flash_attention integration crash vs TimesFM window_size attribute handling." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL reports, but one is batched chat-template padding and the other is video position-id computation." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage is not the same concrete issue as disallowing optional post_init in patchtsmixer." + }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen/rotary behavior, but one is a CLIPVision hidden-states regression and the other is CPU offload incompatibility in Qwen3_5Moe; different bugs and code paths." + "reason": "CLIP hidden_states regression and Qwen rotary embedding CPU-offload incompatibility are unrelated." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to a category-count runtime error in a separate vision/classification path." + "reason": "Flash-attention generation problems and a category-cardinality runtime limit are different bugs." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "One is recurrent-state reset in modular_qwen3_5 cache handling; the other is Whisper processor batch_decode skip_special_tokens handling. Different components." + "reason": "Recurrent-state cache reset is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio processor sampling-rate default bug and LasrFeatureExtractor unsupported center argument are distinct processor issues." + "reason": "Audio chat-template sampling-rate defaulting and an unsupported center argument in LasrFeatureExtractor are separate issues." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is not the same as Perceiver interpolation/padding failure; different tokenizer vs image-model code." + "reason": "Tokenizer loading failure and Perceiver image padding/resolution failure are different code paths." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and Qwen recurrent cache reset are unrelated." + "reason": "Import-warning path normalization is unrelated to Qwen recurrent-state caching." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is a model-loading bug, not the tokenizer-loading failure described here." + "reason": "Packed-weight loading in BitNet and FastSpeech2ConformerTokenizer loading are unrelated failures." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is a generic import issue, while DeepseekV3MoE divergence is a model-implementation mismatch." + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are not the same bug." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "TensorFlow missing from a pip extra and a missing import_utils availability symbol are separate packaging/import problems." + "reason": "Backend extra-install packaging and a missing import_utils helper are different repository issues." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and a BART generate decoder_attention_mask bug are different models and failures." + "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder_attention_mask initialization are unrelated." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init restriction and Qwen video-input regression are unrelated model-specific changes." + "reason": "Optional post_init policy and Qwen video-input regression do not share a concrete fix." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy and docs still referencing pipeline() are unrelated; one is model parity, the other documentation cleanup." + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "AddedToken duplicate special-arg error and list_repo_files revision forwarding are unrelated API bugs." + "reason": "Both involve config API consistency, but they are different models and different missing fields/behaviors." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and missing pad_token_id on Llama4Config are different config-attribute problems." + "reason": "Qwen2.5-VL rope/temporal position IDs and Swin2SR image over-padding are separate image-processing bugs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are not the same bug." + "reason": "Quantization offloading and Gemma-3 eos_token_id configuration inconsistency are unrelated." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Qwen2.5-VL rope indexing for still images and Swin2SR over-padding images are different image/video preprocessing bugs." + "reason": "AddedToken constructor duplication and list_repo_files revision forwarding are entirely different concerns." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields in AutoConfig and GPTNeoX rotary_pct not persisting on reload are distinct config-loading issues." + "reason": "Missing custom config fields under trust_remote_code and GPTNeoX rotary_pct persistence are similar only at a very high level." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are separate model-loading paths." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 TorchScript parsing failure in DebertaV2 and DeepSpeed ZeRO3 deque pop error are unrelated runtime issues." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Both touch composite configs, but one is a Gemma3TextConfig API discrepancy and the other is AutoModelForCausalLM not unwrapping text_config for Qwen multimodal configs; different concrete behavior." - }, - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "Physical-intelligence/fast loading failure and tensorflow_text backend registration error are different backend/import issues." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer loading failure and Fuyu batch feature exception handling are not the same bug." - }, - { - "left": "issue:44190", - "right": "issue:44496", - "accept": false, - "reason": "Local dataset loading in a training script and unrecognized model/config.json loading are unrelated load-time errors." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "CLIPVision hidden_states regression and ModelOutput key assignment when None are different output-object bugs." - }, - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Weight-shape mismatch on model load and incorrect Qwen3.5 save_pretrained output are different regressions." - }, - { - "left": "issue:46829", - "right": "issue:46932", - "accept": false, - "reason": "VideoPrism hidden_states misassignment and Gemma4 quantized embedders dtype casting are unrelated model-output vs dtype-casting issues." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs update after sync_gpus and gather_for_metrics dropping tuple labels are distinct distributed-training bugs." + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated errors." } ] }, @@ -11168,7 +11007,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:16998", "issue:22355", @@ -11176,12 +11015,13 @@ "issue:27957", "issue:28282", "issue:32090", + "issue:42175", "issue:42617", "issue:42907", + "issue:43232", "issue:43295", "issue:43316", - "issue:43404", - "issue:43441", + "issue:43388", "issue:43452", "issue:43550", "issue:43575", @@ -11192,34 +11032,41 @@ "issue:43742", "issue:43761", "issue:43825", + "issue:43931", "issue:44077", - "issue:44162", + "issue:44079", "issue:44188", - "issue:44242", + "issue:44190", + "issue:44442", "issue:44464", "issue:44496", "issue:44534", - "issue:44610", - "issue:44792", "issue:44871", "issue:44913", + "issue:44987", + "issue:45216", "issue:45584", - "issue:45632", "issue:45698", + "issue:45759", "issue:45803", "issue:46050", - "issue:46170", + "issue:46178", "issue:46234", "issue:46291", - "issue:46365", - "issue:46369", "issue:46421", - "issue:46424", "issue:46506", - "issue:46821", - "issue:46894" + "issue:46829", + "issue:46932" ], "soft_pairs": [ + "issue:43316|issue:45759", + "issue:44442|issue:45803", + "issue:44190|issue:44496", + "issue:44987|issue:46178", + "issue:43761|issue:44079", + "issue:43931|issue:45216", + "issue:46829|issue:46932", + "issue:43232|issue:43388", "issue:43761|issue:44188", "issue:43701|issue:46506", "issue:42617|issue:43575", @@ -11237,214 +11084,213 @@ "issue:44464|issue:46421", "issue:44077|issue:44534", "issue:43316|issue:43716", - "issue:43316|issue:46821", + "issue:42175|issue:43316", "issue:44871|issue:46050", "issue:43646|issue:44913", - "issue:43452|issue:44496", - "issue:45803|issue:46365", - "issue:44162|issue:44792", - "issue:43404|issue:43441", - "issue:45632|issue:46424", - "issue:44242|issue:46894", - "issue:44610|issue:46369", - "issue:45803|issue:46170" + "issue:43452|issue:44496" ], - "prepared_review_unit_hash": "2d33e6266108702e537718d3ce2d8a1ae0cd74894cae45eb359a4b78494afb34", + "prepared_review_unit_hash": "bc7a3f69593f013b815e4b3e67fcd390d59ff4b5d23a07a3ee52f87dd92cd001", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35855, - "estimated_input_tokens": 8964, - "estimated_eval_tokens": 18184 + "soft_pair_count": 29, + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of mostly unrelated issues that only look superficially similar by shared terms like loading, configs, cache, generation, or performance. None of the soft pairs appear to describe the same concrete bug/change, so all soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45698 is the strongest representative issue: it has the most discussion and inbound references, and it describes a concrete, reproducible save_pretrained/from_pretrained custom-module loading failure.", + "summary": "These items are mostly unrelated single-issue reports; none of the soft pairs look like true duplicates under strict triage. The only loosely related groups are save/load regressions and config/API consistency issues, but they still point to different code paths.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is also the best overall issue candidate because it is well-scoped, high-signal, and centrally about a user-facing loading regression.", + "best_issue_reason": "Issue 45698 is the broadest representative of the save/load regression subset, but this set is too heterogeneous for a true cluster-wide canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and APIs; Gemma config inconsistency vs. Qwen composite-config unwrapping." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and Fuyu exception-handling bug are unrelated code paths." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset script failure vs. unrecognized model/config loading error." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Specific model load failure vs. backend registration/import_utils error." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states regression vs. generic ModelOutput key bookkeeping bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen, but one is a load-time shape mismatch and the other is a save_pretrained regression." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output-field mix-up vs. Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update bug vs. metric gathering on tuple labels." + }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Both mention regressions around forward/attention behavior, but one is CLIPVisionModel hidden_states being None and the other is torch.compile branching causing diverging attention kernels; different code paths and failure modes." + "reason": "CLIP output regression vs. attention-kernel divergence under torch.compile." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "resume_from_checkpoint key mismatch is a checkpoint/state dict naming issue, while PPDocLayoutV3 CPU vs CUDA differences are numerical/device divergence; not the same bug." + "reason": "Checkpoint resume key mismatch vs. CPU/CUDA output divergence." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py failing is a script/runtime problem, while Qwen2 tp causing OOM is a model-loading memory footprint issue; they are not the same underlying defect." + "reason": "Parallel script execution problem vs. tensor-parallel OOM on a specific model." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Both involve loading models, but one is tensor-parallel OOM for Qwen2-57B-A14B-Instruct and the other is a key error for MobileLLM-125M; unrelated failures." + "reason": "Different load failures: OOM under tp vs. key error on model load." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile with SDPA on Bamba-9B-v2 is an execution/graphing issue, not the same as a checkpoint key mismatch on resume_from_checkpoint." + "reason": "torch.compile/SDPA bug vs. checkpoint resumption key mismatch." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Trainer GPU broadcast NoneType errors are different subsystems and distinct failure modes." + "reason": "Flash Attention 2 support issue vs. Trainer broadcast NoneType error." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is a quantization-save issue, while 45698 is wrong custom module resolution after save_pretrained; different bugs." + "reason": "Both touch save/load, but dequantized saving and wrong custom-module reload are different bugs." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "top_k changing pipeline output shape is an API/return-format issue; AutoModel missing PyTorch is an environment import error, not a duplicate." + "reason": "Pipeline output nesting bug vs. missing PyTorch dependency error." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch in bark-small is a device placement bug, not the same as checkpoint key mismatch when resuming training." + "reason": "CPU offload device mismatch vs. checkpoint key mismatch." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length behavior for DeBERTa-V3 and missing transformers.onnx are unrelated configuration vs import/package issues." + "reason": "model_max_length behavior vs. missing transformers.onnx module." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "processor.tokenizer/image-to-tokenizer regression in v4.57.5 and a misleading pipeline translation error message are different regressions in different code paths." + "reason": "Custom processor/tokenizer regression vs. incorrect pipeline error message." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Both involve multimodal model config inconsistencies, but one is processor.tokenizer/image passing regression and the other is eos_token_id mismatch; different concrete issues." + "reason": "Custom processor/tokenizer regression vs. Gemma eos_token_id config inconsistency." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch and Whisper empty transcription after align_special_tokens are separate tokenizer/generation bugs." + "reason": "Different models and symptoms: Gemma eos_token_id config vs. Whisper empty transcription generation." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing is_falcon_mamba_ssm_available export and kernels v0.15 requiring version/revision are both import-time issues, but they involve different packages and root causes." + "reason": "Missing utility symbol vs. kernels package version/revision import failure." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and cache lazy initialization causing recompilation are both compile/cache-related, but not the same behavior or fix." + "reason": "Compiled-forward inconsistency vs. chunked-prefill cache recompilation." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "patchtsmixer post_init allowance and non-persistent buffers filled with junk are unrelated model-initialization/config regressions." + "reason": "PatchTSMixer post_init validation vs. non-persistent buffer initialization." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different model-family issues with different symptoms." + "reason": "Config API discrepancy vs. vision preprocessor/model dtype mismatch." }, { - "left": "issue:43316", - "right": "issue:46821", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "Gemma3TextConfig API mismatch and TimesFM window_size AttributeError are unrelated config/API bugs." + "reason": "Backend install metadata issue vs. Gemma config API inconsistency." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency and sinq quantized save/load breakage are different serialization/config problems." + "reason": "eos_token_id config mismatch vs. quantized save/load breakage." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Transformers 5.0.0 breaking custom model initialization and GPTNeoX rotary_pct not persisting are distinct config-loading regressions." + "reason": "Custom model initialization regression vs. GPTNeoX rotary_pct reload bug." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModel loading and an unrecognized model/config.json error are different model-loading failures." - }, - { - "left": "issue:45803", - "right": "issue:46365", - "accept": false, - "reason": "FuyuBatchFeature swallowing KeyboardInterrupt is a code-path exception-handling bug, while Trainer import failing until datasets is uninstalled is an environment/package conflict." - }, - { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "ESM2 being broken and janus test_model_generate_images failure are unrelated model/test failures." - }, - { - "left": "issue:43404", - "right": "issue:43441", - "accept": false, - "reason": "Mistral3 lm_head weight tying affects image-text generation behavior; Ministral-3 FlashAttention failure is an attention-kernel compatibility issue." - }, - { - "left": "issue:45632", - "right": "issue:46424", - "accept": false, - "reason": "trust_remote_code cache path collisions and max_cache_length only honored for Quantized Cache are both cache-related, but one is a path collision bug and the other is a config-option propagation bug." - }, - { - "left": "issue:44242", - "right": "issue:46894", - "accept": false, - "reason": "Load balancing loss not added when output_router_logits=False and CohereASR training-loss double-shift are both training-loss bugs, but they affect different mechanisms and fixes." - }, - { - "left": "issue:44610", - "right": "issue:46369", - "accept": false, - "reason": "OmDet-Turbo processor producing 640px inputs vs model expecting 224px is an image-size preprocessing mismatch; sam3-litetext memory overflow is a resource usage issue." - }, - { - "left": "issue:45803", - "right": "issue:46170", - "accept": false, - "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to Windows/ROCm import errors caused by torch.distributed dependency." + "reason": "gguf_file-specific tokenizer/model loading vs. generic unrecognized model config error." } ] }, @@ -11466,7 +11312,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:35141", "issue:41950", @@ -11474,6 +11320,8 @@ "issue:43065", "issue:43352", "issue:43388", + "issue:43404", + "issue:43441", "issue:43475", "issue:43504", "issue:43525", @@ -11483,255 +11331,249 @@ "issue:43650", "issue:43673", "issue:43688", + "issue:44162", "issue:44190", + "issue:44242", "issue:44514", "issue:44534", + "issue:44610", "issue:44617", "issue:44734", "issue:44743", "issue:44792", - "issue:44855", - "issue:44869", "issue:44913", "issue:44964", "issue:44977", - "issue:45072", "issue:45127", "issue:45200", - "issue:45245", "issue:45406", "issue:45542", - "issue:45584", - "issue:45588", "issue:45600", "issue:45632", "issue:45698", - "issue:46082", + "issue:45803", + "issue:46170", "issue:46178", "issue:46202", "issue:46234", - "issue:46617", - "issue:46640", - "issue:46697", - "issue:46832", - "issue:46858", - "issue:46932" + "issue:46365", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46894" ], "soft_pairs": [ + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:44242|issue:46894", + "issue:44610|issue:46369", + "issue:45803|issue:46170", "issue:43065|issue:44617", "issue:43540|issue:44514", "issue:45542|issue:46234", "issue:43650|issue:46202", "issue:43504|issue:45698", - "issue:43572|issue:46178", "issue:44792|issue:44977", + "issue:43572|issue:46178", "issue:44792|issue:45600", "issue:45127|issue:45200", "issue:43388|issue:43688", "issue:43673|issue:44743", "issue:43352|issue:46640", - "issue:43525|issue:43531", "issue:44534|issue:44913", "issue:41950|issue:43475", + "issue:43525|issue:43531", "issue:44190|issue:44964", "issue:35141|issue:42490", - "issue:44734|issue:45406", - "issue:45072|issue:46932", - "issue:45632|issue:46617", - "issue:44869|issue:46832", - "issue:44855|issue:45588", - "issue:46082|issue:46697", - "issue:45245|issue:46858", - "issue:44617|issue:45584" + "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "19c2297a7d59ead90c136766bc48909ea63b1f7986d9052b87d864885bfc63a1", + "prepared_review_unit_hash": "c9b80adf320fd7bc33cba073f8b6f6c7ca29a530c1fd20a7733c6fc0eefdc0f7", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 35271, - "estimated_input_tokens": 8818, - "estimated_eval_tokens": 17892 + "serialized_chars": 34482, + "estimated_input_tokens": 8621, + "estimated_eval_tokens": 17498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with one plausible duplicate thread around `trust_remote_code` cache-path handling. Most other pairs are only loosely related by subsystem and should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "`issue:45632` is the clearest root-cause description in the only plausible duplicate thread: cache-path resolution for `trust_remote_code` models. It best represents the shared bug surface with `issue:46617`.", + "summary": "These issues are mostly unrelated standalone bugs. A few share broad themes (imports, cache, flash-attention), but none appear to be the same concrete underlying bug or change, so I\u2019d reject all soft-duplicate candidates.", + "confidence": 0.9, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "`issue:45632` is the strongest global issue anchor because it is the most specific, root-cause-oriented cache-path report and has the clearest duplicate counterpart in this set.", + "best_issue_reason": "No single canonical issue stands out because the set is heterogeneous; if one issue must anchor the cluster, 45698 is the strongest standalone report by engagement and specificity, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Both involve import/runtime failure, but one is a bare-except bug in tensor conversion and the other is a Trainer import conflict with datasets; different code paths and fixes." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different models and failures: ESM2 is broken vs a Janus image-generation test failure; no shared underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs Ministral-3 FlashAttention 2 support failure; separate model issues and remedies." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length handling; distinct cache subsystems." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both concern training loss, but the bug mechanisms differ (router/load-balancing loss vs double-shift in ASR training)." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: processor output size mismatch vs memory overflow on sam3-litetext." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Import-related, but one swallows interrupts/errors and the other is a Windows/ROCm torch.distributed dependency problem." + }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Different bugs: a dummy conv layer in Sam3PixelDecoder vs a CUDA OOM in Sam3Video." + "reason": "Sam3 family, but one is a dummy Conv2d/pixel decoder implementation issue and the other is an OOM problem." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both involve video/multimodal flows, but one is a Qwen3OmniMoe video-input validation error and the other is batched chat-template padding behavior." + "reason": "Both are multimodal input issues, but one is Qwen3OmniMoe video input validation and the other is Qwen2_5_VL batched chat-template padding behavior." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Unrelated import/backends problems: TensorFlow/tensorboard backend detection vs a missing `is_falcon_mamba_ssm_available` symbol." + "reason": "Both are dependency/import issues, but they affect different backends and symbols; not the same defect." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "No shared underlying bug; one is a vague data request and the other is a Gemma token roundtrip issue." + "reason": "No meaningful overlap: placeholder issue vs Gemma pipeline roundtrip bug." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both concern model loading, but the concrete failures differ: legacy field handling vs wrong custom module selection after save/load." + "reason": "Pretrained preset legacy-field load failure vs wrong custom module loaded after save/load; related to loading, but not the same bug." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Different problems: a missing config field after v5 update vs an unsupported backend entry (`tensorflow_text`)." + "reason": "A test failure for Janus is not the same as Qwen3.5 flash-attention generation breakage." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Different models and failure modes: janus image-generation test failure vs Qwen3.5 flash-attention generation bug." + "reason": "Pad token config regression and tensorflow_text backend registration error are unrelated." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "CI/test failure versus auto-mapping references to removed configs; not the same underlying change or bug." + "reason": "Janus image-generation test failure vs auto_mappings referencing removed Sam3LiteText configs; different areas and fixes." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Both touch model setup, but one is LoRA/vocab collapse and the other is a Gemma 4 multimodal token-id defaulting issue." + "reason": "Both touch model inputs/weights, but one is LoRA merge with extended vocab and tied embeddings, the other is Gemma4 mm_token_type_ids defaulting." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training bugs: metric gathering drops labels vs auxiliary-loss normalization." + "reason": "Different bugs: metric gathering drops tuple labels vs auxiliary-loss normalization in MoE models." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache/state handling, but the concrete failures and code paths are different enough that they are not the same bug." + "reason": "Both involve cache/state, but one is GenerationMixin chunked-prefill cache plumbing and the other is recurrent-state reset in a specific Qwen module." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Too broad to merge: one is a Nemotron-specific FA2 support error, the other is a generic flash-attention issue with no concrete shared code path." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Different config/model bugs: missing `pad_token_id` in Llama4Config vs sliding-window behavior in Qwen3-MoE." + "reason": "Both mention Flash Attention 2, but one is explicit unsupported-model gating and the other is a generic flash-attention issue with no concrete same code path." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Both are configuration/state related, but one is about non-persistent buffers being initialized with junk and the other about `rotary_pct` not persisting on reload." + "reason": "Non-persistent buffer junk values vs rotary_pct not persisting on reload; different persistence bugs." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Related only by processor/vision area; one is wrong processor selection, the other is a missing output attribute in SAM 3 video." + "reason": "Video-classification processor mismatch vs Sam3VisionEncoderOutput missing attribute; different components and symptoms." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different loading failures: a local dataset issue in a training script vs a model-load failure for Phi-4 multimodal." + "reason": "Local dataset loading in a training script vs loading a specific multimodal model; not the same defect." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Unrelated: embedding reinitialization after resize vs an import warning from a trailing-slash local model path." + "reason": "Token-embedding resize/reinit bug and trailing-slash local-model import warning are unrelated." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Distinct serve/multimodal crashes: KV-cache continuation tensor indexing vs missing `_tokenizer` on Gemma4Processor." - }, - { - "left": "issue:45072", - "right": "issue:46932", - "accept": false, - "reason": "Different dtype issues in different contexts; one is a CI inference mismatch, the other is quantized Gemma4 embedder casting." - }, - { - "left": "issue:45632", - "right": "issue:46617", - "accept": true, - "reason": "Both point to the same `trust_remote_code` cache-path bug surface: a bad cache path/collision can plausibly produce the reported `FileNotFoundError`." - }, - { - "left": "issue:44869", - "right": "issue:46832", - "accept": false, - "reason": "Different model families and failures: Whisper word-timestamp decoding vs RT-DETR feature-level handling." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 parse/import failure is unrelated to a flash-attention crash on `s_aux=None`." - }, - { - "left": "issue:46082", - "right": "issue:46697", - "accept": false, - "reason": "Unrelated model issues: LlamaConfig validation vs Swin2SR over-padding." - }, - { - "left": "issue:45245", - "right": "issue:46858", - "accept": false, - "reason": "Different low-level bugs: category-count overflow vs device-tensor slice arithmetic in static cache prefill." - }, - { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "Different SAM3 OOM vs Whisper empty-transcription failure; only the general ML domain overlaps." + "reason": "KV-cache continuation tensor indexing crash vs missing _tokenizer on Gemma4Processor; different code paths and fixes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:45632 vs issue:46617, is plausibly the same trust_remote_code cache-path failure surface. The other rejections are cautious and supported by the issue titles, with no obvious overstatement." - }, - "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 }, @@ -11746,7 +11588,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:25251", "issue:27957", @@ -11755,17 +11597,16 @@ "issue:39692", "issue:41720", "issue:43065", - "issue:43295", "issue:43335", "issue:43550", "issue:43644", "issue:43673", "issue:43827", + "issue:43854", "issue:43931", "issue:43994", "issue:44060", "issue:44077", - "issue:44112", "issue:44190", "issue:44242", "issue:44464", @@ -11773,34 +11614,42 @@ "issue:44610", "issue:44617", "issue:44734", - "issue:44779", + "issue:44792", "issue:44855", + "issue:44869", "issue:44877", "issue:44913", "issue:44933", - "issue:45127", + "issue:45072", "issue:45245", - "issue:45276", - "issue:45290", - "issue:45357", "issue:45362", "issue:45381", "issue:45563", "issue:45584", "issue:45588", - "issue:45600", + "issue:45632", + "issue:46082", "issue:46369", "issue:46421", - "issue:46489", - "issue:46655", - "issue:46752", + "issue:46617", + "issue:46697", + "issue:46832", + "issue:46858", "issue:46897", + "issue:46932", "issue:47013" ], "soft_pairs": [ + "issue:45072|issue:46932", + "issue:45632|issue:46617", + "issue:44855|issue:45588", + "issue:46082|issue:46697", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:44617|issue:45584", "issue:43827|issue:43994", - "issue:29870|issue:35141", "issue:43673|issue:46421", + "issue:29870|issue:35141", "issue:43931|issue:44060", "issue:43644|issue:44913", "issue:44242|issue:46897", @@ -11816,216 +11665,220 @@ "issue:43065|issue:44610", "issue:43335|issue:44190", "issue:45588|issue:47013", + "issue:43854|issue:44792", "issue:44617|issue:46369", "issue:39692|issue:44190", - "issue:44464|issue:45563", - "issue:45127|issue:45357", - "issue:45381|issue:46655", - "issue:43295|issue:45276", - "issue:44112|issue:45600", - "issue:44779|issue:46489", - "issue:45290|issue:46752" + "issue:44464|issue:45563" ], - "prepared_review_unit_hash": "a977f79ee9dfb258c11fa6b34afd4802c1a8d9e1aeba3196b2215d1de12fc7e4", + "prepared_review_unit_hash": "4b4b3d0424f643de6115204cad11f719494bbbfab0177b1462e9bba284423955", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35923, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "soft_pair_count": 29, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are thematically related but not the same underlying bug. The only strong duplicate-level match is the DeepSeek tokenizer regression pair; the rest differ in concrete failure mode, model, or code path.", - "confidence": 0.87, - "canonical_issue_reason": "issue:44779 is the broadest/root report for the DeepSeek tokenizer regression in v5, and issue:46489 reads like a narrower follow-up that explicitly calls out a gap in the prior fix.", + "summary": "No soft-edge pair looks like a strict duplicate; the set is mostly unrelated model-specific bugs, docs regressions, and generation/cache issues. The best single issue anchor here is the broad Transformers 5.0.0 non-persistent-buffer regression.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43644 is the broadest, most infrastructure-level bug in the set and reads like a reusable root-cause anchor rather than a model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the best anchor because it states the regression plainly, is broader in scope, and can subsume the later DeepSeek-Coder v1 follow-up.", + "best_issue_reason": "issue:43644 is the best overall duplicate anchor because it describes a repo-wide regression with likely downstream symptoms across many models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Both mention pipelines, but one is a docs/API-removal problem and the other is a model/output correctness issue for SigLIP2; different bugs." + "reason": "Both are dtype/quantization-related, but they involve different models and different failure modes, so they do not look like the same bug." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code caching, but one is a leaf-directory collision and the other is a cache FileNotFoundError; the underlying bugs differ." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "These are unrelated failures: a Python 3.13 parsing/import issue versus a flash-attention attribute error." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "One is a config validation problem in LlamaConfig; the other is an image preprocessor padding bug in Swin2SR." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are entirely different code paths and bugs." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "A category-cardinality runtime error is unrelated to the cache seq_length tensor/device arithmetic issue." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same underlying problem as Whisper empty-transcription handling." + }, + { + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "One is a BART generate() decoder mask bug, the other is a resize_token_embeddings/post_init weight reinit bug; not the same code path." + "reason": "One is a docs reference stale after pipeline removals; the other is a model/pipeline correctness bug." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both involve chunked prefill/cache behavior, but one is missing cache state and the other is spurious recompilation from lazy initialization; adjacent, not duplicate." + "reason": "Both involve chunked prefill/cache, but one is a missing cache regression and the other is a recompilation issue from lazy initialization." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart decoder kwargs initialization and embedding reinitialization in post_init are different defects." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Weight-shape mismatch on Qwen3-VL loading is a different failure from the Qwen3-Next tied-weights warning bug." + "reason": "A weight-shape mismatch on model load is not the same as an incorrect tied-weights warning." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "A generic non-persistent-buffer junk-fill regression is not the same as GPTNeoXConfig's rotary_pct reload defaulting." + "reason": "General buffer initialization corruption and GPTNeoX config reload behavior are unrelated." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "These are both training-loss issues, but they affect different models and different loss computation paths." + "reason": "These are different loss-accounting bugs in different models, not the same concrete change." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Top_k nested-list output from pipeline is unrelated to XLMRoberta Flash Attention 2 support." + "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention support are unrelated." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning in paged generate() is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "A stale warning in paged generate is unrelated to Whisper empty-transcription failure." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A nonexistent image_utils import is a different issue from Qwen3.5 chat crashes." + "reason": "A missing import and a Qwen3.5 chat crash are not the same bug." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer config construction and Python 3.13 IndentationError on import are unrelated bugs." + "reason": "SwitchTransformers sparse-layer creation and a Python 3.13 import parse failure are unrelated." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init handling in patchtsmixer is not the same as strict-config loading for granite_speech." + "reason": "One is about an optional post_init policy, the other about strict config loading; they do not share the same defect." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen video vision_position_ids regression and Sam3-LiteText memory overflow are different code paths." + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are unrelated." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA model failure and local dataset loading failure are unrelated." + "reason": "torch.compile/SDPA failure and local dataset loading failure have no shared underlying bug." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert has nothing in common with the 2^24 category limit error." + "reason": "Device-map CUDA asserts and a categories-limit runtime error are unrelated." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression across Qwen models is different from KV-cache continuation tensor indexing in transformers serve." + "reason": "A video-input regression and a KV-cache continuation indexing crash are different code paths." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo's processor/model image-size mismatch." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as the OmDet-Turbo processor size mismatch." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Config sparsity construction and local dataset loading are unrelated failures." + "reason": "These issues concern different subsystems entirely." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Flash-attention sinkless-model AttributeError and xLSTM unpacking crash are different implementation bugs." + "reason": "Flash-attention sink handling and xLSTM state unpacking are unrelated implementation bugs." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "A GLM-4.7-Flash loading problem and a janus image-generation test failure are different issues." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Sam3Video OOM and Sam3-LiteText memory overflow are both memory-related but not the same bug." + "reason": "Both mention memory pressure, but one is an OOM symptom in video inference and the other is a model-specific overflow report." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to local dataset loading in the image-classification script." + "reason": "A SigLIP2 docs/model mismatch is not the same as a local dataset loader problem." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is not the same as a stale warning on num_return_sequences." - }, - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "LoRA merge collapse with extended vocab and Qwen3.5 visual-encoder save_pretrained regression are different model-state bugs." - }, - { - "left": "issue:45381", - "right": "issue:46655", - "accept": false, - "reason": "Qwen video vision-position regression and SmolVLM video padding calculation are different processor issues." - }, - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Processor/tokenizer API regression and gemma4 resize_token_embeddings not updating outputs are different bugs." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "GraniteSpeech CI stale device override and removed Sam3LiteText mappings are separate CI breakages." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Both report the same DeepSeek tokenizer regression in v5; 46489 explicitly describes a remaining gap in the prior fix." - }, - { - "left": "issue:45290", - "right": "issue:46752", - "accept": false, - "reason": "Assistant tool-call empty-content chat-template crash and empty-list chat-template IndexError are related only at a high level; not the same specific failure." + "reason": "Compiled-forward generation inconsistency and a stale warning about num_return_sequences are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge calls stay conservative. The only accepted duplicate-level pair, issue:44779 and issue:46489, is well-supported by the titles and the note that 46489 is a gap in the prior fix. No other pair is overstated as the same underlying bug." - }, - "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 }, @@ -12040,7 +11893,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:25251", "issue:27957", @@ -12048,34 +11901,33 @@ "issue:32090", "issue:35141", "issue:36246", - "issue:38617", "issue:41628", - "issue:41950", "issue:42175", "issue:42796", + "issue:43295", "issue:43404", "issue:43526", - "issue:43531", "issue:43540", - "issue:43582", "issue:43643", "issue:43673", "issue:43854", - "issue:44016", "issue:44112", "issue:44246", "issue:44279", - "issue:44295", "issue:44462", "issue:44496", "issue:44521", "issue:44734", "issue:44737", + "issue:44779", "issue:44938", "issue:44964", "issue:45003", + "issue:45127", "issue:45216", "issue:45276", + "issue:45290", + "issue:45357", "issue:45381", "issue:45542", "issue:45584", @@ -12086,26 +11938,33 @@ "issue:46082", "issue:46121", "issue:46234", - "issue:46506", + "issue:46489", + "issue:46655", "issue:46697", - "issue:46858", - "issue:46932" + "issue:46752", + "issue:46858" ], "soft_pairs": [ - "issue:43540|issue:44734", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:43295|issue:45276", + "issue:44112|issue:45600", + "issue:44779|issue:46489", + "issue:45290|issue:46752", "issue:43526|issue:46697", "issue:45276|issue:45584", + "issue:43540|issue:44734", "issue:44521|issue:45381", "issue:44737|issue:45803", - "issue:44462|issue:45907", "issue:25251|issue:29870", + "issue:44462|issue:45907", "issue:44938|issue:45542", "issue:43854|issue:44964", "issue:43673|issue:46858", "issue:44246|issue:45003", "issue:43643|issue:44496", - "issue:45632|issue:46234", "issue:44964|issue:45600", + "issue:45632|issue:46234", "issue:42175|issue:44279", "issue:27957|issue:35141", "issue:44112|issue:44964", @@ -12113,203 +11972,204 @@ "issue:36246|issue:41628", "issue:46082|issue:46121", "issue:32090|issue:35141", - "issue:43404|issue:45216", - "issue:36246|issue:38617", - "issue:43531|issue:45600", - "issue:44295|issue:46506", - "issue:41950|issue:44016", - "issue:43582|issue:46932" + "issue:43404|issue:45216" ], - "prepared_review_unit_hash": "0dd7132dc513c54371cc3b590beecc5610fc016d68419c5b7052a1b9df7c5a95", + "prepared_review_unit_hash": "21367d854fd4ca4034e2e6494965fc7a1a55ec833911d230e5afc85d3ee10367", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36089, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "soft_pair_count": 28, + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like the same underlying bug/change. The candidates span unrelated areas (generation, model loading, tokenizers, caches, CI, pipelines, and docs), so there is no clear duplicate cluster here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is a collection of mostly unrelated Transformer bug reports. The soft-similarity links are superficial and do not describe the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44521 is the most concrete and currently active bug report in the set, with multiple inbound references and a clear reproducible failure path; it is the best representative issue only in the sense of being the most actionable one here.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44521 is the strongest issue candidate overall because it is open, well-scoped, and has the most evidence of downstream impact among an otherwise heterogeneous group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern tied embeddings / save-pretrained behavior, but one is LoRA merge collapse and the other is Qwen3.5 checkpoint serialization; different failure modes and code paths." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both mention vision/video inputs, but one is wrong vision_position_ids in qwen2.5-vl and the other is padding calculation in SmolVLM's video processor." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve multimodal model saving/loading behavior, but one is a regression around processor.tokenizer and tokenizer images, while the other is resize_token_embeddings not updating Gemma4 weights." + }, + { + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Different failures: Qwen3OmniMoe video-input processing vs transformers serve KV-cache continuation indexing." + "reason": "CI failures only; one is a stale device override test, the other is an auto_mappings reference to removed configs. Different root causes." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer complaints, but one is a v5 regression and the other is a specific DeepSeek-Coder v1 gap in an earlier fix; not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes on edge cases, but one is tool-call assistant messages and the other is an empty list input." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different image-processor bugs on different models: label reduction vs over-padding." + "reason": "Both are image-processor padding/label handling issues, but one is reduce_labels returning a single label and the other is over-padding images in Swin2SR." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Unrelated model-specific embedding resize bug vs Whisper empty-transcription generation failure." + "reason": "Different model families and failures: Gemma4 embedding resize propagation versus Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are runtime ValueErrors in generation-like flows, but one is Qwen3OmniMoe video input validation and the other is transformers serve KV-cache continuation indexing." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Different multimodal issues with different symptoms and code paths: assistant masks vs vision_position_ids." + "reason": "Both touch multimodal chat/template flows, but one is assistant mask generation and the other is video vision_position_ids; not the same defect." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU tensor allocation bug is unrelated to Fuyu's broad exception handling." + "reason": "XLNet CPU tensor allocation bug versus Fuyu batch feature exception masking; unrelated code paths." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "Tokenizer file selection bug is unrelated to list_repo_files revision forwarding." + "reason": "One is pipeline output nesting with top_k; the other is BART generate() decoder_attention_mask initialization. Different subsystems and symptoms." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Pipeline output nesting bug is unrelated to Bart decoder_attention_mask initialization." + "reason": "Both relate to repo/file listing, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure is unrelated to missing TensorFlow backend dependency handling." + "reason": "Python 3.14 import failure versus a backend-installation mismatch between tensorboard and TensorFlow; not the same problem." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading regressions affecting different models and likely different failing code paths." + "reason": "Both are model-loading failures, but one is GLM-4.7-Flash unit test loading and the other is Phi-4 multimodal model loading; distinct causes." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both cache-related, but one is a missing cache API in v5 chunked prefill and the other is device-tensor arithmetic in static cache." + "reason": "Both mention cache behavior, but one is missing GenerationMixin cache in v5 chunked_prefill and the other is device-tensor seq_length arithmetic in static cache under torch.compile." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import latency complaint is not the same bug as unsafe sys.modules access." + "reason": "Import latency issue versus unsafe sys.modules access in modeling_utils; different bug class and fix." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Different config-loading problems: missing fields with trust_remote_code vs missing model_type in config.json." + "reason": "Different config-loading failures: missing fields with trust_remote_code versus unrecognized model_type in config.json." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Cache-path collision for local models is unrelated to missing import_utils availability helper." + "reason": "Model loading regression versus CI breakage from stale auto_mappings references; unrelated artifacts." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Different failures: model loading regression vs stale auto_mappings reference breaking CI." + "reason": "One is a trust_remote_code cache-path collision, the other is a missing utility export. No shared underlying bug." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "General dependency/install mismatch is too broad and does not match the specific TensorFlow-backend packaging bug." + "reason": "Packaging/install dependency complaint versus generic dependency issue; titles and likely causes are too broad and not the same concrete defect." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention support issue is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to post_init reinitializing output embeddings after resize_token_embeddings." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + "reason": "Stale CI device override test and model-loading failure are unrelated; only both are test/CI-visible." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to multimodal chat-template assistant masks." + "reason": "Tokenizer BPE-marker handling for Ministral-3-8B-Instruct is unrelated to multimodal assistant mask generation." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Specific missing class in qwen2_5_vl is not the same as the top-level AutoImageProcessor import failure." + "reason": "Different import errors for different symbols and modules: Qwen2_5_VLImageProcessor versus AutoImageProcessor." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama config head_dim validation is unrelated to rope parameter list typing." + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are separate configuration-validation bugs." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to output embedding reinitialization after resize." + "reason": "Trainer GPU broadcast NoneType error versus embeddings reinitialization after resize; no common code path." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight-tying bug in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." - }, - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Both are import errors, but for different symbols and different modules with no shared code path shown." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to auto_mappings CI breakage." - }, - { - "left": "issue:44295", - "right": "issue:46506", - "accept": false, - "reason": "position_ids buffer access bug is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification pipeline bug is unrelated to a notebook syntax error." - }, - { - "left": "issue:43582", - "right": "issue:46932", - "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Both are Qwen3.5-related regressions, but one is untied lm_head weights in generation and the other is incorrect save_pretrained checkpoint contents." } ] }, @@ -12331,16 +12191,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ - "issue:39692", + "issue:36246", + "issue:38617", + "issue:41950", "issue:42907", "issue:43295", - "issue:43299", "issue:43381", "issue:43441", "issue:43479", "issue:43526", + "issue:43531", + "issue:43582", "issue:43650", "issue:43673", "issue:43824", @@ -12348,42 +12211,43 @@ "issue:43976", "issue:44016", "issue:44062", - "issue:44075", "issue:44220", "issue:44279", + "issue:44295", "issue:44327", "issue:44336", - "issue:44368", "issue:44496", "issue:44521", "issue:44683", - "issue:44779", "issue:44792", "issue:44933", "issue:44987", "issue:45042", "issue:45083", - "issue:45216", "issue:45335", "issue:45375", - "issue:45405", "issue:45446", "issue:45584", "issue:45588", "issue:45593", + "issue:45600", "issue:45759", - "issue:46082", "issue:46123", "issue:46369", - "issue:46399", "issue:46424", "issue:46506", "issue:46515", "issue:46693", - "issue:46752" + "issue:46752", + "issue:46932" ], "soft_pairs": [ + "issue:36246|issue:38617", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:41950|issue:44016", "issue:43673|issue:46424", + "issue:43582|issue:46932", "issue:43295|issue:45335", "issue:43650|issue:44220", "issue:43976|issue:44987", @@ -12400,245 +12264,230 @@ "issue:44496|issue:45759", "issue:43976|issue:44279", "issue:44792|issue:46424", - "issue:44016|issue:44062", "issue:43441|issue:45588", "issue:43824|issue:44933", - "issue:44279|issue:46515", + "issue:44016|issue:44062", "issue:44521|issue:46693", + "issue:44279|issue:46515", "issue:45335|issue:45584", "issue:46123|issue:46369", - "issue:44327|issue:46752", - "issue:43299|issue:45216", - "issue:44279|issue:45405", - "issue:46082|issue:46399", - "issue:43295|issue:44779", - "issue:39692|issue:43901", - "issue:44075|issue:44368" + "issue:44327|issue:46752" ], - "prepared_review_unit_hash": "d2ce2975146acd803fd652eb0cb7376f94ab5597ec6c97b1130c737c48a95a54", + "prepared_review_unit_hash": "fd54bdb82d082df8ac83db0b34dc9734b10fc007099bb062444d50997a325136", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36933, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36028, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated single issues. The only likely duplicate pair is the FlashAttention crash on sink-less models, where the Ministral-3 report appears to be a model-specific manifestation of the same `s_aux=None` code-path failure.", - "confidence": 0.66, - "canonical_issue_reason": "issue:45588 is the most concrete and general report: it names the failing code path (`integrations/flash_attention.py`), the trigger (`s_aux=None`), and the affected class of models (sink-less).", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports; none of the soft-edge pairs looks like the same underlying issue or change. No PRs are present, and if a representative issue is needed, issue 44521 is the strongest standalone bug report.", + "confidence": 0.95, + "canonical_issue_reason": "No clear duplicate cluster emerges from the candidates; 44521 is the most representative standalone issue because it is open, has inbound references, and describes a concrete multimodal bug with clear impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45588 is the best representative if these are clustered as duplicates, because it describes the underlying crash mechanism rather than a single model symptom.", + "best_issue_reason": "Issue 44521 is the best single issue to anchor the cluster: it is specific, reproducible, and more broadly impactful than the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they involve different missing symbols in different modules and unrelated code paths." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window bug; the other is an auto-mapping/config reference regression for Sam3LiteText. Different problems." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "A position_ids buffer read error is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification pipeline bug and a notebook syntax error are not the same underlying defect." + }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache behavior, but one is a GenerationMixin cache regression and the other is a cache-length config limitation; different bugs." + "reason": "Both mention cache behavior, but one is missing GenerationMixin cache during chunked prefill while the other is about max_cache_length only applying to quantized cache." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Gemma4 dtype casting in quantized embedders are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Multimodal processor/tokenizer regression vs T5Gemma embedding resize bug; no shared code-path or symptom." + "reason": "A processor/tokenizer regression is not the same as t5gemma resize_token_embeddings failing to update decoder.embed_tokens." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Completely unrelated titles and domains." + "reason": "The vague 'ADD THE DATA' issue does not match the fbank feature extraction error." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python support/version issue vs model loading failure; not the same defect." + "reason": "A packaging/Python version compatibility complaint is different from a model-loading failure for a specific repo on 5.1.0." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different models and different failures: helper output-length logic vs CPU/CUDA divergence." + "reason": "Different model families and different bugs: helper output lengths in qwen3_omni_moe vs CPU/CUDA result mismatch in PPDocLayoutV3." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + "reason": "A notebook syntax error is unrelated to the _torch_extract_fbank_features() failure." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config error vs PIL image processor torchvision requirement; different layers." + "reason": "An unrecognized-model config error is not the same as PIL image processors wrongly requiring torchvision." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Image processor label reduction bug vs docs mismatch in a pipeline API." + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both involve flex_attention, but one is a compiled-kernel failure and the other is a version-check/import bug; not clearly one bug." + "reason": "Both touch flex_attention, but one is a runtime failure on torch >= 2.9 and the other is an incorrect version check for an AuxRequest import; not the same code-path bug." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs/API wording issue vs model config loading failure; unrelated." + "reason": "Documentation mismatch for text classification does not match an unrecognized model/config loading error." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but one is about saving dequantized weights and the other is a FlashAttention runtime crash." + "reason": "Saving dequantized Ministral/Devstral models and a FlashAttention failure for Ministral-3 are different defects." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior vs D-FINE auxiliary-loss behavior; no overlap." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses when denoising is off are unrelated training/runtime behaviors." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache-related regression and terminal ANSI formatting are unrelated." + "reason": "Generation cache handling and ANSI logging output are unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs in different model families; similar shape but not the same underlying change." + "reason": "Both are multimodal config bugs, but they affect different models and different fields; not the same underlying issue." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "One is unrecognized-model loading, the other is `from_config` unwrapping of `text_config`; not the same bug." + "reason": "Unrecognized model loading and failing to unwrap text_config for composite multimodal configs are distinct loader problems." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version support issue vs generic dependency issue; no common code-path." + "reason": "A Python compatibility bug is not the same as a generic dependency issue." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus test failure is unrelated to cache-length config handling." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error vs `AddedToken` keyword collision; unrelated." + "reason": "A failed janus image-generation test and cache max length semantics are unrelated." }, { "left": "issue:43441", "right": "issue:45588", - "accept": true, - "reason": "Both point to the same FlashAttention failure on sink-less models; 43441 is a model-specific symptom, while 45588 names the underlying `s_aux=None` crash path." + "accept": false, + "reason": "Both mention flash attention, but they fail in different places and for different reasons." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different import failures from different modules; not duplicates." + "reason": "Different import errors from different symbols/modules; no shared code-path." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Generic dependency issue vs torch-version incompatibility; too broad and not the same bug." + "reason": "Notebook syntax failure and AddedToken keyword duplication are unrelated." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Chat-template mask bug vs FA2 long-context performance regression; unrelated behavior." + "reason": "Both concern multimodal generation, but one is a functional assistant-mask bug and the other is a performance regression in FA2 long-context generation." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency issue is not the same as a torch version incompatibility." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug vs Whisper empty-transcription generation failure; different code paths." + "reason": "A resize_token_embeddings wiring bug is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch flag logic vs SAM memory overflow; unrelated." + "reason": "MaskGenerationPipeline partial-batch handling and a sam3-litetext memory overflow are different failure modes." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA span decoding top-k bug vs empty-list chat-template crash; different APIs and failure modes." - }, - { - "left": "issue:43299", - "right": "issue:45216", - "accept": false, - "reason": "Different Qwen-related regressions affecting model loading vs checkpoint saving; not the same change." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Dependency issue title is too generic and does not match the PEFT version bump problem." - }, - { - "left": "issue:46082", - "right": "issue:46399", - "accept": false, - "reason": "Different model/config issues with different triggers and subsystems." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "Both are v5 regressions around tokenizer/processor behavior, but they affect different models and report different symptoms." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "Documentation examples with model/processor mismatch vs pipeline docs wording mismatch; not the same issue." - }, - { - "left": "issue:44075", - "right": "issue:44368", - "accept": false, - "reason": "SGD optimizer args vs tie_word_embeddings warning; unrelated." + "reason": "QA decode_spans top-k bounds and apply_chat_template empty-list IndexError are separate pipeline crashes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering summary is conservative and stays within the packet. The only accepted edge, 43441 \u2194 45588, is phrased as a likely duplicate rather than a certainty, and the other pairs are rejected with appropriately narrow reasoning. No obvious overstatement of evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12653,14 +12502,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:33290", + "issue:39692", "issue:41950", "issue:42796", - "issue:42994", + "issue:43295", "issue:43299", - "issue:43317", "issue:43381", "issue:43441", "issue:43479", @@ -12669,25 +12518,26 @@ "issue:43650", "issue:43653", "issue:43854", + "issue:43901", "issue:43976", "issue:44016", + "issue:44075", "issue:44242", + "issue:44279", "issue:44291", - "issue:44336", "issue:44351", + "issue:44368", "issue:44462", "issue:44466", "issue:44683", "issue:44779", "issue:45020", "issue:45081", - "issue:45103", "issue:45200", "issue:45216", "issue:45276", "issue:45278", "issue:45357", - "issue:45372", "issue:45405", "issue:45542", "issue:45588", @@ -12696,23 +12546,28 @@ "issue:45812", "issue:45823", "issue:45834", - "issue:45859", "issue:45907", "issue:46082", "issue:46209", + "issue:46399", "issue:46512", - "issue:46851", "issue:47000" ], "soft_pairs": [ + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:46082|issue:46399", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44075|issue:44368", "issue:42796|issue:43650", "issue:43577|issue:45216", "issue:44351|issue:45278", "issue:43976|issue:45405", "issue:46082|issue:46512", "issue:41950|issue:45020", - "issue:44779|issue:45812", "issue:43299|issue:45357", + "issue:44779|issue:45812", "issue:44466|issue:45276", "issue:43381|issue:47000", "issue:43299|issue:43854", @@ -12723,206 +12578,214 @@ "issue:43479|issue:43525", "issue:44462|issue:45081", "issue:44016|issue:44291", - "issue:44683|issue:45542", "issue:45588|issue:47000", - "issue:45081|issue:45907", + "issue:44683|issue:45542", "issue:43441|issue:45834", "issue:33290|issue:45656", - "issue:42994|issue:43317", - "issue:45103|issue:45372", - "issue:44336|issue:46851", - "issue:45859|issue:46851" + "issue:45081|issue:45907" ], - "prepared_review_unit_hash": "5bc45efc22a8b619ab3f86ea078cc4caae468e0808410a2316e0ba8d49527909", + "prepared_review_unit_hash": "84a494843c8b98e36c8311c30d8e3603da9846a6e09c25b8636392367fbfb030", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35856, - "estimated_input_tokens": 8964, - "estimated_eval_tokens": 18184 + "soft_pair_count": 29, + "serialized_chars": 36470, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; the soft pairs are loose thematic similarities, not true duplicates. No PRs are present, and I would not merge any of the proposed pairs.", - "confidence": 0.13, - "canonical_issue_reason": "Issue 45278 is the broadest user-facing regression report in the set and the closest thing to an umbrella issue, but the overall cluster is too mixed to treat as one duplicate family.", + "summary": "The set is highly heterogeneous; none of the soft-edge pairs look like the same underlying bug or change, so all are rejected. The most actionable standalone issue is the Qwen3.5 save_pretrained regression, but it is not a duplicate of the others.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45216 is the clearest, most concrete regression report in the set: it has a specific version cutoff, a user-visible failure, and a narrowly scoped fix target.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the best representative issue because it captures a wide upgrade regression with multiple import failures, making it more suitable as a cluster anchor than the narrower, model-specific reports.", + "best_issue_reason": "Issue 45216 is a strong triage anchor because it is specific, reproducible, and framed as a regression; the rest are mostly unrelated subsystems or vague reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen models, but one is a loading failure and the other is a save_pretrained regression affecting different code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated topics: a generic dependency issue versus a PEFT minimum-version bump." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different model families and failures: LlamaConfig validation versus Qwen3.5 rotary registration." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but they affect different models and distinct behaviors." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but one is about a SigLIP2 example and the other about pipeline docs wording/behavior." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Different problems: optimizer arguments being ignored versus a warning about tied embeddings in LoRA fine-tuning." + }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Different problems: tokenizer BPE-marker handling vs a vague data request." + "reason": "No underlying overlap; tokenizer BPE handling versus an unrelated placeholder issue." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Both involve dtype/serialization regressions, but they affect different models and different failure modes." + "reason": "Blip2 dtype propagation is unrelated to Qwen3.5 checkpoint serialization." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Related to import breakage, but one is a specific missing symbol and the other is a broad upgrade regression; not clearly the same bug." + "reason": "A specific missing import versus a broad import-error report after upgrade; not the same concrete bug." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility issue vs an unreleased dependency version bump; unrelated." + "reason": "Different versioning problems affecting different dependencies and runtimes." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Different configs and symptoms: head_dim validation vs stale config dtype." + "reason": "Both concern config values, but one is head_dim validation and the other is stale config.dtype after from_config." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Pipeline processor lookup bug vs remote_code breakage; different code paths." + "reason": "Video-classification processor lookup bug is unrelated to remote_code breakages." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and likely different root causes." + "reason": "Both are Qwen3.5/Qwen issues, but one is loading and the other is save_pretrained key serialization." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Loading failure for Qwen3VL MoE models vs save_pretrained key serialization for Qwen3.5; not the same issue." + "reason": "Different tokenizer regressions for different model families; not the same tokenizer bug." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied weights vs resize_token_embeddings not updating Gemma4 embeddings; different behaviors." + "reason": "AutoTokenizer serialization/selection issue is distinct from Gemma4 embedding resize behavior." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs RTDetrLoss infeasible cost matrix; unrelated." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to RTDetrLoss infeasibility." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model-loading regressions with different failure points." + "reason": "Different GLM/Qwen model-loading failures with no shared concrete code path." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration bug vs missing auxiliary losses in D-FINE." + "reason": "Tokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss handling." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Router-load-balancing loss bug vs Gemma 4 text-only token type defaults; different subsystems." + "reason": "MoE load-balancing loss logic is unrelated to mm_token_type_ids defaults." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Generic data request vs FP8 inference failure; no overlap." + "reason": "No substantive overlap; one is a placeholder title and the other is an FP8/B200 inference issue." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Processor selection bug vs Gemma4 device-mapping mismatch; different failure modes." + "reason": "Pipeline processor lookup bug is unrelated to Gemma4 PLE device placement." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config initialization bugs in different model families." + "reason": "Different config initialization bugs affecting different models and fields." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; distinct tokenizer-loading issues." + "reason": "AutoTokenizer ignoring tokenizer.json is not the same as a Mistral regex patch crashing on backend_tokenizer access." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights argument mismatch; unrelated." - }, - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Compiled flex_attention torch-version breakage vs TensorBoard/TF backend packaging issue." + "reason": "Notebook syntax error and init_empty_weights TypeError are entirely different issues." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "FlashAttention sink-less-model crash vs RTDetrLoss infeasible matrix; different code paths." + "reason": "FlashAttention sink-less model crash is unrelated to RTDetrLoss cost-matrix infeasibility." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer regex crash vs repo file listing not forwarding revision; unrelated." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to tensorboard/TensorFlow installation behavior." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention incompatibility for Ministral-3 vs Kosmos2.5 OCR long-input index error." + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are different model-specific bugs." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed/optimizer behavior, but one is OOM with Adafactor and the other is duplicate optimizer.step calls." - }, - { - "left": "issue:42994", - "right": "issue:43317", - "accept": false, - "reason": "Quantized model saving failure vs dequantized model loading/offload failure; opposite sides of the pipeline." - }, - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "Auto-docstring annotation handling bug vs Gemma 4 processor import failure; unrelated." - }, - { - "left": "issue:44336", - "right": "issue:46851", - "accept": false, - "reason": "ANSI output formatting issue vs Qwen3.5 variable-length position_ids bug." + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer stepping." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "CPU-offload incompatibility in rotary embedding vs variable-length position_ids behavior; not the same bug." + "reason": "Tokenizer backend patch crash is unrelated to list_repo_files forwarding revision in a CI breakage." } ] }, @@ -12944,11 +12807,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:41628", "issue:42175", "issue:42796", + "issue:42994", + "issue:43317", "issue:43441", "issue:43525", "issue:43643", @@ -12967,7 +12832,6 @@ "issue:44246", "issue:44261", "issue:44263", - "issue:44297", "issue:44336", "issue:44373", "issue:44496", @@ -12976,17 +12840,17 @@ "issue:44671", "issue:44749", "issue:44779", - "issue:45083", + "issue:45103", "issue:45325", "issue:45362", + "issue:45372", "issue:45397", "issue:45542", - "issue:45561", - "issue:45563", "issue:45600", "issue:45712", "issue:45800", "issue:45823", + "issue:45859", "issue:46291", "issue:46399", "issue:46655", @@ -12995,6 +12859,10 @@ "issue:47000" ], "soft_pairs": [ + "issue:42994|issue:43317", + "issue:45103|issue:45372", + "issue:44336|issue:46851", + "issue:45859|issue:46851", "issue:44623|issue:44749", "issue:44261|issue:44263", "issue:45600|issue:45712", @@ -13006,227 +12874,223 @@ "issue:43723|issue:44162", "issue:43525|issue:43881", "issue:44186|issue:47000", - "issue:44016|issue:45823", "issue:43824|issue:43976", "issue:42796|issue:43441", + "issue:44016|issue:45823", "issue:45542|issue:45800", "issue:43525|issue:43643", "issue:44188|issue:44336", "issue:44589|issue:45362", - "issue:45325|issue:46851", "issue:46291|issue:46399", + "issue:45325|issue:46851", "issue:44336|issue:44373", "issue:46655|issue:46726", "issue:44246|issue:44496", "issue:41628|issue:43976", - "issue:43784|issue:45542", - "issue:45083|issue:46851", - "issue:44297|issue:45397", - "issue:46399|issue:46851", - "issue:45561|issue:45563" + "issue:43784|issue:45542" ], - "prepared_review_unit_hash": "29edde0f7f8ca07fced4c5ed4783bc6a29866842aae6f5bea829108efcee7dea", + "prepared_review_unit_hash": "4939814c938b5a2882ca46a0b14ccea6afe59fa8588f96f7e2582d94e46b96a4", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35759, - "estimated_input_tokens": 8940, - "estimated_eval_tokens": 18136 + "serialized_chars": 36378, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated import, packaging, tokenizer, model-specific, and docs/runtime issues. I did not find any soft pair that clearly looks like the same underlying bug/change, so no soft edges are accepted.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43824 is the strongest single representative: a high-engagement, user-facing import failure with a clear repro and broad impact, making it the most useful anchor in an otherwise mixed cluster.", + "summary": "The set is mostly a grab bag of unrelated Transformers issues with only superficial title overlap; none of the soft candidate pairs look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44246 is the broadest and most central-looking issue in the set, with the highest discussion activity and an import-path symptom that could plausibly relate to multiple adjacent reports, though the actual pairwise overlaps are still too weak to merge.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best issue candidate for triage because it is concrete, high-signal, and has stronger discussion/inbound references than most others here.", + "best_issue_reason": "issue:44246 is the best single representative issue here because it is generic, high-traffic, and more cluster-central than the model-specific or environment-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto; different failure modes and code paths." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and a Gemma 4 processor import dependency error are unrelated subsystems." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Loading-report ANSI coloring and Qwen3.5 variable-length position_ids are unrelated bugs." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU offload in rotary embeddings and the other is variable-length position_ids; not the same bug." + }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Different bugs: missing save_pretrained files vs a tokenizer/data-filtering slowdown. No shared code-path." + "reason": "Saving processor files and a data-filtering slowdown after upgrade are unrelated issues." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Unrelated model internals: RMS norm config precision issue vs torch.split return handling." + "reason": "These are different model internals with different symptoms: missing rms_norm_eps precision drift versus torch.split return values." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are stale-artifact/CI-adjacent, but they target different files and failure modes (auto_mappings vs dummy_pt_objects)." + "reason": "Both touch repo-maintenance machinery, but one is stale auto_mappings references and the other is leftover dummy classes leaking into dir(); not the same defect." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Different packaging problems: missing TensorFlow in torch extra vs Python-version compatibility." + "reason": "Packaging/backends vs Python version compatibility; same general area, but not the same underlying bug." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different regressions: CamemBERT MLM outputs vs Deepseek tokenizer behavior." + "reason": "CamemBERT masked-LM prediction drift and DeepSeek tokenizer output errors are model-specific and unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Different model/load paths: processor save_pretrained artifact loss vs Gemma-4 ZeRO3 from_pretrained." + "reason": "Missing processor save files and Gemma-4 zero3 loading failure are different stages of different workflows." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for a pipeline option vs intermittent slow import. Not the same issue." + "reason": "Docs drift for return_all_scores and intermittent slow import are unrelated." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Different execution paths: generation cache during chunked prefill vs CLIPVisionModel hidden_states output." + "reason": "Chunked-prefill cache regression and CLIPVision hidden_states regression are separate model/runtime issues." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Different failures: AutoTokenizer loading regression vs ESM2 model breakage." + "reason": "Tokenizer loading regression and ESM2 breakage are different models and different failure points." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and different missing fields/errors." + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure do not point to the same code path." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Different subsystems: tokenizer batching/NER crash vs RTDetrLoss infeasible cost matrix." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch are unrelated." + "reason": "Tokenizer padding/truncation crashes and RTDetrLoss infeasible cost matrix are unrelated model components." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for a specific class vs Python version support; unrelated root causes." + "reason": "A specific Qwen2.5-VL import/export issue and a Python-version compatibility problem are not the same bug." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same model family, but tokenizer BPE handling and FlashAttention crash are distinct bugs." + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different layers and likely separate fixes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error and Gemma4 device-mismatch during forward are completely unrelated." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Different installation/runtime issues: TensorFlow backend exposure vs torch/transformers incompatibility." + "reason": "TensorFlow backend packaging and torch/transformers version incompatibility are distinct environment issues." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both mention missing config fields, but the model/config contexts and concrete failures differ." + "reason": "A missing config attribute on Llama4 and trust_remote_code dropping fields are separate config-loading bugs." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence on torch.compile vs ANSI code emission in loading_report are unrelated." + "reason": "torch.compile attention-kernel divergence and ANSI escape generation in loading_report are unrelated." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Storage-object deserialization error vs Qwen3.5 chat loading crash; different code paths." + "reason": "Storage-object lookup failure and Qwen3.5 chat crash are different low-level/runtime problems." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Both involve position_ids/rope in Qwen models, but they are different models and different behaviors." + "reason": "Both involve kernels integrations, but one fails on importing pipelines due to version/revision requirements while the other fails in rotary embedding registration; not mergeable as one fix." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Both are kernels-related, but one is an import-time dependency requirement and the other is a registration/decorator crash." + "reason": "Both mention position_ids, but the first is a Qwen2.5-VL still-image temporal scaling bug and the second is a Qwen3.5 variable-length input bug." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Loading-report ANSI formatting vs a wrong docstring; no shared bug." + "reason": "ANSI code output and a wrong docstring for position_ids are unrelated." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Different processor bugs: video padding calculation vs missing vision-backend handling on AutoProcessor." + "reason": "Video-processor padding math and missing vision-backend image-processor handling are different processor bugs." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Intermittent slow import vs unrecognized model/config missing model_type. Not the same issue." + "reason": "Slow imports and an unrecognized model/config parsing error are not the same issue." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "ImportError for AutoImageProcessor vs Python version compatibility; unrelated." + "reason": "AutoImageProcessor import failure and Python 3.9/3.10 compatibility are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Importing sentence-transformers breaks for a different missing symbol than the TensorFlow backend/package issue." - }, - { - "left": "issue:45083", - "right": "issue:46851", - "accept": false, - "reason": "Both touch position-related helpers, but they are different models and different failure modes." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer metadata saved incorrectly vs Gemma-4 loading under ZeRO3; unrelated." - }, - { - "left": "issue:46399", - "right": "issue:46851", - "accept": false, - "reason": "Different Qwen3.5 failures: kernels registration crash vs variable-length position_ids behavior." - }, - { - "left": "issue:45561", - "right": "issue:45563", - "accept": false, - "reason": "pytest-xdist file race vs stale warning for num_return_sequences; no shared underlying bug." + "reason": "sentence-transformers import NameError and missing TensorFlow backend are distinct import-time failures." } ] }, @@ -13248,7 +13112,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:36246", "issue:41950", @@ -13267,26 +13131,26 @@ "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", "issue:44451", - "issue:44479", "issue:44485", "issue:44496", "issue:44779", "issue:44871", "issue:45003", "issue:45072", + "issue:45083", "issue:45103", "issue:45137", "issue:45292", "issue:45362", - "issue:45375", "issue:45397", "issue:45561", + "issue:45563", "issue:45588", "issue:45593", - "issue:45759", "issue:46132", "issue:46399", "issue:46506", @@ -13299,9 +13163,13 @@ "issue:46851" ], "soft_pairs": [ + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:46399|issue:46851", + "issue:45561|issue:45563", "issue:43526|issue:45003", - "issue:45103|issue:46399", "issue:45072|issue:46829", + "issue:45103|issue:46399", "issue:43540|issue:46752", "issue:42491|issue:43299", "issue:43531|issue:45362", @@ -13309,221 +13177,231 @@ "issue:44246|issue:44871", "issue:45588|issue:46851", "issue:44295|issue:45397", - "issue:45003|issue:46821", "issue:44242|issue:45593", + "issue:45003|issue:46821", "issue:44336|issue:44485", "issue:42886|issue:46132", "issue:43550|issue:46506", "issue:44779|issue:45292", - "issue:44451|issue:46752", "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:43901|issue:45003", + "issue:44451|issue:46752", "issue:43257|issue:45137", "issue:41950|issue:44220", "issue:43540|issue:46655", "issue:44496|issue:45003", "issue:45003|issue:45561", - "issue:43262|issue:44246", - "issue:45375|issue:45759", - "issue:44479|issue:46655" + "issue:43262|issue:44246" ], - "prepared_review_unit_hash": "9bdfac12c1b123168b69fdbfd93d93d05f39d5268682d98200b6dfc18e445a89", + "prepared_review_unit_hash": "d23ad338b1caa412579a33fb2f8a5214d95a7b98293cbe3be027cfe54d975af7", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35569, - "estimated_input_tokens": 8893, - "estimated_eval_tokens": 18042 + "soft_pair_count": 30, + "serialized_chars": 36093, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed pairs are mostly loose topical matches rather than true duplicates. I did not find any soft edge where the two issues clearly describe the same underlying bug or code path.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44479 is the strongest canonical anchor in this set because it describes a concrete, version-specific regression that affects multiple related Qwen video models and is well scoped.", + "summary": "The cluster is noisy and mostly heterogeneous: it mixes import/load errors, Qwen/Qwen-MoE model regressions, processor bugs, training-loss issues, and unrelated docs/test/reporting items. I do not see a single underlying bug/change that unifies the whole set, so the soft edges should all be rejected.", + "confidence": 0.37, + "canonical_issue_reason": "If a single anchor is needed, issue 45003 is the broadest low-level runtime bug here (unsafe `sys.modules` access) and is closest to the import/load-error subset, but it does not actually subsume the many unrelated model, processor, and docs issues in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best standalone issue here: it is specific, reproducible, and broad enough to represent a meaningful regression affecting several models, unlike the other mostly narrow or unrelated reports.", + "best_issue_reason": "Issue 45003 is the closest thing to a cluster anchor because it is a core library-internals bug with broad impact, but the set is too mixed to treat it as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Different bugs: BeitImageProcessorFast label reduction vs unsafe sys.modules access in modeling_utils." + "reason": "Different Qwen3-Omi-MoE helper/output-length bug vs Qwen3.5 variable-length position_ids crash; not the same code path." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save/load metadata mismatch is unrelated to the Gemma-4 Zero3 from_pretrained failure." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Apply-rotary-pos-emb registration/decorator crash is distinct from variable-length position_ids handling." + }, + { + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Both mention internal framework behavior, but one is auto-docstring parsing with future annotations and the other is Qwen3.5 kernel registration; different code paths." + "reason": "pytest-xdist file race is unrelated to the stale `num_return_sequences` warning in paged generate()." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT `reduce_labels` fast-processor bug is unrelated to unsafe `sys.modules` access in modeling_utils." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "Unrelated failures: dtype mismatch in model inference versus wrong hidden_states output in a video classifier." + "reason": "dtype mismatch in SwitchTransformers/TimmWrapperModel is a different failure than VideoPrism hidden_states wiring." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring future-annotations crash is unrelated to Qwen3.5 kernel registration/decorator issues." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Different areas: Qwen3OmniMoe video-input processing versus empty-list handling in apply_chat_template." + "reason": "Qwen3OmniMoe video-processing ValueError and empty-list chat-template IndexError are different bugs." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3/MoE loading regressions, but one is LoRA/accelerate/deepspeed compatibility and the other is direct Qwen3VL MoE loading; not the same bug." + "reason": "Both are Qwen-MoE loading regressions, but they affect different model families and likely different loading paths." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are separate model/runtime issues." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Qwen3.5 chat crash." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer language state is unrelated to from_pretrained behavior inside Python classes." + "reason": "Stale phonemizer backend state is a different bug than inconsistent from_pretrained behavior in Python classes." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Different failures: missing auxiliary loss when router logits are off versus inconsistent eos_token_id config in Gemma-3." + "reason": "Import-time slowdown is unrelated to the Gemma eos_token_id config mismatch." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Both touch Qwen3.5, but one is flash_attention sink handling and the other is variable-length position_ids; not the same code path." + "reason": "Flash-attention `s_aux=None` crash is a different code path from variable-length Qwen3.5 inputs." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "A position_ids buffer access error and a gemma-4 ZeRO3 from_pretrained issue are unrelated." + "reason": "Position_ids buffer-access bug is unrelated to Gemma-4 Zero3 from_pretrained failure." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Different subsystems entirely: sys.modules access in modeling_utils versus TimesFM window_size handling." + "reason": "Different auxiliary-loss issues in different models; not the same concrete bug." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Both concern losses being skipped, but they are different models and different conditions; not one concrete defect." + "reason": "Unsafe `sys.modules` access is unrelated to TimesFM `window_size` AttributeError." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI color output in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "ANSI-code output in loading_report is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior changes are unrelated." + "reason": "Offline cache loading failure is unrelated to AttentionInterface.register changing function behavior." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Different failures: torch.compile+SDPA on Bamba versus CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to PPDocLayoutV3 CPU/CUDA divergence." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output regressions and resize_token_embeddings not updating output embeddings are separate issues." - }, - { - "left": "issue:44451", - "right": "issue:46752", - "accept": false, - "reason": "ScandiBERT loading failure is unrelated to empty-list chat template handling." + "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different packages; not the same underlying bug." + "reason": "Different missing-symbol import errors from different packages; same symptom, not same bug." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are distinct symbol/import problems." + "reason": "Different missing import symbols and different modules, so not a duplicate." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline is unrelated to sys.modules access safety." + "reason": "Docs mentioning return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model load failure for ScandiBERT is unrelated to empty-list chat-template crash." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque error; different failures." + "reason": "Qwen3 MOE weight conversion/loading issue is distinct from the ZeRO3 empty-deque IndexError." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor selection and audio fbank extraction are unrelated." + "reason": "Video-classification pipeline image-processor lookup is unrelated to `_torch_extract_fbank_features()`." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-input bugs, but they affect different models and different processing logic." + "reason": "Both involve video processing, but they are different bugs in different models and code paths." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized-model config loading and unsafe sys.modules access are unrelated." + "reason": "Missing model_type config error is a different loading problem than unsafe sys.modules access." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Generic import-safety issue versus pytest-xdist file race in testing utils." + "reason": "Runtime import internals bug is unrelated to the xdist captured_info.txt race." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default and expert load-balancing loss omission are unrelated." - }, - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Both concern Qwen multimodal configs, but one is a missing field dropped by strict config handling and the other is text_config unwrapping in from_config; different bugs." - }, - { - "left": "issue:44479", - "right": "issue:46655", - "accept": false, - "reason": "Both are video regressions, but the affected models and failure mechanisms are different; not the same concrete bug." + "reason": "Audio chat-template sampling-rate default is unrelated to Moe load-balancing-loss handling." } ] }, @@ -13545,18 +13423,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:29870", "issue:30333", "issue:36246", "issue:42199", - "issue:42886", "issue:43295", "issue:43352", "issue:43475", "issue:43526", - "issue:43540", "issue:43596", "issue:43653", "issue:44038", @@ -13576,7 +13452,6 @@ "issue:44987", "issue:45137", "issue:45200", - "issue:45229", "issue:45250", "issue:45292", "issue:45335", @@ -13584,12 +13459,14 @@ "issue:45412", "issue:45459", "issue:45600", + "issue:45759", "issue:45859", "issue:46123", "issue:46170", "issue:46369", "issue:46399", "issue:46506", + "issue:46655", "issue:46726", "issue:46851", "issue:46894", @@ -13597,6 +13474,8 @@ "issue:47000" ], "soft_pairs": [ + "issue:45375|issue:45759", + "issue:44479|issue:46655", "issue:44162|issue:45200", "issue:45859|issue:46399", "issue:45292|issue:47000", @@ -13610,8 +13489,8 @@ "issue:44877|issue:45375", "issue:44623|issue:46726", "issue:43526|issue:46897", - "issue:44987|issue:45459", "issue:44038|issue:46506", + "issue:44987|issue:45459", "issue:29870|issue:30333", "issue:44479|issue:46170", "issue:43526|issue:46894", @@ -13620,153 +13499,162 @@ "issue:44368|issue:44977", "issue:45412|issue:46123", "issue:43653|issue:44162", - "issue:43352|issue:45250", - "issue:42886|issue:45229", - "issue:44877|issue:46170", - "issue:43475|issue:43540" + "issue:43352|issue:45250" ], - "prepared_review_unit_hash": "fc7648eb25efd8c97ba9f69664eaa4fb56ddcbadcb7dfebdc00bba28861c0ca7", + "prepared_review_unit_hash": "81eb3622858ef347c6e7cb4e5112322cba84f1fe23adcc48989afcd1efd7bb0f", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36034, - "estimated_input_tokens": 9009, - "estimated_eval_tokens": 18274 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35261, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft edges look like false positives: the items span unrelated bugs across model families, tokenizer/config loading, and runtime errors. No pair is close enough to be the same concrete underlying issue, so none should be merged.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45292 is the most general, self-contained API-level bug in the set and the best representative anchor if one issue must be chosen.", + "summary": "The soft pairs are all false positives: they span different model families, configs, runtime environments, or failure modes rather than the same underlying bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "issue:46894 is the strongest standalone report here: it describes a concrete, reproducible training-loss double-shift bug with external references and clear scope, unlike the rest of the set which is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the cleanest model-agnostic report and the best dedupe anchor, even though it is not actually a duplicate of the others.", + "best_issue_reason": "issue:46894 is the most representative issue to anchor on because it is specific, actionable, and well-documented.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen config-related, but one is about a missing strict-schema field and the other about AutoModelForCausalLM unwrapping text_config; different bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video input regressions, but they affect different model stacks and the reported failures are not the same code-path problem." + }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "Different models and failures: ESM2 breakage vs Gemma4 mm_token_type_ids defaults." + "reason": "Unrelated models and symptoms: ESM2 is broken broadly, while Gemma 4 mm_token_type_ids defaults are a specific multimodal fine-tuning issue." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both involve Qwen3.5, but one is CPU-offload compatibility and the other is a registration/decorator crash; different bugs." + "reason": "Both are Qwen3.5-related, but one is CPU-offload compatibility in rotary embedding and the other is a kernel registration crash; not the same bug." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "resize_token_embeddings vs RT-DETR cost matrix infeasible are unrelated subsystems and symptoms." + "reason": "Completely different subsystems: token embedding resize vs RT-DETR loss infeasibility." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error is unrelated to the reported data-processing slowdown/regression." + "reason": "One is a position_ids buffer access error; the other is a performance slowdown after upgrading transformers." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and Sam3LiteText auto_mappings CI breakage are different code paths." + "reason": "DeepSpeed ZeRO3 deque exhaustion and broken auto_mappings references are unrelated failures." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Both mention SAM 3, but one is a missing attribute in video output and the other is a memory overflow in litetext." + "reason": "Different SAM 3 issues: missing output attribute vs memory overflow in sam3-litetext." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same bug as resize_token_embeddings not updating output embeddings." + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings behavior." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization inconsistency with tied weights is a different issue from resize_token_embeddings not affecting decoder.embed_tokens." + "reason": "Both mention tied/embedding weights, but one is serialization inconsistency and the other is resize propagation to decoder embeddings." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2_5_VL import failure and BertModel/deepspeed IndexError are unrelated." + "reason": "ImportError for Qwen2.5 VL image processor and a DeepSpeed/BertModel IndexError are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE load-balancing loss gating is unrelated to LwDetrImageLoss AMP/CUDA crashes." + "reason": "Mixture-of-experts load-balancing loss and RT-DETR AMP crash are different defects." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both touch config strictness, but they involve different models and different missing-field behaviors; not the same bug." + "reason": "Both touch strict config handling, but they concern different models and different missing/blocked fields." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files on save_pretrained is different from AutoProcessor backend-missing handling." + "reason": "Processor save_pretrained missing files and missing vision backend AutoProcessor error are separate save/load vs dependency issues." }, { "left": "issue:43526", - "right": "issue:46897", - "accept": false, - "reason": "BEiT Fast label reduction bug and Florence2 double-shift training-loss bug are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45459", + "right": "issue:46897", "accept": false, - "reason": "Model loading regression and protobuf-exception masking are different failure modes." + "reason": "Different bugs: BEiT reduce_labels returns one label, while Florence2 has a training-loss double-shift pattern." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + "reason": "Qwen3-VL-Moe compatibility with transformers 5.0 is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a model on transformers>=5.1.0 and protobuf-related tokenizer error masking are different issues." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError is unrelated to MLFlow job-status reporting." + "reason": "Bart generate() UnboundLocalError and MLflow job status reporting are unrelated." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression for Qwen models and Windows/ROCm torch.distributed import failure are different bugs." + "reason": "A video-input regression across Qwen VLMs is unrelated to Windows/ROCm torch.distributed import failures." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "BEiT Fast label handling and CohereASR double-shift loss are unrelated." + "reason": "Different model families and different bug types; only the broad theme of label handling/training loss is shared." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Tied-weights warning involving dt_bias and a patchtsmixer post_init restriction are not the same underlying issue." + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." }, { "left": "issue:42199", @@ -13778,13 +13666,13 @@ "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Tie_word_embeddings warning during LoRA fine-tuning is different from flash-attention generation failure." + "reason": "A tied-embeddings warning during LoRA fine-tuning is not the same as a flash-attention generation regression." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory lifecycle bug is unrelated to MaskGenerationPipeline partial-batch handling." + "reason": "RT-DETR GC/memory retention and mask pipeline batch handling are different bugs." }, { "left": "issue:43653", @@ -13796,25 +13684,7 @@ "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Model-specific Flash Attention 2 support gap is not the same as the generic flash-attention issue." - }, - { - "left": "issue:42886", - "right": "issue:45229", - "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." - }, - { - "left": "issue:44877", - "right": "issue:46170", - "accept": false, - "reason": "Strict config loading and Windows/ROCm dependency import failure are different code paths." - }, - { - "left": "issue:43475", - "right": "issue:43540", - "accept": false, - "reason": "SAM 3 Video attribute error and Qwen3OmniMoe video-input ValueError are different model bugs." + "reason": "A specific model lacking Flash Attention 2 support is not the same as a generic Flash Attention 2 issue." } ] }, @@ -13836,16 +13706,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ - "issue:28282", - "issue:30990", - "issue:42994", + "issue:42886", "issue:43065", "issue:43408", - "issue:43441", "issue:43475", - "issue:43482", + "issue:43540", "issue:43643", "issue:43646", "issue:43701", @@ -13862,9 +13729,11 @@ "issue:44623", "issue:44749", "issue:44871", + "issue:44877", "issue:44995", "issue:45103", "issue:45200", + "issue:45229", "issue:45375", "issue:45397", "issue:45478", @@ -13883,257 +13752,260 @@ "issue:46710", "issue:46726", "issue:46752", - "issue:46821", "issue:46832", - "issue:46858" + "issue:46858", + "issue:47020" ], "soft_pairs": [ - "issue:46170|issue:46832", + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:43475|issue:43540", "issue:45397|issue:45656", "issue:43065|issue:43408", + "issue:46170|issue:46832", "issue:43723|issue:46710", "issue:44368|issue:45563", - "issue:44995|issue:45200", "issue:43931|issue:44368", + "issue:44995|issue:45200", "issue:44188|issue:46202", "issue:45987|issue:46082", "issue:44483|issue:46202", "issue:43906|issue:46202", - "issue:44995|issue:45588", "issue:44188|issue:46421", + "issue: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:46752|issue:47020", "issue:44749|issue:45656", "issue:43701|issue:44749", "issue:43646|issue:44162", "issue:44871|issue:46132", "issue:44623|issue:45656", - "issue:43441|issue:46752", - "issue:43475|issue:43643", - "issue:42994|issue:43482", "issue:45375|issue:45478", - "issue:43475|issue:46821", - "issue:28282|issue:30990" + "issue:43475|issue:43643" ], - "prepared_review_unit_hash": "3c84c15928ab1d5198adfe7cc031e8a357a709cd47029d44ee3c3d718c67d0b8", + "prepared_review_unit_hash": "3b68582b99afdf9e7449ac41a904aeedd9b32443406809df6d48b59cff86ca23", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36804, - "estimated_input_tokens": 9201, - "estimated_eval_tokens": 18658 + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues span many unrelated regressions across model loading, caching, tokenization, pipelines, and backend-specific failures. None of the proposed soft pairs look like the same concrete bug/change under a strict duplicate triage standard.", - "confidence": 0.97, - "canonical_issue_reason": "issue:46858 is the most concrete and actionable report here: it names the exact failing path (_prefill), the broken contract (cache.get_seq_length()), and the affected scenario (static cache + torch.compile on non-CUDA backends).", + "summary": "This set is mostly heterogeneous issue reports across unrelated subsystems. The only plausible duplicate pair is the Qwen3.5 MoE config-loading reports; everything else looks distinct and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45375 is the most root-cause-specific report in the only plausible duplicate pair; issue:45478 reads like the broader user-facing from_pretrained failure caused by the same config-field problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 has the clearest symptom-to-code-path mapping and is the strongest candidate for a canonical bug report among the issues shown.", + "best_issue_reason": "issue:45375 is the clearest, most actionable root-cause issue among the candidates and best represents the likely duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading vs Gemma4 multi-GPU OOM are unrelated failures." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows/ROCm import dependency issues involve different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Different failures: Windows/ROCm import/type dependency issue vs RTDetrModel forward feature-level mismatch." + "reason": "SAM3 vision-encoder attribute error vs Qwen3OmniMoe video ValueError are different model bugs." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Different code paths: Gemma-4 Zero3 from_pretrained failure vs deepspeed causing optimizer.step() to run twice." + "reason": "Gemma-4 zero3 from_pretrained failure is unrelated to double optimizer-step behavior under deepspeed." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Same model family, but different bugs: dummy Conv2d implementation vs a model-type warning/misinstantiation issue." + "reason": "Both are SAM3-related, but a dummy Conv2d in the pixel decoder is not the same bug as the sam3_video/sam3_tracker type warning." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "ROCm/Windows import failure and RT-DETR forward shape/type error are separate problems." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading problem vs post-upgrade accuracy regression; not the same underlying defect." + "reason": "Tokenizer loading regression and accuracy regression after upgrade are not the same code-path issue." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Unrelated warnings in different features: tie_word_embeddings warning vs stale num_return_sequences warning in paged generate." + "reason": "A tie_word_embeddings warning in fine-tuning is unrelated to stale num_return_sequences warnings in paged generate()." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Different models and failures: stale cache/indexer crash vs Gemma 4 multimodal token type defaults." + "reason": "Qwen3-VL weight-shape mismatch and a Gemma fine-tuning warning are different issues." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Weight-shape mismatch for Qwen3-VL is unrelated to the tie_word_embeddings warning on Qwen3.5 fine-tuning." + "reason": "Stale indexer cache on second forward pass is unrelated to Gemma4 mm_token_type_ids defaults." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Different concrete problems: attention-kernel divergence under torch.compile vs Gemma pipeline roundtrip failure." + "reason": "Attention-kernel divergence under torch.compile is not the same as a Gemma pipeline roundtrip failure." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Cache API return-type bug vs LlamaConfig validation of head_dim; distinct issues." + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are different failures." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "API request rejection in /v1/chat/completions is unrelated to Gemma pipeline roundtrip behavior." + "reason": "Chat/completions request rejection and Gemma roundtrip behavior are unrelated." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Gemma roundtrip failure." + "reason": "An isolated reproduction of another issue is not enough to match this Gemma roundtrip bug." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Different failures: GLM MoE stale index cache on second forward vs flash_attention crashing on s_aux=None." + "reason": "Both mention compile/cache behavior, but divergent attention kernels and lazy cache recompilation are distinct bugs." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "torch.compile kernel divergence is unrelated to cache lazy initialization causing recompilation." + "reason": "Stale cache state in GlmMoeDsa is unrelated to flash-attention crashing on s_aux=None." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram dtype error and missing chat template are unrelated bugs." + "reason": "MPS histogram support for Int and missing chat templates are different parts of the stack." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring annotations crash is unrelated to StaticCache.get_seq_length returning a device tensor." + "reason": "Docstring annotation handling and static-cache seq_length arithmetic are unrelated." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Different SAM3 pixel-decoder placeholder issue vs mask generation partial-batch handling bug." + "reason": "SAM3 pixel-decoder dummy layer and MaskGenerationPipeline partial-batch logic are separate bugs." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and a severe slowdown after upgrading are not the same defect." + "reason": "Tokenizer AttributeError and post-upgrade data-filtering slowdown do not share the same failure mode." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but one is tokenizer_config class metadata and the other is processor file omission; not one concrete bug." + "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are related only at a very high level." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Nonsensical model outputs vs missing vision backend handling are different problems." + "reason": "SigLIP2 nonsensical outputs and missing-vision-backend processor errors are different issues." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat-template crash and XLMRobertaTokenizer/Unigram constructor mismatch are unrelated tokenizer bugs." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression after upgrade vs optimizer stepping twice under deepspeed are distinct issues." + "reason": "A Transformers upgrade slowdown and double optimizer-step behavior are separate symptoms." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the reported slowdown regression." + "reason": "Checkpoint key mismatch and data-processing slowdown are not the same problem." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage in v5 is not the same as the ESM2 regression." + "reason": "Custom-model init breakage in v5 and ESM2 breakage are both upgrade regressions but not the same code path." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior changes." + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior changes are unrelated." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file loss and duplicate optimizer steps are unrelated." - }, - { - "left": "issue:43441", - "right": "issue:46752", - "accept": false, - "reason": "FlashAttention failure for Ministral-3 is unrelated to apply_chat_template on an empty list." - }, - { - "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "Missing Sam3VisionEncoderOutput field and AutoConfig trust_remote_code field loss are different code paths and symptoms." - }, - { - "left": "issue:42994", - "right": "issue:43482", - "accept": false, - "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure are different operations and bugs." + "reason": "Processor save_pretrained file emission and optimizer stepping under deepspeed are different subsystems." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Related model family, but different failures: dropped config field under @strict vs from_pretrained error on Qwen3.5 Moe." + "accept": true, + "reason": "These look like the same Qwen3.5 MoE config-loading problem; 45478 is the broader from_pretrained failure while 45375 identifies the missing strict-config field." }, { "left": "issue:43475", - "right": "issue:46821", - "accept": false, - "reason": "SAM3 vision encoder attribute error is unrelated to TimesFM window_size AttributeError." - }, - { - "left": "issue:28282", - "right": "issue:30990", + "right": "issue:43643", "accept": false, - "reason": "Missing PyTorch ImportError and Sentence Transformers stuck loading are different failure modes." + "reason": "SAM3 video encoder missing attribute and AutoConfig trust_remote_code field loss are different model-loading bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s conclusions are grounded in the packet, and the single accepted pair (issue:45375 / issue:45478) is a cautious, plausible duplicate match. The rest of the soft-edge verdicts stay conservative and do not overclaim identity across clearly different failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14148,27 +14020,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ + "issue:28282", + "issue:30990", "issue:36010", "issue:39692", "issue:41628", "issue:42371", - "issue:42673", - "issue:42831", "issue:42994", "issue:43232", + "issue:43475", + "issue:43482", "issue:43525", "issue:43673", - "issue:43704", "issue:43723", "issue:43784", - "issue:43824", "issue:43873", "issue:43986", "issue:44038", "issue:44188", - "issue:44222", "issue:44351", "issue:44373", "issue:44623", @@ -14195,274 +14066,265 @@ "issue:46463", "issue:46701", "issue:46726", + "issue:46821", "issue:46851", "issue:46877", "issue:47000" ], "soft_pairs": [ + "issue:42994|issue:43482", + "issue:43475|issue:46821", + "issue:28282|issue:30990", "issue:44964|issue:45137", - "issue:44188|issue:46851", "issue:43232|issue:43673", - "issue:41628|issue:44933", - "issue:45310|issue:45375", + "issue:44188|issue:46851", "issue:39692|issue:46726", + "issue:45310|issue:45375", "issue:46877|issue:47000", + "issue:41628|issue:44933", "issue:46463|issue:46877", "issue:43986|issue:46726", "issue:44869|issue:45356", "issue:45230|issue:45397", "issue:44038|issue:44623", - "issue:42994|issue:43525", "issue:44373|issue:46851", + "issue:42994|issue:43525", "issue:43723|issue:46326", "issue:42371|issue:45092", "issue:43873|issue:44945", "issue:43784|issue:46399", "issue:45406|issue:46202", - "issue:41628|issue:44351", "issue:44945|issue:45753", "issue:45137|issue:47000", + "issue:41628|issue:44351", "issue:36010|issue:41628", - "issue:45081|issue:45103", "issue:44857|issue:46877", + "issue:45081|issue:45103", "issue:44038|issue:45310", "issue:45593|issue:46877", - "issue:46202|issue:46701", - "issue:42994|issue:43824", - "issue:44222|issue:45310", - "issue:42673|issue:43704", - "issue:42831|issue:44222" + "issue:46202|issue:46701" ], - "prepared_review_unit_hash": "932272859dcce178ef32b0a385618e859d6ef473dab1041fb54685d598d8cb7b", + "prepared_review_unit_hash": "75c5c91c3b31428062ba994aa47e31b79f1c8dd6d23bd5bee48ef99f0195f423", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37005, - "estimated_input_tokens": 9252, - "estimated_eval_tokens": 18760 + "soft_pair_count": 31, + "serialized_chars": 36723, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues; only the Qwen3ForCausalLM VRAM leak pair is an exact duplicate. Everything else differs by symbol, model family, or failure mode enough to keep separate.", - "confidence": 0.97, - "canonical_issue_reason": "Use issue:42673 as canonical: it is the earlier, clearer report of the same Qwen3ForCausalLM VRAM leak under multiple dataloader threads, and issue:43704 is a later duplicate of the same symptom.", + "summary": "This cluster is mostly semantically related but not duplicate-safe: it mixes import/export regressions, model-specific loading failures, generation bugs, tokenizer/processor issues, and unrelated training/runtime crashes. None of the soft edges look like the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "If a representative issue is needed, issue 41628 is the clearest top-level API import regression and sits closest to other missing-symbol/import problems in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative overall because it is specific, reproducible, and has the clearest duplicate relationship in the set.", + "best_issue_reason": "Issue 41628 is the best cluster anchor because it is the most general and reusable example of the public import/export breakage theme, while the rest are more model- or subsystem-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Different failures: model loading with latest transformers vs DeepSpeed ZeRO3 deque error." + "reason": "Both involve quantized model workflows, but one is a quantized save failure and the other is a Qwen2.5-GGUF load regression in v5; different bugs." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Both involve generation internals, but one is attention-kernel divergence under torch.compile and the other is variable-length position_ids behavior in Qwen3.5." + "reason": "Both are attribute errors on model outputs, but they affect different models and different missing fields; no shared code-path bug is evident." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Generation flow issues, but one is sync_gpus/_update_model_kwargs_for_generation and the other is chunked_prefill cache availability in v5.0.0." + "reason": "One is a missing-PyTorch import error, the other is Sentence Transformers hanging while loading; unrelated failures." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Both are import problems, but they concern different missing names from different modules and code paths." + "reason": "These are different runtime failures in different execution paths: model loading vs. DeepSpeed ZeRO3 deque handling." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both mention generation/cache behavior, but one is a sync_gpus update bug and the other is a missing cache in chunked prefill; not the same issue." + }, + { + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "Same model family, but one is a from_pretrained error and the other is a config field being dropped by @strict." + "reason": "Different failures: torch.compile attention-kernel branching versus variable-length Qwen3.5 position_ids handling." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Doc-example/model mismatch and quantization errors are not the same as AutoProcessor's missing-vision-backend error." + "reason": "Both touch processor/vision examples, but one is a SigLIP2 docs example with quantization/model mismatch and the other is a missing-vision-backend AutoProcessor error." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related loading/config issues, but one is a from_pretrained regression and the other is a missing config field being dropped by @strict." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Unrelated issues: import-time doc-lint stdout noise vs RTDetrLoss infeasible cost matrix crash." + "reason": "Completely different areas: import-time doc-lint output versus a loss-function infeasibility crash." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import failures, but they are for different symbols and different modules; too broad to be the same bug." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Different subsystems entirely: T5 decoder-input validation messaging vs auto_docstring import-time diagnostics." + "reason": "An error-message/docstring issue in T5 validation is unrelated to auto_docstring printing diagnostics at import time." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both mention processor/backend availability, but one is a video-model load crash without torchvision and the other is an AutoProcessor image-processor error." + "reason": "Both involve missing vision dependencies, but one is a video-model AutoProcessor crash without torchvision and the other is a generic unrecognized image processor error." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/decoding bugs, but they affect different models and different concrete failure modes." + "reason": "Both are tokenizer/codec related, but the first is Whisper timestamp decoding on a trailing replacement character and the second is a Kimi-K2.5 tokenizer regression." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A generic bug report is not the same as the specific gemma-4 Zero3 from_pretrained issue." + "reason": "One is an empty generic report and the other is a specific Gemma-4 ZeRO3 loading bug; no meaningful duplicate signal." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Different symptoms and likely different paths: Qwen3-VL-Moe bug vs processor.save_pretrained missing files." + "reason": "Different concrete failures: Qwen3-VL-Moe compatibility versus processor.save_pretrained missing files." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + "reason": "A wrong docstring for position_ids is not the same as a functional variable-length input bug using position_ids." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Docstring wording for position_ids is not the same as Qwen3.5 variable-length input behavior." + "reason": "Both are model-loading related, but one is quantized saving and the other is a missing config attribute for Llama4; different code paths." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading failure in v5 is not the same as continue_final_message behavior for mistral_common tokenizers." + "reason": "Tokenizer load failure in v5 and a mistral_common continue_final_message bug are separate tokenizer issues." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance and InternVL2 v5 meta-init incompatibility are unrelated." + "reason": "TF32 settings documentation/runtime guidance is unrelated to old InternVL2 remote-code/meta-init incompatibility." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallel output corruption are different bugs." + "reason": "Offloading/quantization behavior and incorrect pipeline-parallel output are different distributed-inference bugs." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration crash are different code paths." + "reason": "Different failures: importing sentence-transformers with latest transformers versus a Qwen3.5 kernel registration error." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different issues." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors from transformers, but they are for different symbols and causes." + "reason": "Gemma4Processor missing _tokenizer is a processor initialization bug; Gemma pipeline roundtrip on \u2581 is a tokenizer/pipeline text handling bug." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel incorrect output and Qwen3_5 infinite loop on one image are different runtime failures." + "reason": "Pipeline-parallel output corruption and a Qwen3.5 image-specific infinite loop are not the same underlying problem." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to RTDetrLoss cost-matrix infeasibility." + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasibility are unrelated runtime crashes." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Different missing imports: GenerationMixin from transformers.generation vs AutoImageProcessor from transformers." + "reason": "Both are missing imports, but AutoImageProcessor and HybridCache are unrelated API symbols with different fixes." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring annotation handling are unrelated." + "reason": "Both are import errors, but GenerationMixin and AutoImageProcessor fail for different reasons and in different parts of the API." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "Float16 AMP CUDA crash in LwDetrImageLoss is unrelated to doc-lint stdout logging." + "reason": "CUDA/AMP loss instability is unrelated to import-time docstring diagnostics." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patching and auto_docstring annotation handling are separate bugs with no shared code path." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3 MoE, but the concrete crash conditions and failure modes are different." + "reason": "Both mention Qwen3.5, but one is a VL-Moe bug and the other is a from_pretrained regression for the 3.5 MoE model family; not the same concrete issue." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring diagnostics output." + "reason": "D-FINE denoising-loss behavior is unrelated to doc-lint output at import time." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both touch Gemma pipelines, but one is a roundtrip tokenizer edge case and the other is an image-text-to-text pipeline failure." - }, - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Quantized saving failure and Qwen2_5_VL import error are different problems." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "FP8 save_pretrained moe and Qwen3.5 MoE from_pretrained error are different bugs." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same underlying bug: Qwen3ForCausalLM leaks VRAM when used across multiple dataloader threads; the later issue is a duplicate of the same symptom." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "Both relate to FP8, but one is an accuracy issue and the other is a save_pretrained bug." + "reason": "Both are Gemma-related, but one is a tokenizer roundtrip issue and the other is a pipeline failure for a different Gemma output class." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The Qwen3ForCausalLM pair (issue:42673 / issue:43704) is strongly supported as a duplicate by the identical titles and earlier/later timestamps, and the rest of the soft-edge rejections stay conservative based on the packet titles alone. Minor note: avoid implying reproducibility unless it\u2019s explicit in the issue body." - }, - "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 }, @@ -14477,7 +14339,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:27957", "issue:30333", @@ -14487,13 +14349,15 @@ "issue:35141", "issue:39692", "issue:42175", - "issue:42222", "issue:42673", + "issue:42831", "issue:42898", + "issue:42994", "issue:43232", "issue:43295", "issue:43479", "issue:43504", + "issue:43704", "issue:43723", "issue:43784", "issue:43824", @@ -14501,6 +14365,7 @@ "issue:43976", "issue:44016", "issue:44079", + "issue:44222", "issue:44496", "issue:44568", "issue:44623", @@ -14511,9 +14376,7 @@ "issue:44933", "issue:45092", "issue:45103", - "issue:45200", "issue:45310", - "issue:45356", "issue:45405", "issue:45561", "issue:45600", @@ -14528,6 +14391,10 @@ "issue:46909" ], "soft_pairs": [ + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:42673|issue:43704", + "issue:42831|issue:44222", "issue:43232|issue:44792", "issue:42175|issue:44933", "issue:43504|issue:45561", @@ -14543,237 +14410,250 @@ "issue:44623|issue:45310", "issue:46077|issue:46123", "issue:42673|issue:46693", - "issue:42898|issue:45812", "issue:43479|issue:44869", + "issue:42898|issue:45812", "issue:43723|issue:44568", "issue:44016|issue:46231", "issue:39692|issue:46909", - "issue:42898|issue:44779", "issue:43479|issue:44079", + "issue:42898|issue:44779", "issue:43784|issue:43824", "issue:27957|issue:30333", - "issue:42898|issue:43295", "issue:30333|issue:34689", + "issue:42898|issue:43295", "issue:43874|issue:45092", - "issue:44734|issue:45103", - "issue:42898|issue:45356", - "issue:42222|issue:45200" + "issue:44734|issue:45103" ], - "prepared_review_unit_hash": "af7d2ca785f1e43a657ffdea1a0ef40f1589edf71445078b865cb15e8d20bd19", + "prepared_review_unit_hash": "e59d0f98a70ed8501e11f82992263402043cfb185c604f394818375fc3696124", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36378, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37381, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated issue types across tokenization, model loading, multimodal configs, docs, and test infra. No soft pair looks like a true duplicate or the same fixable code-path problem, and there are no PRs here. If one issue must anchor the cluster, the open and more active #45561 is the best representative, but it is not a real duplicate of the others.", - "confidence": 0.95, - "canonical_issue_reason": "#45561 is the strongest cluster representative because it is open, has multiple inbound references, and has the most current triage signal among an otherwise mixed set of issues.", + "summary": "This cluster is mostly heterogeneous, with one clear duplicate pair: the Qwen3ForCausalLM VRAM leak reports. All other soft pairs look like related-but-distinct bugs or unrelated issues.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the older, fuller report of the exact duplicate Qwen3ForCausalLM multi-dataloader VRAM leak; issue:43704 repeats the same title and symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#45561 is the most suitable single issue to surface for manual review, but only as a representative anchor; the cluster does not form a coherent duplicate set.", + "best_issue_reason": "issue:42673 is the strongest issue candidate overall: clear concrete bug, exact duplicate match, and likely the most complete discussion thread for that bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/Qwen3.5 MoE, but one is about save_pretrained and the other about from_pretrained loading; different failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Generic quantized model saving failure versus an import error for a missing model class; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate title and same concrete bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both are FP8-related, but one reports accuracy issues and the other a save_pretrained/MoE save failure." + }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Different generation bug vs janus image-generation test failure; no shared code path." + "reason": "Generation kwargs/sync_gpus bug and a Janus image-generation test failure are different code paths and symptoms." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend dependency packaging issue vs non-existent import from image_utils; unrelated causes." + "reason": "Missing TensorFlow in torch-only install is unrelated to a nonexistent image_utils import." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy pretrained-load bug vs pytest-xdist file-write race; different subsystems." + "reason": "Pretrained preset loading with a legacy field is unrelated to a pytest-xdist file race in testing utils." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Captured-info race in tests vs stale auto_mappings config references; not the same bug." + "reason": "Both affect CI/testing, but one is a captured_info.txt race and the other is stale auto_mappings references to removed configs." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading error vs test utility race; distinct failure modes." + "reason": "Unrecognized model/config loading and a testing-utils file race are unrelated." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Dependency version bump issue vs docstring import-time stderr/stdout behavior; unrelated." + "reason": "A version pin mismatch and import-time doc-lint stdout noise are separate issues." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility vs missing import symbol; different problems." + "reason": "Python version compatibility and a missing image_utils import are not the same underlying bug." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed jobs vs DeepSpeed adafactor OOM; no shared underlying defect." + "reason": "MLFlow reporting on failed training jobs and DeepSpeed Adafactor OOM are distinct training problems." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang in sentence-transformers vs embedding resize/post_init reinit bug; different code paths." + "reason": "Loading hang in sentence-transformers and embedding reinitialization in post_init are different regressions." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and fixes." + "reason": "clean_up_tokenization_spaces behavior change and missing BOS/EOS addition are different tokenizer regressions." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Optional TensorFlow backend packaging vs leftover dummy PT objects; unrelated repository hygiene issues." + "reason": "Missing TensorFlow backend in installation and leftover dummy PT classes are unrelated packaging issues." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Config default initialization bug vs wrong output tensor field in video classification output; different models and logic." + "reason": "Config initialization bug and incorrect hidden_states assignment are different model-output/config problems." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same defect." + "reason": "Missing files on processor.save_pretrained and Qwen3.5 MoE from_pretrained failure are not the same bug." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Attention-mask construction bug vs batch-finalization logic in a generation pipeline; different paths." + "reason": "Causal attention mask construction and MaskGenerationPipeline partial-batch handling are unrelated." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak from multiple dataloader threads vs long-context FA2 performance regression; distinct symptoms and fixes." + "reason": "Both are performance/memory concerns, but one is a dataloader-thread VRAM leak and the other is a long-context FA2 regression." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Both are tokenization regressions, but one is clean-up spacing and the other is wrong Granite token IDs." + "reason": "Phi4Multimodal config defaults and Whisper word timestamp decode crash are separate issues." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Multimodal config defaults vs Whisper timestamp decoding crash; unrelated components." + "reason": "Tokenizer cleanup behavior and Granite token-ID regression are different tokenizer problems." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer load issue in v5 vs add_special_tokens BOS/EOS regression; different tokenizer failures." + "reason": "AutoTokenizer loading failure and add_special_tokens BOS/EOS regression are distinct tokenizer issues." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error vs documentation parameter-name mismatch; different artifact types." + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated documentation problems." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "SigLIP2 example with model/processor mismatch and quantization failure vs broken DIA docs example; separate docs issues." + "reason": "Two broken documentation examples, but for different models and different failures." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "General tokenization cleanup regression vs Deepseek tokenizer codec regression; different concrete bugs." + "reason": "Config default initialization and ModelOutput key assignment are separate implementation bugs." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Multimodal config defaulting bug vs ModelOutput key assignment bug; unrelated internals." + "reason": "clean_up_tokenization_spaces behavior change and Deepseek tokenizer correctness are different regressions." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "sentence-transformers import NameError vs missing Qwen2.5-VL symbol export; different import failures." + "reason": "Sentence-transformers import NameError and Qwen2_5_VL import error are unrelated import failures." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta vs MLflow reporting after failed training; unrelated." + "reason": "Flash Attention 2 model support and MLFlow reporting on failed jobs are unrelated." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Both are v5 regressions, but one is token cleanup behavior and the other is custom processor/tokenizer access." + "reason": "Failed-job MLFlow reporting and Llama 3.2 Vision model-loading regression are different bugs." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Failed-job MLflow tracking vs model loading breakage for Llama 3.2 Vision; different code paths." + "reason": "Tokenizer cleanup behavior and processor.tokenizer/images regression are unrelated." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch helper in GLM46V processor vs InternVL2 meta-init incompatibility; different multimodal bugs." + "reason": "Missing image patch method in Glm46VImageProcessorFast and InternVL2 meta-init incompatibility are different multimodal loading issues." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation crash in serving vs auto_docstring annotation parsing crash; unrelated." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Tokenizer cleanup behavior change vs Kimi-K2.5 codec/warning regression; distinct tokenizer issues." - }, - { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "Broken VitPose model files vs Gemma 4 token-type defaulting; separate multimodal/model-loading defects." + "reason": "KV-cache continuation crash in transformers serve and auto_docstring AttributeError are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet. The Qwen3ForCausalLM VRAM-leak pair is the only clearly duplicate match, and the other soft pairs are handled conservatively as related-but-distinct or unrelated. The canonical issue choice is also supported by the identical title and the older, more active thread." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14788,19 +14668,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:22355", "issue:28282", "issue:30333", "issue:36331", "issue:41628", + "issue:42222", "issue:42757", "issue:42796", "issue:42831", + "issue:42898", "issue:43116", "issue:43122", - "issue:43232", "issue:43479", "issue:43644", "issue:43723", @@ -14822,39 +14703,40 @@ "issue:45071", "issue:45092", "issue:45125", + "issue:45200", "issue:45245", "issue:45310", + "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:45834", "issue:46082", "issue:46132", "issue:46209", "issue:46231", - "issue:46424", - "issue:46431", "issue:46614", "issue:46710", "issue:46762", "issue:46932" ], "soft_pairs": [ + "issue:42222|issue:45200", + "issue:42898|issue:45356", "issue:44295|issue:45656", "issue:30333|issue:36331", - "issue:45405|issue:45712", "issue:22355|issue:28282", + "issue:45405|issue:45712", "issue:43116|issue:44190", "issue:44222|issue:44297", "issue:44075|issue:46231", "issue:44060|issue:45125", "issue:44933|issue:45712", - "issue:42796|issue:43723", - "issue:44448|issue:46132", "issue:42831|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", "issue:44297|issue:45656", - "issue:43479|issue:43644", "issue:44222|issue:44623", + "issue:43479|issue:43644", "issue:45245|issue:46132", "issue:44360|issue:46762", "issue:46132|issue:46710", @@ -14862,224 +14744,221 @@ "issue:44297|issue:45310", "issue:44373|issue:44485", "issue:43723|issue:44977", - "issue:46614|issue:46932", - "issue:45071|issue:46082", "issue:44222|issue:44484", + "issue:45071|issue:46082", + "issue:46614|issue:46932", "issue:43122|issue:46209", "issue:44190|issue:46082", - "issue:44263|issue:45092", - "issue:43232|issue:46424", - "issue:46209|issue:46431", - "issue:43232|issue:45834" + "issue:44263|issue:45092" ], - "prepared_review_unit_hash": "ee6e7a63cf8275982f705feb69df3ad0176eb4797baa4ccda2b76b73216912a2", + "prepared_review_unit_hash": "b9a8174c1b097196f5b19ae033f30a54449239a506e7c3c21c56360f3fe34794", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36655, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "soft_pair_count": 30, + "serialized_chars": 36406, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity cluster, not a true duplicate set. The items mostly share broad themes like import errors, tokenizer/model save_pretrained behavior, or v5 regressions, but they describe different code paths and fixes. All soft edges should be rejected. No PRs are present.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44297 is the most central concrete bug in the set and sits near several serialization-related similarities, but it is still too specific to serve as a real duplicate umbrella for the cluster.", + "summary": "This cluster is mostly a heterogeneous mix of Transformers bug reports, with a loose concentration around tokenizer/v5 regressions. None of the proposed soft pairs look like the same concrete bug or a PR that could be merged together.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43122 is the broadest representative of the recurring tokenizer regression theme, and its v4.57.3-to-v5 behavior change makes it a good anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44297 is a well-scoped, actionable runtime bug with clear reproduction around tokenizer serialization, making it the best representative issue among these heterogeneous reports.", + "best_issue_reason": "issue:43122 is the most generally phrased, user-visible version-regression issue among the candidates, so it best fits as the cluster\u2019s representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are different model/config bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different code paths: cleanup-space behavior vs Kimi codec/warning handling." + }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Different subsystems and failures: buffer access bug vs deepspeed optimizer stepping." + "reason": "Unrelated: position_ids buffer access versus deepspeed causing optimizer.step to run twice." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Unrelated training-reporting/MLflow issue versus a custom trainer signature regression." + "reason": "MLflow reporting on failed jobs is unrelated to CustomTrainer.compute_loss() argument mismatch." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "PEFT version pinning and dummy class cleanup are unrelated." + "reason": "Importing transformers.onnx and missing PyTorch are different import/setup issues." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Both are import/dependency errors, but they concern different missing modules and causes." + "reason": "A released PEFT version pin and leftover dummy classes are unrelated maintenance problems." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Both touch example scripts, but one is multi-label classification output and the other is local dataset loading." + "reason": "Two example-script failures, but they hit different scripts and different failure modes." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 model serialization and the other is tokenizer config metadata." + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer metadata serialization." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument usage and a docstring parameter-name mismatch are not the same bug." + "reason": "SGD args not being used is a runtime bug; the other is a documentation parameter-name mismatch." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen3_5Moe-related, but one is a tied-weights warning and the other is missing tensor-parallel plan support." + "reason": "Different Qwen3 issues: a tied-weights warning versus missing tensor-parallel planning metadata." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Different export/import hygiene problems with different targets and failure modes." + "reason": "A missing import from image_utils is unrelated to dummy classes leaking into dir(transformers)." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer BPE-marker handling and tokenizer loading failures are distinct issues." + "reason": "FP8 accuracy concerns and missing processor.save_pretrained files are separate serialization/runtime issues." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different regressions: model output drift versus attention registration behavior." + "reason": "A model output regression and AttentionInterface.register behavior change are not the same bug." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "FP8 accuracy and processor save_pretrained file omission are unrelated." + "reason": "Both touch tokenizers, but one is BPE-marker handling and the other is AutoTokenizer loading in v5." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer serialization metadata bug versus optimizer stepping bug; no shared code path." + "reason": "Tokenizer save metadata mismatch is unrelated to the deepspeed optimizer double-step bug." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Config default initialization and non-persistent buffer corruption are separate problems." + "reason": "FP8 MoE save_pretrained and processor save_pretrained missing files are different components and failures." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Both mention save_pretrained, but they affect different objects and different serialization paths." + "reason": "Multimodal config defaults and non-persistent buffer junk initialization are separate config/state issues." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count validation is unrelated to attention registry behavior changes." + "reason": "Category-cardinality limits and attention registration behavior do not describe the same underlying defect." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "Different model-specific numerical/architecture issues with no clear shared root cause." + "reason": "A missing ReLU in the DSA indexer is not the same as Minimax MSA numerical differences." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "Both are regressions, but they affect different attention/model behavior and fixes." + "reason": "Attention registration semantics and DeepSeek-R1 accuracy regression are different problems." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages." + "reason": "Missing AutoImageProcessor and missing is_offline_mode come from different import surfaces." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are unrelated." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring mismatch is not the same as a RoPE implementation bug." + "reason": "A docstring error for position_ids is not the same as GLM-5 RoPE implementation behavior." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading and flash-attention generation failures are unrelated." + "reason": "AutoTokenizer loading failure and flash-attention generation regression are different tokenizer/model runtime issues." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "FP8 MoE save_pretrained and max_shard_size defaults are unrelated save-pretrained concerns." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "General type-checking breakage and a specific head_dim validation edge case are different issues." + "reason": "PretrainedConfig type-checking breakage and LlamaConfig head_dim validation are different config changes." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "A concrete serialization bug is not the same as a question about shard size defaults." + "reason": "Stale phonemizer language state and Gemma4 quantized embedder dtype casting are unrelated bugs." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer output drift and FP8 inference failure are unrelated." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "torch.split indexing behavior and meta-initialization incompatibility are different code paths." - }, - { - "left": "issue:43232", - "right": "issue:46424", - "accept": false, - "reason": "Generation kwargs updates and cache length config handling are not the same bug." + "reason": "Tokenizer behavior regression and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "FP8 inference on B200 and missing chat template validation are unrelated." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig validation." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Generation sync behavior and OCR long-input indexing are unrelated." + "reason": "torch.split return-value handling in a DSA indexer is unrelated to InternVL2 meta-init compatibility." } ] }, @@ -15101,7 +14980,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:22355", "issue:27957", @@ -15111,20 +14990,17 @@ "issue:39401", "issue:41628", "issue:42757", - "issue:42796", "issue:42831", "issue:42886", "issue:42907", "issue:42994", "issue:43066", - "issue:43122", "issue:43232", "issue:43408", "issue:43475", "issue:43644", "issue:43824", "issue:44038", - "issue:44188", "issue:44261", "issue:44263", "issue:44279", @@ -15141,19 +15017,25 @@ "issue:45357", "issue:45381", "issue:45406", - "issue:45593", "issue:45753", + "issue:45834", "issue:46002", "issue:46050", + "issue:46209", "issue:46305", "issue:46328", "issue:46369", "issue:46402", + "issue:46424", + "issue:46431", "issue:46655", "issue:46909" ], "soft_pairs": [ + "issue:43232|issue:46424", + "issue:46209|issue:46431", "issue:30990|issue:38175", + "issue:43232|issue:45834", "issue:43475|issue:46305", "issue:46305|issue:46655", "issue:44295|issue:44623", @@ -15164,248 +15046,238 @@ "issue:45092|issue:45357", "issue:42831|issue:45310", "issue:44279|issue:46328", - "issue:45381|issue:46305", "issue:44483|issue:45406", + "issue:45381|issue:46305", "issue:22355|issue:27957", "issue:44829|issue:46002", - "issue:41628|issue:43824", - "issue:42831|issue:44038", "issue:44261|issue:45092", + "issue:42831|issue:44038", + "issue:41628|issue:43824", "issue:43644|issue:46305", "issue:43408|issue:46402", "issue:22355|issue:28218", "issue:42831|issue:45753", "issue:39401|issue:44568", - "issue:42886|issue:43066", "issue:42886|issue:42994", + "issue:42886|issue:43066", "issue:42757|issue:45278", "issue:27957|issue:30990", - "issue:43408|issue:46369", - "issue:44188|issue:44373", - "issue:42796|issue:43122", - "issue:43232|issue:45593", - "issue:45381|issue:46909" + "issue:43408|issue:46369" ], - "prepared_review_unit_hash": "fcaeeb798fabb08fcb4a4a39b3c1a2d12aa8415ced280c8ad78f61d457120f60", + "prepared_review_unit_hash": "f179eb952ba5760426d893d4dcb2efc3613b1535f5ca5cd201ca622ec01757e4", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36802, - "estimated_input_tokens": 9201, - "estimated_eval_tokens": 18658 + "soft_pair_count": 31, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous and the soft-similarity links are mostly superficial (same subsystem or related theme, but not the same concrete bug/change). I would not merge any of the candidate pairs as duplicates.", - "confidence": 0.62, - "canonical_issue_reason": "issue:46305 is the most actionable single issue in the set: it describes a precise, reproducible off-by-one bug in a specific code path and is an active/open report, making it the best canonical target among these mostly unrelated issues.", - "canonical_pr_reason": "No pull requests are present in the provided items.", - "best_issue_reason": "issue:46305 is the strongest issue candidate overall because it is concrete, narrow, and clearly states the failure mode; it is a better duplicate anchor than the broader or more ambiguous reports here.", - "best_pr_reason": "No pull requests are present in the provided items.", + "summary": "The set is a heterogeneous collection of unrelated issues; none of the soft-similarity pairs look like true duplicates or the same concrete fix.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the issues span many unrelated areas (imports, tokenizers, generation, quantization, SAM3, Qwen, serving, and video processing).", + "canonical_pr_reason": null, + "best_issue_reason": "No globally best issue for deduplication: the cluster is too mixed to represent one underlying bug or change.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to cache max length handling." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template are different failure modes." + }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Both are model/runtime problems, but one is a loading hang and the other is a zero-probability accuracy issue; they are not the same bug." + "reason": "Loading hang for SentenceTransformers is unrelated to SIGLIP2 zero-probability output." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync_gpus behavior is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "These affect different SAM3 vs MoonshineStreaming code paths and describe unrelated failures." + "reason": "Missing SAM3 vision encoder attribute is unrelated to MoonshineStreaming window masking." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both mention video-related processing, but one is a streaming mask off-by-one and the other is a video padding calculation bug." + "reason": "Both are video-related, but one is a sliding-window off-by-one and the other is padding calculation in a different processor." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Registering position_ids as a buffer and missing files on processor save_pretrained are distinct issues." + "reason": "Reading a registered buffer and save_pretrained missing files are separate save/load issues." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Memory overflow in sam3-litetext and a broken DIA documentation example are unrelated." + "reason": "SAM3 memory overflow is unrelated to a broken DIA documentation example." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A torch.split indexing bug and a wrong docstring are not the same underlying problem." + "reason": "A DSA indexer split bug is unrelated to a docstring typo for position_ids." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both concern saving quantized models, but they target different quantization flows and failure modes." + "reason": "Both involve quantized model persistence, but different quantization paths and symptoms." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "A return-value mismatch in DSA indexing is different from the missing ReLU discussion." + "reason": "Missing ReLU and wrong torch.split return handling are distinct DSA indexer bugs." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is not the same as incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Meta-initialization incompatibility and incorrect visual encoder save keys are different code paths." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 from_pretrained errors are different bugs." + "reason": "FP8 accuracy issues and Qwen3.5 MoE from_pretrained errors are unrelated." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A general dependency issue is unrelated to a performance inefficiency in SequenceFeatureExtractor.pad." + "reason": "A dependency issue is unrelated to a SequenceFeatureExtractor.pad performance regression." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "They are both off-by-one style bugs, but in different models and different masking/positioning logic." + "reason": "OpenAI chat request rejection and Gemma4Processor crash are different serve bugs." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "An API request rejection and a Gemma4Processor tokenizer attribute crash are unrelated." + "reason": "Wrong vision_position_ids in Qwen2.5-VL is unrelated to MoonshineStreaming masking." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx and XLMRoberta Flash Attention 2 are completely different issues." + "reason": "onnx import failure and XLMRoberta Flash Attention 2 are unrelated." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are different failure modes." + "reason": "Degenerate training with flash_attention_3 is not the same as NaNs at checkout/init." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "These are separate missing-import cases for different symbols, not one concrete bug." + "reason": "Missing rms_norm_eps precision drift and meta-init incompatibility are unrelated." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "A FineGrainedFP8 accuracy report and a Qwen3-VL-Moe bug report are too different to be duplicates." + "reason": "Generic FP8 accuracy issues and Qwen3-VL-Moe loading errors do not match." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and remote-code meta-init incompatibility are distinct root causes." + "reason": "Different missing exports from transformers; same symptom class but not the same bug." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk in Transformers 5.0.0 is unrelated to a streaming mask off-by-one bug." + "reason": "Non-persistent buffer junk and Moonshine window masking are unrelated." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "A model-type warning and missing text encoder weight loading are different problems." + "reason": "SAM3 model-type warning and missing text encoder weights are different SAM3 issues." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Importing transformers.onnx and tokenizer spacing after added tokens are unrelated." + "reason": "onnx import failure is unrelated to tokenizer spacing after added tokens." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy issues are not the same as Qwen3_5 looping on a specific image." + "reason": "FP8 accuracy problems and a Qwen3_5 image infinite loop are unrelated." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS insertion are both tokenizer bugs, but not the same concrete defect." + "reason": "Wrong offset_mapping and missing BOS/EOS on add_special_tokens are different tokenizer bugs." }, { "left": "issue:42886", - "right": "issue:43066", + "right": "issue:42994", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are different issues." + "reason": "Offline cache loading and quantized save failure are separate persistence problems." }, { "left": "issue:42886", - "right": "issue:42994", + "right": "issue:43066", "accept": false, - "reason": "Tokenizer offline-cache loading and quantized model saving are unrelated." + "reason": "Offline tokenizer cache loading is unrelated to wrong decoder type selection." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A missing huggingface_hub symbol and broad import errors after upgrade overlap only at a very high level, not as one concrete bug." + "reason": "A specific huggingface_hub import error is not the same as a broad many-import-errors report." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 with XLMRoberta and a Sentence Transformers loading stall are distinct." + "reason": "Flash Attention 2 for XLMRoberta is unrelated to Sentence Transformers loading hangs." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "SAM3 model-type mismatch and SAM3-litetext memory overflow are different failures." - }, - { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "A torch.compile attention-kernel divergence bug is unrelated to a docstring issue." - }, - { - "left": "issue:42796", - "right": "issue:43122", - "accept": false, - "reason": "Ministral BPE-marker handling and generic tokenization differences across versions are related themes but not the same bug." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." - }, - { - "left": "issue:45381", - "right": "issue:46909", - "accept": false, - "reason": "A Qwen2.5-VL video position_ids bug and a DIA documentation example problem are not duplicates." + "reason": "SAM3 type mismatch warning is unrelated to SAM3-litetext memory overflow." } ] }, @@ -15427,7 +15299,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:22355", "issue:29159", @@ -15436,8 +15308,10 @@ "issue:39401", "issue:41628", "issue:42371", + "issue:42796", "issue:42907", "issue:43122", + "issue:43232", "issue:43408", "issue:43452", "issue:43475", @@ -15446,18 +15320,17 @@ "issue:43646", "issue:43756", "issue:43784", - "issue:43824", "issue:43937", "issue:43976", "issue:44038", "issue:44060", "issue:44117", - "issue:44222", + "issue:44188", "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", + "issue:44373", "issue:44485", "issue:44488", "issue:44521", @@ -15466,19 +15339,22 @@ "issue:44829", "issue:44945", "issue:44964", - "issue:45216", "issue:45278", "issue:45290", - "issue:45478", + "issue:45381", + "issue:45593", "issue:45600", "issue:46002", "issue:46172", "issue:46326", - "issue:46614", "issue:46762", "issue:46909" ], "soft_pairs": [ + "issue:44188|issue:44373", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:45381|issue:46909", "issue:43540|issue:46909", "issue:43646|issue:46002", "issue:30990|issue:33357", @@ -15486,245 +15362,234 @@ "issue:42907|issue:44964", "issue:43976|issue:44945", "issue:43756|issue:44060", - "issue:39401|issue:44488", "issue:44295|issue:44297", - "issue:41628|issue:45278", "issue:43576|issue:43784", "issue:42371|issue:44263", + "issue:39401|issue:44488", + "issue:41628|issue:45278", "issue:42907|issue:43937", - "issue:43784|issue:45600", "issue:46172|issue:46762", - "issue:44117|issue:44704", + "issue:43784|issue:45600", "issue:39401|issue:44521", + "issue:44117|issue:44704", "issue:44625|issue:44829", - "issue:44704|issue:45290", "issue:43122|issue:44521", "issue:43408|issue:43475", + "issue:44704|issue:45290", "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:22355|issue:29159" ], - "prepared_review_unit_hash": "38dc7670a268f95145de96930ea5ee3fc62cf79da15636095a40f36bab423d87", + "prepared_review_unit_hash": "665a573210d2ed0dc022824314af0d3f888ea75ba6f333b95965ce9b1f3eb66f", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36529, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "soft_pair_count": 30, + "serialized_chars": 36185, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "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 that only look superficially similar by model family, version, or subsystem. None of the soft pairs appear to describe the same concrete bug/change, so I would not merge any of them as duplicates. The broadest umbrella-style report is the 5.5.0 import-regression issue.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45278 is the closest thing to a canonical issue because it is the broadest umbrella report in the set: a general import-regression after upgrading to 5.5.0, which is more representative than the model-specific or single-symptom tickets.", + "summary": "These items are mostly unrelated one-off bugs. I found no soft pair that clearly describes the same concrete underlying fix; the closest theme is import-regression reports in v5, but the evidence is still too broad to merge as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45278 is the broadest representative report in this set: it describes a version-upgrade import regression affecting multiple symbols, which makes it the best umbrella issue among otherwise mostly specific bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best overall representative because it describes a wider failure mode and could subsume related import-breakage reports better than the narrower Qwen/SAM/tokenizer issues.", + "best_issue_reason": "issue:45278 is the most globally useful issue to keep as a representative because it captures the widest user-facing regression pattern and is more general than the single-symbol import complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different problems: one is a torch.compile attention-kernel divergence, the other is a docstring issue for position_ids." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenization, but one is a specific BPE-marker bug for Ministral-3-8B and the other is cross-version tokenization drift; not the same concrete bug." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated code paths: generation kwargs after sync_gpus vs D-FINE auxiliary losses." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids bug and a broken documentation example for DIA are unrelated." + }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Different bugs: Qwen3OmniMoe video-input validation vs a broken DIA documentation example." + "reason": "A Qwen3OmniMoe video-input ValueError is not the same as a documentation-example bug." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Both concern model initialization, but one is a Transformers 5.0 custom-model init breakage and the other is NaNs after checkout/init; not the same code-path bug." + "reason": "Custom model initialization regression and NaNs in classification heads are different symptoms and likely different roots." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Unrelated symptoms: Sentence-Transformers loading hang vs a MacOS bus error with a CLIP model." + "reason": "Loading hang in Sentence Transformers and a MacOS bus error on CLIP are distinct failures." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Different model/pathology: dequantized save failure vs incorrect output under pipeline parallelism." + "reason": "Saving dequantized Ministral/Devstral models is unrelated to incorrect outputs under pipeline parallelism." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "One is about saving dequantized Ministrals/Devstrals, the other about loading Phi-4 multimodal; no concrete overlap." + "reason": "Dequantized-save failure and Phi-4 multimodal load failure do not describe the same bug." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility breakage is not the same bug as pipeline-parallel output corruption." + "reason": "Python-version compatibility break and pipeline-parallel output corruption are different issues." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model implementations and defects: Smollm3 RoPE-layer loss vs Qwen3-Next tied-weights warning." - }, - { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug is unrelated to inability to load cjvt/sleng-bert." + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are not the same code-path problem." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "One is a position_ids buffer access problem, the other is tokenizer_class metadata mismatch on save_pretrained." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Both involve imports, but one is a specific missing AutoImageProcessor import and the other is a broad post-upgrade import-regression report; not the same concrete defect." + "reason": "Reading a registered position_ids buffer and saving the wrong tokenizer_class are separate tokenizer/model-save bugs." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken CLI/env command vs an import NameError in sentence-transformers; different failure modes." + "reason": "A broken `transformers env` command is unrelated to a NameError when importing sentence-transformers." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance issue and a torch.split return-value complaint in a DSA indexer are unrelated." + "reason": "TF32 API-settings messaging and a torch.split return-value bug are unrelated." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Dequantized save failure and invalid GenerationConfig in GLM-5 are separate bugs." + "reason": "Wrong offset_mapping in Qwen3 tokenizer and failure to load cjvt/sleng-bert are different reports." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-regression reports, but 45278 is a broad upgrade-wide complaint while 41628 is one specific missing import; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Sentence-transformers import NameError vs stale auto_mappings references to removed SAM3 configs; different root causes." + "reason": "Dequantized-save failure and invalid GenerationConfig for GLM-5 are unrelated." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Both are numerical/model correctness complaints, but they target different models and code paths." + "reason": "DeepSeek-V4 comb transpose behavior and Minimax MSA numerical differences are different model-specific attention bugs." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None-handling is not the same as AutoProcessor not forwarding kwargs to cached_file." + "reason": "Sentence-transformers import NameError and stale Sam3LiteText references in auto_mappings.py are not the same issue." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and multimodal assistant_mask generation are different tokenizer/template bugs." + "reason": "Qwen3 tokenizer offset_mapping bugs and multimodal assistant_masks being all zero are different tokenizer/template problems." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are distinct from_pretrained/processor bugs." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call messages are separate code paths." + "reason": "num_labels propagation in Qwen3.5 config is unrelated to flash_attention_3 causing degenerate training." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Version-to-version tokenization differences are not the same bug as multimodal assistant_masks being all zeros." + "reason": "Version-dependent tokenization drift and multimodal assistant_mask generation are different behaviors." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute on encoder output; different defects." + "reason": "A model-type mismatch warning for sam3_tracker and a missing fpn_position_embeddings attribute are related only by model family, not by the same underlying bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and apply_chat_template crashing on tool-call messages are unrelated." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA ReLU discussion and GLM-5 RoPE implementation are not the same issue." + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation questions are different model components." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "General tokenization changes across versions are not the same as the mistral_common continue_final_message bug." + "reason": "Cross-version tokenization differences and continue_final_message issues for mistral_common tokenizers are not the same bug." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save failures and gguf_file breaking from_pretrained are different loading/saving paths." + "reason": "Saving dequantized Ministral/Devstral models and gguf_file breaking AutoTokenizer/AutoModel loading are separate loader/saver problems." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer_class metadata mismatch are unrelated." + "reason": "Qwen3-VL-Moe behavior under transformers 5.0 and tokenizer_class mismatch on save_pretrained are unrelated." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "ONNX missing-module import error and slow-vs-fast tokenizer inconsistency are unrelated." - }, - { - "left": "issue:45216", - "right": "issue:45478", - "accept": false, - "reason": "Both mention Qwen3.5 and 5.4.0+, but one is a bad saved checkpoint and the other is a from_pretrained error; not enough evidence for the same concrete bug." - }, - { - "left": "issue:44038", - "right": "issue:44295", - "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer access bug do not share the same failure mode." - }, - { - "left": "issue:39401", - "right": "issue:46614", - "accept": false, - "reason": "Qwen3 tokenizer offset mapping and stale phonemizer language state are unrelated tokenizer bugs." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Qwen3-VL-Moe loading issue and FP8 save_pretrained moe issue are separate model/save-path problems." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different export/mapping problems." + "reason": "Missing `transformers.onnx` module and slow-vs-fast tokenizer inconsistency are different bug classes." } ] }, @@ -15746,12 +15611,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:22355", "issue:29127", "issue:36296", "issue:38617", + "issue:39401", "issue:42175", "issue:42371", "issue:42673", @@ -15763,25 +15629,26 @@ "issue:43278", "issue:43493", "issue:43611", - "issue:43618", + "issue:43824", "issue:43874", "issue:43937", "issue:43976", "issue:44038", - "issue:44075", "issue:44188", + "issue:44222", + "issue:44295", "issue:44351", "issue:44355", "issue:44485", "issue:44610", "issue:44625", "issue:44779", - "issue:44936", "issue:44938", "issue:44945", "issue:45072", "issue:45083", "issue:45200", + "issue:45216", "issue:45278", "issue:45357", "issue:45446", @@ -15791,13 +15658,15 @@ "issue:46231", "issue:46328", "issue:46614", - "issue:46726", - "issue:46829", "issue:46877", - "issue:46909", - "issue:46981" + "issue:46909" ], "soft_pairs": [ + "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:42757|issue:44351", @@ -15812,8 +15681,8 @@ "issue:38617|issue:45278", "issue:43937|issue:44485", "issue:42673|issue:45072", - "issue:43066|issue:44779", "issue:43611|issue:46002", + "issue:43066|issue:44779", "issue:44038|issue:45478", "issue:43976|issue:45446", "issue:45357|issue:45478", @@ -15822,214 +15691,226 @@ "issue:44625|issue:46002", "issue:44610|issue:46909", "issue:45083|issue:45446", - "issue:42371|issue:43874", - "issue:46726|issue:46981", - "issue:44075|issue:44936", - "issue:43618|issue:46829" + "issue:42371|issue:43874" ], - "prepared_review_unit_hash": "68acbf5715a9611cb1a95b651d59e1f313caa3b71d83cd8b1fa1acd0aab14c80", + "prepared_review_unit_hash": "8ef64d87b27db609e16e6dd43225a7b03fd7a9d7c5d7d528e4b1394e62619e52", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35725, - "estimated_input_tokens": 8932, - "estimated_eval_tokens": 18120 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35715, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 }, "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 with some superficial overlap around v5 regressions, imports, tokenization, and model-specific bugs. I did not find any soft-edge pair that is confidently the same underlying defect.", - "confidence": 0.57, - "canonical_issue_reason": "issue:45278 is the broadest and most umbrella-like report in the set, covering multiple import failures after upgrading to 5.5.0.", + "summary": "The cluster is still mostly a grab bag of unrelated reports. The only soft pair that looks like the same underlying Qwen3.5 save/load regression is 45216 and 45478.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45216 is the clearest representative of the Qwen3.5 save/load regression cluster: it is specific about a `save_pretrained` problem starting in 5.4.0, and 45478 reports a related `from_pretrained` failure on `transformers>=5.4.0` for Qwen3.5 Moe.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue for this cluster because it is general, recent, and plausibly subsumes several import-related regression reports.", + "best_issue_reason": "45216 is the best issue representative because it is the most concrete, version-bounded report in the cluster and aligns with the related Qwen3.5 Moe load error in 45478.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5/Qwen3.5 Moe save/load path around transformers 5.4.0: one reports broken `save_pretrained`, the other a related `from_pretrained` failure." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe version breakage vs a `position_ids` buffer access error." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizers and failure modes: Qwen3 offset mapping vs Wav2Vec2 phonemizer backend state." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both touch MoE-related areas, but the reported problems are different: model/version breakage vs FP8 `save_pretrained` behavior." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different missing symbols; no shared concrete code path is evident." + }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Different bugs: example script multi-label output handling vs Gemma 4 text-only mm_token_type_ids defaulting." + "reason": "Unrelated features: example-script multi-label classification vs Gemma 4 multimodal token ids." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different models and different failure modes; not enough evidence of one underlying bug." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and different modules; likely separate breakages." + "reason": "Different missing imports from different packages/symbols; not the same bug." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "BF16/FP32 dtype drift in evaluation is unrelated to incorrect LLM output under pipeline parallelism." + "reason": "dtype mismatch during eval/training vs incorrect output under pipeline parallelism are distinct issues." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and multi-label classification output issue are unrelated." + "reason": "Tensor parallel training bug and multi-label classification example failure are unrelated." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "One is a missing module import, the other is a LayoutLMv3 error message clarity issue." + "reason": "Module import failure for `transformers.onnx` vs a LayoutLMv3 error-message clarity issue." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Environment/backend packaging issue vs Python 3.14 load failure; different problems." + "reason": "Backend packaging/install issue vs a Python 3.14 load failure; no shared underlying bug." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy is not the same as Qwen3_5 infinite-loop behavior on a specific image." + "reason": "Different models and symptoms: SigLIP2 HF/JAX discrepancy vs Qwen3_5 infinite loop on one image." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter mismatch vs docstring tooling printing diagnostics at import time; related area, but not the same bug." + "reason": "Documentation parameter-name mismatch vs import-time lint output; not the same change." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor.pad performance." + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to `SequenceFeatureExtractor.pad` performance." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "General tokenization-space behavior change and stale phonemizer backend state are different tokenizer issues." + "reason": "Tokenizer cleanup behavior change vs stale phonemizer language state are different problems." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing import and broad import-error regression may be related in theme, but not the same concrete code-path problem." + "reason": "45278 is a broad umbrella about many import errors, but 38617 is a specific missing symbol; not enough evidence they are the same concrete bug." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation failure is distinct from GLM-5 RoPE implementation discussion." + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in dataloader-threaded Qwen3ForCausalLM is unrelated to bfloat16 dtype mismatches in CI." + "reason": "VRAM leak in Qwen3ForCausalLM threads vs bfloat16 dtype mismatches in CI are unrelated." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Wrong decoder-type regression and Deepseek tokenizer incorrect output are too indirect to treat as the same bug." + "reason": "`base_model_prefix` loading regression vs NaNs in classification heads are different code paths." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Base-model-prefix loading breakage is unrelated to NaNs in classification heads after checkout/init." + "reason": "Both involve tokenizers in v5, but the decoder-type issue and Deepseek incorrect results are not the same concrete bug." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen Moe models, but they target different model variants and different load-time failures." + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but the symptoms differ and the overlap is only at the model family level." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support regression is unrelated to the PyTorch version check for AuxRequest import." + "reason": "Python-version compatibility regression vs incorrect PyTorch version check for flex_attention import." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Saving incorrect visual encoder keys and from_pretrained load errors are different directions of failure with no clear shared code-path." + "reason": "Both are Qwen3.5 save/load regressions, but one is about visual encoder keys and the other about Moe `from_pretrained`; too different to merge confidently." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification example behavior and SigLIP2 implementation mismatch are unrelated." + "reason": "Classification example failure and SigLIP2 model discrepancy are unrelated." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Running compiled Python files errors and a documentation parameter name mismatch are not the same issue." + "reason": "Compiled Python file errors and a docs parameter mismatch are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation bug in Qwen3.5 is unrelated to NaNs in classification heads." + "reason": "`num_labels` propagation in Qwen3.5 is unrelated to NaNs in classification heads." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor input-size mismatch and a broken documentation example are different kinds of defects." + "reason": "Processor input-size bug and broken DIA documentation example are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extractor length helper behavior and a version-check import bug are unrelated." + "reason": "Feature-extraction length helper behavior vs flex_attention version check are unrelated." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and missing image-patch-count method are unrelated." - }, - { - "left": "issue:46726", - "right": "issue:46981", - "accept": false, - "reason": "Missing-vision-backend error handling and repeated 429 retries under HF_ENDPOINT are different AutoProcessor behaviors." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Unused SGD args and trainer.evaluate() failing after train() are not the same bug." - }, - { - "left": "issue:43618", - "right": "issue:46829", - "accept": false, - "reason": "Both are output-field assignment problems, but they affect different model outputs and different fields; too weak to merge." + "reason": "TF32 API guidance issue vs missing `get_number_of_image_patches` are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly conservative, but the canonical issue reason overstates the packet in one place: it mentions a \"Qwen3.5.5\" save_pretrained regression, which is not supported by the provided titles/metadata (the packet only shows Qwen3.5 and version 5.4.0). It also implies a root-cause link to 45478 that is plausible but not actually evidenced in the packet. Please keep the summary closer to the observed titles and avoid that extra specificity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16044,7 +15925,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:28348", "issue:33453", @@ -16056,27 +15937,26 @@ "issue:43066", "issue:43116", "issue:43441", - "issue:43450", + "issue:43618", "issue:43673", "issue:43824", "issue:43825", "issue:43827", "issue:43937", - "issue:43986", "issue:43992", + "issue:44075", "issue:44117", "issue:44263", "issue:44291", "issue:44380", - "issue:44410", "issue:44466", "issue:44704", "issue:44779", + "issue:44936", "issue:44977", "issue:44995", "issue:45071", "issue:45092", - "issue:45310", "issue:45405", "issue:45446", "issue:45563", @@ -16084,18 +15964,22 @@ "issue:46002", "issue:46077", "issue:46328", - "issue:46512", "issue:46614", "issue:46640", "issue:46655", "issue:46697", "issue:46710", + "issue:46726", "issue:46752", "issue:46762", + "issue:46829", "issue:46981", "issue:47000" ], "soft_pairs": [ + "issue:46726|issue:46981", + "issue:44075|issue:44936", + "issue:43618|issue:46829", "issue:43116|issue:43825", "issue:43992|issue:44704", "issue:43066|issue:46710", @@ -16109,10 +15993,10 @@ "issue:33453|issue:39401", "issue:43064|issue:43673", "issue:43937|issue:45563", - "issue:43824|issue:46981", "issue:42222|issue:43441", - "issue:42673|issue:46655", + "issue:43824|issue:46981", "issue:42222|issue:47000", + "issue:42673|issue:46655", "issue:43673|issue:46328", "issue:45405|issue:45446", "issue:44291|issue:45071", @@ -16120,214 +16004,211 @@ "issue:44117|issue:45588", "issue:44380|issue:46077", "issue:44466|issue:46002", - "issue:39401|issue:44779", "issue:43937|issue:44977", - "issue:44410|issue:45310", - "issue:43450|issue:43986", - "issue:45071|issue:46512" + "issue:39401|issue:44779" ], - "prepared_review_unit_hash": "b08157c483c3ca8d759d5859e63185d82a5eef3bf0b410536255191c81d2ef03", + "prepared_review_unit_hash": "a0c4de3e47719d9d3b5e990e9d3b7b455d91d3a37a0eb2ffb72aed5dec58471e", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36278, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "serialized_chars": 36271, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug or change. Most are only loosely related by subsystem (tokenizers, generation, flash-attn, v5 regressions) but point to distinct code paths or model-specific failures, so they should stay separate issues.", - "confidence": 0.87, - "canonical_issue_reason": "issue:33453 is the broadest umbrella-style report in the set ('Regression in tokenizer loading') and is the most plausible canonical representative among the issue-only cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the best global representative because it is broad, concrete, and names the common failure class without overfitting to a single model.", - "best_pr_reason": null, + "summary": "The cluster is heterogeneous: the soft pairs only share broad subsystem keywords (tokenizers, attention, training, processors) but not the same concrete bug or change. I would not dedupe any of the suggested pairs, and there is no strong canonical issue/PR anchor here.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across many different code paths, so there is no single issue that safely represents the cluster.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a good global representative because the cluster is not a duplicate set; choosing any one issue would be arbitrary and misleading.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both involve AutoProcessor, but one is a missing-vision-backend error and the other is repeated HTTP 429 retries; different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluation failure are unrelated code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field shape/assignment issues, but they affect different models and different fields; not the same bug." + }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Both touch example/pipeline behavior, but one is a multi-label classification script bug and the other is a v5 pipeline translation-message mismatch." + "reason": "Example-script multi-label output bug vs pipeline translation-task messaging; different subsystems and fixes." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Both concern loading APIs, but they fail in different layers: missing model weights vs AutoProcessor forwarding kwargs to cached_file." + "reason": "UMT5 weight loading and AutoProcessor keyword forwarding are unrelated." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "These are unrelated: tokenizer decoder type in v5 versus a DeepSeek accuracy regression after upgrading Transformers." + "reason": "Both mention v5 tokenizer/model regressions, but the concrete failures and models differ completely." }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "Tokenizer backend state leakage and apply_chat_template crashing on an empty list are different components and failure modes." + "reason": "Stale phonemizer backend state and empty chat-template handling are different components and failure modes." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "A stale cache crash in GlmMoeDsa is unrelated to Swin2SR image over-padding in the processor." + "reason": "GlmMoeDsa cache crash and Swin2SR padding overrun are unrelated model- and processor-level bugs." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "One is a feature request for GPT2 FlashAttention 2.0 support; the other is a separate generic Flash Attention 2 issue." + "reason": "GPT2 FlashAttention 2 support request is a feature request; the other issue is unspecified and not clearly the same change." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM and tokenizer BPE marker handling in Ministral are different bugs." + "reason": "VRAM leak in Qwen3ForCausalLM threads vs Ministral tokenizer BPE-marker handling; different layers and bugs." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "GlmMoeDsaIndexer split return values and Minimax MSA attention numerical differences are not the same bug." + "reason": "torch.split return-value handling in GlmMoeDsaIndexer vs numerical differences in Minimax attention; not the same problem." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Remote-code checkpoint/meta-init incompatibility is unrelated to attention numerical drift." + "reason": "InternVL2 meta-initialization incompatibility is unrelated to Minimax attention numerics." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version check bug in flex_attention are different issues." + "reason": "Docs still referencing pipeline() and an AuxRequest version check bug are unrelated." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer regressions, but one is broad loading regression while the other is a Qwen3 offset_mapping bug." + "reason": "Tokenizer loading regression vs Qwen3 offset_mapping bug; both tokenizer-related but not the same concrete failure." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT and missing GenerationMixin cache during chunked_prefill are unrelated training vs generation issues." + "reason": "FSDP/PEFT optimizer-state corruption and chunked_prefill cache lookup are unrelated training vs generation bugs." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "An invalid GenerationConfig error and a stale warning for num_return_sequences are different generation-path problems." + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model import/breakage and Ministral FlashAttention failure are unrelated." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "An import failure for a specific model class and repeated 429 retries in AutoProcessor are not the same underlying bug." + "reason": "Qwen2.5-VL import error and repeated HTTP 429 retries are unrelated AutoProcessor issues." }, { "left": "issue:42222", - "right": "issue:43441", + "right": "issue:47000", "accept": false, - "reason": "Vitpose model breakage and Ministral FlashAttention failure are separate model-specific issues." + "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "A VRAM leak in model usage threads is unrelated to a video processor padding calculation bug." - }, - { - "left": "issue:42222", - "right": "issue:47000", - "accept": false, - "reason": "Vitpose breakage and RTDetrLoss infeasible cost matrix errors do not share a concrete code path." + "reason": "A dataloader-thread VRAM leak is not the same as a video-processor padding bug." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Missing cache in generation and inefficient numpy-to-list conversion in padding are different performance/correctness issues." + "reason": "Missing GenerationMixin cache and SequenceFeatureExtractor padding inefficiency are unrelated." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A dependency version bump problem and a flex_attention import-version check bug are unrelated." + "reason": "PEFT version bump and flex_attention version check are unrelated dependency/version issues." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized argument handling and PretrainedConfig type-checking regressions are distinct v5 compatibility issues." + "reason": "Both concern v5 compatibility, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking; different code paths." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Vitpose model breakage and empty-list chat template crashing are unrelated." + "reason": "VitPose model breakage and empty-list chat-template crash are unrelated." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping assumptions and flash_attention integration crashing on s_aux=None are different subsystems." - }, - { - "left": "issue:44380", - "right": "issue:46077", - "accept": false, - "reason": "GPT2 attention scaling being ignored and Gemma4 building causal masks are both attention-related but not the same bug." - }, - { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "Serialization of lm_head.weight and NaNs in classification heads are unrelated training/serialization issues." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer correctness regressions, but they affect different models and behaviors: offset_mapping vs incorrect tokenization results." + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Invalid GenerationConfig handling and Qwen3.5 flash-attention generation failure are distinct generation problems." + "reason": "GPT2 attention-scaling backend regression and Gemma4 bidirectional-mask bug are different model-specific attention issues." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Missing projections in qwen3next layer 0 and a Qwen3.5 MoE from_pretrained error are different model-loading/model-architecture bugs." + "reason": "lm_head.weight serialization inconsistency and NaNs in classification heads are different bugs." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Incorrect batched video-processor output shape and an AutoProcessor crash without torchvision are separate video-processing issues." + "reason": "GenerationConfig validation and Qwen3.5 FlashAttention generation failure are unrelated." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "PretrainedConfig type checking breakage and stale model.config.dtype after from_config(dtype=...) are different v5 API regressions." + "reason": "Different tokenizer regressions on different models with different symptoms; not the same underlying bug." } ] }, @@ -16349,7 +16230,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:38617", "issue:39401", @@ -16362,23 +16243,22 @@ "issue:43122", "issue:43208", "issue:43408", - "issue:43673", + "issue:43450", "issue:43742", "issue:43937", + "issue:43986", "issue:44075", - "issue:44077", "issue:44117", "issue:44220", "issue:44261", - "issue:44263", "issue:44410", "issue:44484", - "issue:44485", "issue:44493", "issue:44496", "issue:44829", "issue:44877", "issue:44933", + "issue:45071", "issue:45081", "issue:45216", "issue:45278", @@ -16394,237 +16274,238 @@ "issue:46231", "issue:46298", "issue:46328", + "issue:46512", "issue:46617", "issue:46762", "issue:46894", "issue:46981" ], "soft_pairs": [ + "issue:44410|issue:45310", + "issue:43450|issue:43986", + "issue:45071|issue:46512", "issue:45341|issue:45561", - "issue:44829|issue:45216", "issue:45341|issue:46328", + "issue:44829|issue:45216", "issue:45632|issue:46981", - "issue:44117|issue:45081", "issue:42617|issue:45341", + "issue:44117|issue:45081", "issue:43408|issue:43742", "issue:38617|issue:41628", "issue:43122|issue:46298", "issue:45362|issue:46328", "issue:39401|issue:46209", "issue:42222|issue:46178", - "issue:44877|issue:46231", "issue:44484|issue:45310", + "issue:44877|issue:46231", "issue:42371|issue:44261", "issue:43937|issue:44496", - "issue:44933|issue:45278", "issue:42371|issue:46617", - "issue:44261|issue:46762", + "issue:44933|issue:45278", "issue:44410|issue:45478", + "issue:44261|issue:46762", "issue:44075|issue:45656", "issue:38617|issue:44220", - "issue:43066|issue:43122", "issue:43208|issue:46894", - "issue:43097|issue:44493", - "issue:44263|issue:44485", - "issue:44077|issue:46981", - "issue:43673|issue:45341" + "issue:43066|issue:43122", + "issue:43097|issue:44493" ], - "prepared_review_unit_hash": "cd9f3a58f16a4d9bb9d5bf0f812fbae2f639aecbcade3b57915289cfaa431456", + "prepared_review_unit_hash": "beb5d7e9f071881372e7af305128e8a30d4daa59eacbaf7f3b91458b370eea7b", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35144, - "estimated_input_tokens": 8786, - "estimated_eval_tokens": 17828 + "serialized_chars": 35188, + "estimated_input_tokens": 8797, + "estimated_eval_tokens": 17850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports. The soft-similarity pairs share broad subsystems (tokenizers, imports, models, optimizers, config loading) but not the same concrete bug or fixable code path, so none should be merged as duplicates.", - "confidence": 0.33, - "canonical_issue_reason": "If a single issue must represent the cluster, issue 45278 is the broadest umbrella-style regression report (many import errors after upgrading) and is the closest to a cluster anchor.", + "summary": "No soft duplicate pair is safe to merge here; the set is broadly about Transformers regressions, loading, and tokenizer/config issues, but most pairs touch different code paths or different failure modes. The closest umbrella issue is the broad import-regression report, but the cluster overall is too heterogeneous for a single true canonical.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set (post-upgrade import errors) and the closest fit for the import-error subset, though it is not a true cluster-wide duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most general and triage-friendly report in this set: it describes a broad post-upgrade import regression rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:45278 is the strongest single issue to anchor the import-error regressions in this set; the rest are too specific or unrelated to serve as a better global representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Same file area, but different bug class: a small testing_utils bug vs a xdist race on captured_info.txt." + "reason": "Both involve Qwen3-family models, but one is a missing projection in qwen3next internals and the other is a Qwen3.5 MoE from_pretrained failure; different bugs." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video-related, but one is a batched video processor shape bug and the other is an AutoProcessor crash when torchvision is missing." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is PreTrainedConfig type-checking regression; the other is dtype state not being written back from from_config(). Different code paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Different problems: flash-attention training degeneration vs incorrect checkpoint saving for Qwen3.5." + "reason": "Both touch testing_utils, but one is a generic small bug and the other is a captured_info.txt race in pytest-xdist; not the same underlying defect." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Unrelated: testing_utils vs a SequenceFeatureExtractor.pad performance issue." + "reason": "Unrelated failures: testing_utils behavior vs SequenceFeatureExtractor.pad performance." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Both involve loading/caching, but one is cache-path collision and the other is repeated HTTP 429 retry behavior." + "reason": "Flash-attention training degeneration and save_pretrained checkpoint regression are distinct issues." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "Both are tokenizer-related, but one is a mapping lookup bug and the other is a Mistral regex patch crash." + "reason": "One is a trust_remote_code cache-path collision; the other is repeated retry behavior on HTTP 429. Different mechanisms." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Unrelated: a 3d_parallel.py runtime failure vs a testing_utils bug." + "reason": "3d_parallel.py execution failure is not the same bug as the testing_utils issue." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping returning None and the Mistral regex patch AttributeError are separate loader bugs." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Different model-loading issues affecting different model families and failure modes." + "reason": "Different model-loading problems: sam3 model-type warning vs MobileLLM key error." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different removal paths." + "reason": "Both are import errors, but for different missing symbols from different modules; no same concrete defect is evident." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Different tokenization regression vs a noisy logging message; no shared bug." + "reason": "Tokenizer behavior regression vs noisy logging message; unrelated." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Completely different areas: chat generation crash vs feature-extractor padding performance." + "reason": "Chat crash for Qwen3.5-35B and a padding performance issue are different bugs." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset mapping bug vs FP8 inference failure on B200; unrelated." + "reason": "Tokenizer offset-mapping bug and FP8 inference failure on B200 are unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Different model family breakage vs unsupported backend mapping validation." + "reason": "Vitpose model breakage and unsupported backend mapping entry are different loading/config issues." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Config-loading strictness vs a documentation parameter-name mismatch." + "reason": "Shard-size behavior in save_pretrained and Qwen3.5 MoE from_pretrained failure are not the same issue." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Save-pretrained shard-size question vs Qwen3.5 from_pretrained error; unrelated." + "reason": "Strict config loading for granite_speech is unrelated to the set_training doc/parameter-name mismatch." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API behavior change vs a model precision/eps bug in MLA layernorm." + "reason": "TF32 API/settings change and q_a_layernorm epsilon precision bug are different problems." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Both are validation failures, but one is GenerationConfig invalidity and the other is missing model_type in config." - }, - { - "left": "issue:44933", - "right": "issue:45278", - "accept": false, - "reason": "A specific missing import vs a broad import-regression report; not the same concrete bug." + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model type for OLMo are distinct config/model-loading failures." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 API control message vs trust_remote_code cache FileNotFoundError; unrelated." + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Both are numerical/model-behavior issues, but they affect different models and code paths." + "reason": "Both mention imports, but one is a specific missing image_utils import and the other is a broad upgrade-era import-error report; not clearly the same bug." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different model architectures and failure modes; no shared concrete fix." + "reason": "Different Qwen3.5/MoE symptoms: missing projections vs from_pretrained error." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical issues: config epsilon precision error vs Minimax MSA attention discrepancies." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both mention optimizer behavior, but one is unused SGD args and the other is double optimizer stepping under deepspeed." + "reason": "SGD args not used and optimizer step called twice under deepspeed are separate optimizer bugs." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for a missing symbol is unrelated to an audio feature extraction issue." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Both concern tokenizer regressions around v5, but the reported symptoms are different enough that they do not clearly share one concrete code-path bug." + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Different model/training bugs, even if both mention loss/training behavior." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Removed tie_embeddings API vs unexpected position-id keys; unrelated." - }, - { - "left": "issue:44263", - "right": "issue:44485", - "accept": false, - "reason": "Different GLM-5 issues: torch.split return handling vs RoPE implementation." + "reason": "xLSTM training blockers and CohereASR double-shift training-loss bug are different model/training issues." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Post-init policy issue vs HTTP retry behavior; unrelated." + "reason": "Both concern tokenizer regressions in v5, but one is decoder-type selection and the other is changed tokenization output; not the same concrete bug." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Generation cache regression vs a testing_utils bug; different code paths." + "reason": "Removed tie_embeddings_and_encoder_decoder behavior and unexpected position-id key warnings are unrelated." } ] }, @@ -16646,7 +16527,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:27957", "issue:38617", @@ -16667,6 +16548,7 @@ "issue:43931", "issue:43986", "issue:44038", + "issue:44077", "issue:44117", "issue:44261", "issue:44263", @@ -16697,7 +16579,10 @@ "issue:46981" ], "soft_pairs": [ + "issue:44263|issue:44485", + "issue:44077|issue:46981", "issue:44483|issue:45464", + "issue:43673|issue:45341", "issue:43931|issue:44410", "issue:41628|issue:45071", "issue:45071|issue:45542", @@ -16705,8 +16590,8 @@ "issue:43931|issue:44038", "issue:43012|issue:43577", "issue:43874|issue:44261", - "issue:43441|issue:44829", "issue:27957|issue:43352", + "issue:43441|issue:44829", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43097|issue:43452", @@ -16715,241 +16600,259 @@ "issue:42886|issue:46981", "issue:44261|issue:44485", "issue:45753|issue:46369", - "issue:44117|issue:44987", "issue:43531|issue:45341", + "issue:44117|issue:44987", "issue:43097|issue:45588", "issue:43874|issue:44263", "issue:43673|issue:46123", "issue:45440|issue:46172", "issue:44410|issue:45375", "issue:43986|issue:45372", - "issue:43097|issue:46050", "issue:44038|issue:44410", + "issue:43097|issue:46050", "issue:38617|issue:42757", "issue:43064|issue:44315", - "issue:43986|issue:44484", - "issue:43208|issue:46897" + "issue:43208|issue:46897", + "issue:43986|issue:44484" ], - "prepared_review_unit_hash": "169be7f8ba93925432a7b9e9755811edb2ccecd544d7cfaa00b65018a89ce3ed", + "prepared_review_unit_hash": "ee785d72a872896fc84e0fa530aff157362a18845d593f4ea08c6ba52057e4b4", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36567, - "estimated_input_tokens": 9142, - "estimated_eval_tokens": 18540 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38035, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like a true duplicate set; it spans many unrelated Transformers/HF bugs across imports, model loading, FlashAttention, training, tokenization, and infra behavior. I rejected all soft edges.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue: the items are a heterogeneous mix of unrelated bugs, so there is no single duplicate target that the rest collapse into.", + "summary": "No duplicate cluster is present here: the soft-linked issues are mostly superficially similar (same subsystem, model family, or API surface) but describe different concrete bugs and code paths. I would not merge any of the proposed pairs.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative; any choice would be arbitrary because the cluster lacks one underlying problem.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: torch.split return handling in GlmMoeDsaIndexer vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Unrelated issues: patchtsmixer post_init policy vs AutoProcessor retry behavior on HTTP 429." + }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions failures, but one is a generic API complaint and the other is a Qwen3.5 streaming issue; not the same bug." + "reason": "Both involve chat APIs, but one is generic /v1/chat/completions rejection and the other is a Qwen3.5 streaming failure." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Different areas: GenerationMixin chunked_prefill cache bug vs a testing_utils issue." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different model families and different failure modes: weight-shape mismatch vs missing projections." + "reason": "Same broad Qwen family, but distinct failures: Qwen3-VL weight-shape mismatch vs qwen3next missing projections." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Unrelated import error vs config type-checking regression." + "reason": "Unrelated import error vs PretrainedConfig type-checking regression." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Different subsystems: config typing vs TensorBoard/TF backend handling." + "reason": "Both are v5 regressions, but they affect different code paths: type checking vs tf backend detection." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5-MoE from_pretrained failure." + "reason": "Save-pretrained shard size question is unrelated to Qwen3.5 MoE from_pretrained loading failure." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is a shape mismatch and the other is a broader v5/MoE load bug." + "reason": "Both are Qwen3-VL-related, but the concrete bugs differ: one is shape mismatch, the other a v5/moe issue." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Different dtype issues: compile-time precision warning vs model loading leaving dtype at float32." + "reason": "Different precision problems: bfloat16 compile warning vs Blip2 dtype remaining float32 on load." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different models and code paths: multimodal token counting vs MLA layernorm config precision." + "reason": "Different subsystems: GLM46V image processor method missing vs MLA q_a_layernorm config epsilon mismatch." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "Both involve FlashAttention, but one is a model-support/load failure and the other is training degeneration under flash_attention_3." + "reason": "Both mention Flash Attention 2, but they are model-specific support issues for different architectures." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Unsupported FlashAttention 2 on different models is not enough to treat these as the same underlying bug." + "reason": "Not the same bug: Ministral FlashAttention failure vs flash_attention_3 causing degenerate training." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek/GLM implementation bugs with no shared concrete code path." + "reason": "Distinct low-level tensor bugs in different models/code paths." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "One is a missing ReLU in a DSA indexer; the other is a tensor dtype/transpose issue." + "reason": "DSA indexer ReLU issue is unrelated to the DeepSeek tensor transpose bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed API semantics vs gguf_file/from_pretrained breakage are unrelated." + "reason": "Removed tie_embeddings API is unrelated to gguf_file loading failures." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video AutoProcessor import/runtime crash is unrelated to a testing_utils bug." + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to the testing_utils bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access is a different problem from the testing_utils issue." + "reason": "sys.modules access bug in modeling_utils is unrelated to testing_utils." }, { "left": "issue:42886", "right": "issue:46981", "accept": false, - "reason": "Both are hub/network related, but offline cache loading and HTTP 429 retry behavior are distinct bugs." + "reason": "Offline cache loading failure and HTTP 429 retry behavior are opposite network-path problems, not the same bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "RMS norm epsilon precision discussion is unrelated to GLM-5 RoPE implementation." + "reason": "Different model-specific implementation problems: rms_norm_eps omission vs GLM-5 RoPE details." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An infinite-loop image bug and a memory overflow are different failure classes." + "reason": "Unrelated failures in different models: Qwen3_5 infinite loop vs SAM3 memory overflow." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Tokenizer mapping None handling and a specific model load failure are not clearly the same code-path bug." + "reason": "Qwen3-MoE sliding_window bug is unrelated to testing_utils." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to testing_utils." + "reason": "from_pretrained assumption about mapping names is not the same as the physical-intelligence/fast loading regression." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A removed config/helper API and a flash_attention s_aux=None crash are different changes." + "reason": "API removal in core config handling is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM46V multimodal-token bug vs GLM MoE indexer split behavior." + "reason": "Different GLM-related bugs: missing image patch count method vs torch.split return handling." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache handling and mask generation batching are different pipeline bugs." + "reason": "Both are generation/pipeline issues, but cache missing and final-batch is_last handling are different bugs." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-related, but they describe different divergences and different concrete code paths." + "reason": "DeepSeek-v3 divergence from remote implementation is broader and different from the DeepSeek-v4 transpose bug." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Qwen3next missing projections and missing vision-config fields are distinct model-definition issues." + "reason": "Different Qwen config/model issues: missing attention projections vs a missing vision config field." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "AutoProcessor without torchvision and a mistral_common import error are unrelated." + "reason": "Both affect processor loading, but one is missing torchvision and the other is a mistral_common ImportError." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "API removal and quantized-model save/load corruption are not the same underlying bug." + "reason": "Different code paths: unsafe sys.modules access vs a testing utility bug." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Different Qwen variants and different missing-attribute/model-structure problems." + "reason": "Tie-embeddings API removal is unrelated to quantized model save/load corruption." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Separate import errors from different modules/packages." + "reason": "Both are ImportErrors, but for different symbols and unrelated packages." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to Liger Kernel not being applied." + "reason": "Wrong optimizer state under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43208", + "right": "issue:46897", "accept": false, - "reason": "No shared bug: video processor crash vs a shard-size configuration question." + "reason": "Both mention training bugs, but they concern different models and different failure mechanisms." }, { - "left": "issue:43208", - "right": "issue:46897", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Both are training bugs, but they affect different models with different concrete symptoms and fixes." + "reason": "Processor-loading crash without torchvision is unrelated to max_shard_size behavior in save_pretrained." } ] }, @@ -16971,7 +16874,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:38617", "issue:42890", @@ -17025,10 +16928,10 @@ "issue:46298|issue:46752", "issue:46655|issue:46664", "issue:42890|issue:46298", - "issue:44062|issue:44117", - "issue:43097|issue:43873", "issue:38617|issue:44351", + "issue:43097|issue:43873", "issue:43012|issue:46821", + "issue:44062|issue:44117", "issue:46172|issue:46710", "issue:44117|issue:46701", "issue:43502|issue:43992", @@ -17042,8 +16945,8 @@ "issue:43012|issue:43550", "issue:45712|issue:46298", "issue:43012|issue:44368", - "issue:43208|issue:43550", "issue:43825|issue:44655", + "issue:43208|issue:43550", "issue:43992|issue:44484", "issue:43352|issue:43976", "issue:43352|issue:44380", @@ -17055,220 +16958,226 @@ "issue:44077|issue:46365", "issue:44222|issue:45478" ], - "prepared_review_unit_hash": "5e1831300dfa895fc78e474dd7b225282c60882248f9a83e8eb570e853d3fc2e", + "prepared_review_unit_hash": "38eced785606793bf16baff5f1fb071bb8145503640a7e0c89ccd0be27762341", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36469, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "serialized_chars": 36461, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft-similarity pairs mostly share broad Transformers subsystem keywords, but they point to different bugs, regressions, or features. I did not find any pair that clearly describes the same underlying issue/change, so no soft edges are accepted.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out because the items are about different code paths and failure modes rather than one underlying defect.", + "summary": "The items are mostly unrelated one-off bugs, import errors, warnings, and docs/test issues. I reject all soft matches; the closest thing to a cluster anchor is the very generic logging complaint, but there is no strong true duplicate group here.", + "confidence": 0.18, + "canonical_issue_reason": "Provisional canonical: issue 46298 is the most generic, high-level complaint and the least specific title in the set, but the surrounding items do not form a real duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong cluster representative; the set is too mixed across unrelated bugs, so a single best issue would be misleading.", + "best_issue_reason": "Issue 46298 is the broadest and most general-sounding issue, so it is the least bad representative for this noisy set, even though it is not a true duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Different problems: noisy logging vs an empty-list crash in apply_chat_template." + "reason": "Generic logging complaint vs empty-list apply_chat_template crash; different code paths and failure modes." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor bugs, but one is padding math and the other is num_frames semantics." + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; related area, different bugs." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Test seed flakiness is unrelated to a logging message." + "reason": "Test flakiness due to missing set_seed() is unrelated to a noisy logging message." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "One is an AddedToken keyword-argument error; the other is a tokenizer mapping None-handling bug." + "reason": "Both are import errors, but for different symbols and likely different removals; not the same underlying bug." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Token/embedding config removal is unrelated to quantization offloading behavior." + "reason": "Removed config attribute vs quantization offloading failure; no shared concrete code-path." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different root causes." + "reason": "PyTorch precision warning on bfloat16 compile is unrelated to TimesFM window_size AttributeError." }, { - "left": "issue:43012", - "right": "issue:46821", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "A PyTorch precision warning is unrelated to a TimesFM AttributeError." + "reason": "Tokenizer AddedToken keyword collision and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading bugs." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "DeepSeek model code failure and a separate accuracy regression are not the same bug." + "reason": "DeepSeek tensor transpose/dtype issue is unrelated to an accuracy regression after upgrade." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback logic is unrelated to the DiffusionGemma image-text pipeline failure." + "reason": "Tokenizer mapping None handling and DiffusionGemma pipeline failure are different subsystems and failures." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network leakage is unrelated to a missing embed_tokens weight on load." + "reason": "Both involve from_pretrained/loading, but one incorrectly hits the network and the other misses a weight in model loading." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer evaluate/train state bug is unrelated to an import-time datasets conflict." + "reason": "Trainer evaluate/train failure is unrelated to importing Trainer being affected by datasets installation." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Passing kwargs to cached_file is unrelated to the auto_docstring annotation crash." + "reason": "Passing kwargs to cached_file and auto_docstring annotation parsing are unrelated code paths." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT-2 attention scaling under SDPA/FlashAttention is unrelated to chunked-prefill recompilation." + "reason": "Attention scaling ignored under SDPA/FlashAttention is a modeling backend bug, not the same as cache lazy initialization causing recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure and a BACKENDS_MAPPING validation error are different compatibility issues." + "reason": "Python 3.14 import/load failure and tensorflow_text backend mapping error are distinct environment/backend issues." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "AutoProcessor without torchvision and a notebook syntax error are unrelated." + "reason": "AutoProcessor/torchvision crash and a notebook syntax error are not the same bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained problems." + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are both save_pretrained topics, but they affect different object types and failure causes." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "A save failure for dequantized models is unrelated to an image-specific infinite loop." + "reason": "Model saving bug vs infinite-loop generation on a specific image; unrelated." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 precision warning is unrelated to a torch.compile SDPA failure." + "reason": "A bfloat16 precision warning during compile is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy object leakage in repo checks is unrelated to a logging message." + "reason": "Dummy class cleanup/check_repo leakage is unrelated to a generic logging message." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "These are distinct warning cases with different triggers and model/config paths." + "reason": "These are both warnings, but they stem from different models and different warning conditions." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "xLSTM training blockers are unrelated to the Bamba SDPA compile issue." + "reason": "Incorrect pipeline error message and inability to save Pipeline objects are separate pipeline issues." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "A pipeline task-support error message is unrelated to Pipeline save_pretrained failures." + "reason": "xLSTM training blockers and Bamba SDPA compile failure are different model-specific bugs." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing weight loading and the 50GB shard-size question are unrelated save_pretrained topics." + "reason": "Missing embed_tokens.weight on load is unrelated to the default max_shard_size in save_pretrained." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "A model-specific Flash Attention limitation and a Python version compatibility issue are different problems." + "reason": "Nemotron FA2 unsupported and Python 3.9/3.10 compatibility are unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Nemotron Flash Attention support and GPT-2 attention scaling are unrelated model bugs." + "reason": "Unsupported FlashAttention 2 on Nemotron is not the same as GPT2 attention scaling being ignored under SDPA/FlashAttention." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder type mismatch and an isolated reproduction of another issue are not the same bug." + "reason": "The latter is only an isolated reproduction of another issue; there is no evidence it matches the tokenizer decoder type problem here." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed tie_embeddings behavior and a noisy log message are unrelated." + "reason": "Removed tie_embeddings_and_encoder_decoder and noisy logging are unrelated." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to Trainer import conflicts." + "reason": "Whisper empty-transcription failure is unrelated to Trainer import being blocked by datasets." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor operation bug are unrelated." + "reason": "ESM2 broken workflow issue and DeepSeek tensor operation bug are unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT-2 backend scaling bug is unrelated to AttentionInterface.register changing function behavior." + "reason": "Attention backend config being ignored is not the same as register() changing a registered function's behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init policy and Trainer import conflict are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained behavior and a MoE from_pretrained regression are related only by model family, not by the same underlying bug." + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained error are different sides of the loading/saving flow and not clearly the same bug." } ] }, @@ -17290,7 +17199,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:29870", "issue:36010", @@ -17362,8 +17271,8 @@ "issue:44625|issue:46365", "issue:44483|issue:45290", "issue:43611|issue:44655", - "issue:36683|issue:43475", "issue:43352|issue:43937", + "issue:36683|issue:43475", "issue:44355|issue:46877", "issue:44655|issue:46050", "issue:44625|issue:46077", @@ -17377,238 +17286,238 @@ "issue:29870|issue:36296", "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "b86b86580e6d3af60f1608d285a9dc43869536bcfa3128aaa44778d030061e72", + "prepared_review_unit_hash": "0169f547ed51439a593f66104f6653e5956f1b362ba757464edd046866d834c2", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37684, - "estimated_input_tokens": 9421, - "estimated_eval_tokens": 19098 + "serialized_chars": 37687, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs are only superficially related by broad themes like import errors, model loading/saving, or model-family regressions, but they do not describe the same underlying bug or change. No soft edge looks strong enough to merge.", + "summary": "This cluster is a loose semantic-similarity bucket, not a true duplicate set. The issues span unrelated import errors, config/model attribute bugs, saving/loading regressions, backend/package conflicts, and model-specific feature gaps. No PRs are present, and I would not merge any of the soft edges.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue is safe here: the items do not share one underlying bug or code path, only broad wording patterns.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a strong global best duplicate target because the cluster is heterogeneous; any pick would be arbitrary rather than representative of one defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Both are runtime/configuration failures, but one is Gemma3 missing vocab_size and the other is an Apple Silicon TypeError in allocator warmup; unrelated bugs." + "reason": "Different bugs: missing Gemma3Config vocab_size vs Apple Silicon TypeError in allocator warmup." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Both involve training/inference behavior, but one is GPT2 attention scaling being ignored in SDPA/FlashAttention and the other is zero loss for single-label classification; different code paths." + "reason": "Unrelated model behaviors: attention scaling ignored in GPT2 backends vs degenerate zero loss in sequence classification." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Both mention import trouble, but one is a packaging/backend dependency issue and the other is Trainer import conflict with datasets; not the same problem." + "reason": "Both are import/package issues, but they involve different failures and root causes." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but for different symbols and different causes: huggingface_hub is_offline_mode vs transformers Qwen2_5_VLForConditionalGeneration." + "reason": "Both are ImportErrors, but for different symbols/modules and different fixes." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "One is an FSDP2/PEFT optimizer-state mismatch, the other is attention-scaling config ignored in backend kernels; unrelated regressions." + "reason": "Different training-state bug in FSDP/PEFT vs GPT2 attention backend scaling bug." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "A local path trailing-slash import warning is not the same as a bfloat16 compilation precision warning." + "reason": "Path-suffix import warning and bf16 compile warning are unrelated warning/regression reports." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both touch chat/template flows, but one is an API /v1/chat/completions acceptance issue and the other is a batched apply_chat_template crash with padding=False." + "reason": "API request rejection and batched chat-template crash are different code paths and symptoms." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions missing is a model output regression; GPT2 attention scaling ignored is a backend-specific config bug." + "reason": "CLIP attentions assignment regression is unrelated to GPT2 attention scaling behavior." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Importing layer_type_validation and local_files_only still making API requests are different subsystems and failure modes." + "reason": "Different import/local-files_only problems with no shared concrete bug path." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels returning one label are unrelated model/processor issues." + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated model/component bugs." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both are Qwen3-VL/Qwen3.5-related, but one is a loading regression in transformers 5.0 and the other is FP8 inference support; not the same fix." + "reason": "Both mention Qwen3-VL-Moe/fp8, but one is a generic bug report and the other is fp8 inference support; not the same defect." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP vision regressions, but one loses attentions and the other loses hidden_states under output_hidden_states=True; distinct outputs and code paths." + "reason": "Both concern CLIP vision outputs, but one is attentions missing and the other is hidden_states regression." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer loss and GLM-5 RoPE implementation discussion are different models and different issues." + "reason": "Smollm3 RoPE-layer count bug and GLM-5 RoPE implementation discussion are not the same underlying issue." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and Pipeline save_pretrained failure are both serialization-related, but one targets quantized models and the other Pipeline objects." + "reason": "Quantized save_pretrained failure and pipeline save_pretrained failure are different serialization problems." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "GenerationMixin import failure and is_offline_mode import failure are unrelated ImportErrors." + "reason": "Different missing-import symbols from different packages; no shared defect." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4-related, but one is resize_token_embeddings propagation and the other is bidirectional-attention mask construction; different bugs." + "reason": "Both involve Gemma4 settings, but one is embedding resize propagation and the other is bidirectional attention masking." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "One is Qwen3VL MoE loading breakage and the other is a state_dict sorting load error; not the same underlying loading bug." + "reason": "Qwen3VL loading regression and sorted-state_dict load error are unrelated loading failures." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Trainer import conflict with datasets are unrelated." + "reason": "Qwen3.5 num_labels propagation bug and Trainer import conflict are different areas and causes." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both involve chat/template flows, but one is endpoint request validation and the other is tool-call assistant message handling in tokenize=True." + "reason": "API request validation failure is unrelated to chat-template tool-call batching crash." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "base_model_prefix loading regression and Pipeline save_pretrained failure are different serialization/load paths." + "reason": "base_model_prefix loading regression and pipeline save_pretrained failure are different code paths." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Gemma3 missing vocab_size and SAM 3 Video missing fpn_position_embeddings are both attribute errors, but on different models and fields." + "reason": "Flash Attention support gap and GenerationConfig validation error are unrelated." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Nemotron FlashAttention2 support and GLM-5 GenerationConfig validity are unrelated model-specific issues." + "reason": "Gemma3 vocab_size attribute bug is unrelated to SAM3 vision encoder missing fpn_position_embeddings." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled Python file errors and auto_docstring printing diagnostics at import time are separate import/runtime concerns." + "reason": "Compiled Python file loading errors and auto_docstring import-time stdout diagnostics are different problems." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Pipeline save_pretrained and sinq quantized model round-trip save/load are both serialization issues, but not the same object or code path." + "reason": "Pipeline save_pretrained failure and sinq quantized checkpoint corruption are different serialization issues." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention masks are unrelated." + "reason": "Different Gemma/Qwen configuration bugs with no shared failing code path." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 missing vocab_size and patchtsmixer post_init allowance are unrelated config/model-definition issues." + "reason": "Gemma3 missing vocab_size and patchtsmixer post_init policy are unrelated." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-compatibility reports, but one is about 5.1.0 on Python 3.9+ and the other is loading failure on Python 3.14; different compatibility problems." + "reason": "Python version compatibility bug and Python 3.14 load failure are not the same issue." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "A sorted state_dict load error and a broken Qwen3.5 save_pretrained checkpoint are both save/load regressions, but they are distinct failures." + "reason": "State_dict sorting load bug and Qwen3.5 save_pretrained regression are different model-loading/saving defects." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 causal-attention mask behavior and LlamaConfig head_dim validation are unrelated model/config bugs." + "reason": "Gemma4 bidirectional attention and Llama head_dim validation are unrelated config checks." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions missing and Qwen3.5 checkpoint corruption after save_pretrained are unrelated regressions." + "reason": "CLIP attentions regression and Qwen3.5 checkpoint saving regression are unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3 missing vocab_size and Llama4 missing pad_token_id are similar in shape but refer to different model configs and separate fixes." + "reason": "Different attribute errors on different configs: vocab_size vs pad_token_id." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Gemma3 vocab_size missing and Qwen3.5 num_labels propagation are unrelated attribute/config issues." + "reason": "Both are config propagation issues, but for different models and different missing fields." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate decoder_attention_mask UnboundLocalError and tensor-parallel training bug are different execution paths and failures." + "reason": "Bart generate() unbound decoder_attention_mask and tensor-parallel training bug are unrelated." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2 optimizer-state corruption and a cache-strategies typo have nothing in common beyond both being in Transformers." + "reason": "FSDP2/PEFT optimizer-state bug and cache-strategy typo are not the same underlying problem." } ] }, @@ -17630,7 +17539,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:28282", "issue:29870", @@ -17683,8 +17592,8 @@ ], "soft_pairs": [ "issue:43010|issue:45278", - "issue:43992|issue:45310", "issue:44075|issue:46365", + "issue:43992|issue:45310", "issue:44908|issue:46851", "issue:44393|issue:47000", "issue:29870|issue:33453", @@ -17692,8 +17601,8 @@ "issue:44355|issue:44855", "issue:43867|issue:46202", "issue:36683|issue:43064", - "issue:43867|issue:45375", "issue:42890|issue:45561", + "issue:43867|issue:45375", "issue:41669|issue:44246", "issue:43010|issue:45850", "issue:36296|issue:43575", @@ -17712,20 +17621,20 @@ "issue:44734|issue:46617", "issue:43723|issue:44556" ], - "prepared_review_unit_hash": "55710c92ba50fa9b0aa88057d6b85f56a7e9dd73bdf95825bf5eb6c7047a5aa4", + "prepared_review_unit_hash": "632904154bbbe0bf001cc24cc1c5b138d1cdc1bd4036bd76dd8b69be815f5c47", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36053, + "serialized_chars": 36055, "estimated_input_tokens": 9014, "estimated_eval_tokens": 18284 }, @@ -17734,193 +17643,196 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions: model-loading/import failures, version-compatibility breakages, training bugs, tokenizer/processor issues, and a few CI/test flakiness reports. None of the soft-edge pairs look like the same concrete bug or change under strict duplicate triage.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45278 is the broadest and most representative report of the cluster\u2019s dominant theme: post-upgrade import/load regressions in v5.", + "summary": "The set is mostly a loose mix of loading/import/version-regression issues, with one clear duplicate subcluster around the Qwen3.5 MoE from_pretrained error. Most soft pairs are not the same underlying bug; only the import-time slowdown pair looks duplicate enough.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45310 is the best anchor because it is the earlier report in the exact Qwen3.5 MoE from_pretrained error duplicate pair (with issue:45478) and describes a concrete, reproducible loading failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best cluster anchor because it captures the shared high-level regression class without being overly model-specific.", + "best_issue_reason": "issue:45310 is the strongest overall issue candidate: it is a specific bug report, has evidence of being duplicated, and is more actionable than the broader regression reports in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Different bug class: cache/layer update semantics vs broad import regressions after upgrade." + "reason": "Different problems: cache/layer update decoration vs broad import errors after upgrade." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Different models and different from_pretrained failures; no shared concrete code path." + "reason": "Unrelated: SGD optimizer args vs importing Trainer requiring datasets uninstall." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Optimizer argument handling is unrelated to a Trainer import/dependency issue." + "reason": "Both are from_pretrained failures, but for different models and different missing pieces." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs bug vs Qwen3.5 variable-length position_ids issue; unrelated." + "reason": "Scheduler kwargs bug vs Qwen3.5 variable-length position_ids bug; different code paths." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Different tasks and failures: VLM bbox output vs RTDetr loss infeasibility." + "reason": "Both involve boxes/losses, but they are different models and different failure modes." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "BART generate decoder mask bug vs tokenizer-loading regression; distinct code paths." + "reason": "Bart generate decoder_attention_mask error is unrelated to tokenizer loading regression." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python-version load failure vs PretrainedConfig type-checking break; not the same defect." + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are not the same bug." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-related, but one is compiled-file behavior and the other is a torch.jit parsing failure on 3.13." + "reason": "Both affect importing, but one is compiled-file errors and the other is a torch.jit parsing/IndentationError issue." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State_dict sorting load error vs Gemma pipeline roundtrip issue; unrelated." + "reason": "State-dict sorting load error and Gemma pipeline roundtrip failure are different loading/serialization bugs." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3 config missing vocab_size is unrelated to FSDP2/PEFT optimizer-state corruption." + "reason": "Gemma3Config missing vocab_size is unrelated to the Trainer/FSDP2 optimizer-state bug." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "A load error and a config-field serialization issue are different problems." + "reason": "Test flakiness from missing set_seed is different from xdist races on captured_info.txt." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Seed-related flaky tests vs xdist file race; different test failures." + "reason": "Different config/load issues for different models; not the same missing-field bug." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Import-star performance regression vs intermittent slow import; too broad to be the same bug." + "accept": true, + "reason": "Both point to the same underlying symptom: transformers import is slow; 41669 proposes the likely cause/fix, 44246 reports the same slowdown." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Specific no_grad/update bug vs vague \"many models break\" report; not the same issue." + "reason": "Specific no_grad decoration request vs a broad complaint that v5 breaks many models." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug vs TP OOM on one model; different concrete failures." + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM are different issues." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions assignment bug vs patchtsmixer post_init policy change; unrelated." + "reason": "CLIP attentions regression vs patchtsmixer post_init allowance; no concrete overlap." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update bug vs Python compatibility/load failure; unrelated." + "reason": "Cache update no_grad issue is unrelated to Python-version load failure." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Model load error vs save_pretrained key mismatch; opposite directions and different causes." + "reason": "State-dict ordering issue vs incorrect visual encoder keys in save_pretrained; different bugs." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are from_pretrained complaints, but they involve different model families and different failures." + "reason": "Same general area (from_pretrained), but different models and different missing weights/config behavior." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch installation error vs tokenizer-loading regression; unrelated." + "reason": "PyTorch missing import error is unrelated to tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both CLIP-related, but one is missing attentions assignment and the other is class-structure inconsistency." + "reason": "Attention field assignment regression and CLIP text-model structure mismatch are different problems." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "SAM-HQ test flakiness vs Phi-4 multimodal load failure; unrelated." + "reason": "Test seed flakiness is not the same as model loading failure for Phi-4 multimodal." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Seed-related test instability vs GraniteSpeech device-override CI issue; different bugs." + "reason": "Different CI/test failures with different root causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Seed/test flakiness vs auto_mappings referencing removed configs; unrelated." + "reason": "Set_seed flakiness is unrelated to auto_mappings references causing CI breakage." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leakage vs AddedToken keyword collision; different code paths." + "reason": "local_files_only network leakage and AddedToken special-arg duplication are unrelated." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup behavior in v5 vs video processor num_frames semantics; unrelated." + "reason": "Tokenization cleanup behavior and SmolVLM num_frames semantics are different regressions." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation crash vs cache loading FileNotFoundError; different runtime paths." + "reason": "KV-cache continuation indexing crash is unrelated to trust_remote_code cache FileNotFoundError." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression vs checkpoint reload compatibility issue; not the same underlying bug." + "reason": "Tokenizer loading regression and checkpoint reload incompatibility after version upgrade are not the same concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45310 and issue:45478 are an exact title match, so using them as the duplicate anchor is conservative, and the rest of the pair judgments mostly stay on the safe side by separating different models/code paths. The only accepted soft pair, issue:41669 vs issue:44246, is also plausible from the titles as a shared import-slowdown symptom. Overall this looks precise and suitably cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17935,7 +17847,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:29870", "issue:30333", @@ -17996,8 +17908,8 @@ "issue:45125|issue:45478", "issue:30333|issue:33453", "issue:44355|issue:44749", - "issue:42548|issue:44351", "issue:45125|issue:45375", + "issue:42548|issue:44351", "issue:30990|issue:31795", "issue:43502|issue:44222", "issue:43502|issue:44961", @@ -18023,23 +17935,23 @@ "issue:43475|issue:46617", "issue:44222|issue:44230", "issue:46143|issue:46144", - "issue:41628|issue:42548", - "issue:44315|issue:46209" + "issue:44315|issue:46209", + "issue:41628|issue:42548" ], - "prepared_review_unit_hash": "b495925f766b53c42935fe42d6be0e0875eda9dd3b3724fe396a4ba236666774", + "prepared_review_unit_hash": "675708eb4fbc5ecabcce5b4c35cb842fa6be662a79bf8a37b4204cb21213e05a", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 39, - "serialized_chars": 38291, + "serialized_chars": 38289, "estimated_input_tokens": 9573, "estimated_eval_tokens": 19402 }, @@ -18048,253 +17960,256 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with a weaker central theme around v5 loading/import/regression breakages. None of the soft pairs look like true duplicates or the same concrete fix path, so all should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43576 is the most central and broadly representative item: a v5 regression affecting the environment/CLI surface, which aligns with several other load/import/version-breakage reports in the cluster.", + "summary": "This set is mostly heterogeneous/noisy: the vast majority of soft pairs are unrelated failure modes or different code paths. Only the RoFormer pair looks like a plausible duplicate; everything else should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46144 is the best canonical issue: it is the more specific, open report of the RoFormer attention-path bug and can absorb the related kwargs-forwarding complaint.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best single representative issue because it captures the broadest recurring theme in the cluster (v5 regression / breakage) without being overly narrow to one model or one symbol import.", + "best_issue_reason": "Issue 46144 is the strongest representative issue because it directly names the core RoFormer attention-interface problem and is the clearest single bug report in the only accepted duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen/MoE/FP8-related problems, but one is about save_pretrained behavior and the other about tensor-parallel planning/loading; not the same bug." + "reason": "Different problems: FP8 save_pretrained behavior vs missing tensor-parallel plan for Qwen3.5 MoE." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "One is an import error for a specific model class, the other is a FileNotFoundError loading a trust_remote_code model from cache; different failure modes and code paths." + "reason": "One is an import error for a specific model class; the other is a cache FileNotFoundError while loading trust_remote_code models." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only network leakage and GLM-5 RoPE implementation are unrelated issues." + "reason": "Unrelated: offline/local-files-only network requests vs GLM-5 RoPE implementation." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-patch helper in a processor and cache FileNotFoundError are separate problems." + "reason": "Different bugs: multimodal token counting in GLM46V vs cache loading file-not-found." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated implementation bugs." + "reason": "Cache update no_grad semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory growth and reloading checkpoints after upgrade are different regression types." + "reason": "Int4 quantization OOM is a memory regression; checkpoint reload failure after version upgrade is a separate loading issue." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "A broken env command in v5 and changed behavior of AttentionInterface.register are not the same concrete bug." + "reason": "CLI/env command breakage is not the same as AttentionInterface.register behavior changes." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is missing _tp_plan for tensor parallelism while the other is a generic from_pretrained error; insufficient evidence of one root cause." + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel plan metadata and the other is a from_pretrained error; not clearly the same bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed jobs and tokenizer loading regression are unrelated." + "reason": "MLFlow job status reporting and tokenizer loading regression are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a tokenizer performance regression do not describe the same bug." + "reason": "Compiled Python file errors are not the same as a data-filtering performance regression." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing exports." + "reason": "Same model family, but different missing config fields and different failure modes." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Missing tensor-parallel plan and missing config field silently dropped by strict validation are different issues." + "reason": "Different missing imports: PreTrainedModel vs HybridCache." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading gets stuck and confusing forward-docs wording are not the same underlying problem." + "reason": "Sentence Transformers loading hang is unrelated to documentation confusion around model.forward args." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network access despite local_files_only and FP8 moe save_pretrained behavior are unrelated." + "reason": "Local-files-only network behavior and FP8 save_pretrained are separate issues." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "API requests with local_files_only and the placeholder title 'racoon' have no relation." + "reason": "No meaningful overlap; local-files-only requests vs an unrelated issue titled 'racoon'." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation internals, but one is about no_grad on cache updates and the other about sync_gpus/model kwargs ordering; not the same concrete fix." + "reason": "Both touch generation/cache internals, but the concrete bugs are different code paths and symptoms." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "A video num_frames semantic mismatch and an AutoProcessor vision-backend import error are different bugs." + "reason": "Video num_frames semantics and AutoProcessor backend-missing import handling are different processor bugs." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline after removals is unrelated to the placeholder issue." + "reason": "Docs still referencing pipeline() is unrelated to the unrelated 'racoon' issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow failure reporting and tensor parallel training bug are unrelated." + "reason": "MLFlow reporting and tensor-parallel training are different subsystems and failures." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "BART generate() UnboundLocalError and docs confusion around input_ids/past_key_values do not share the same code-path bug." + "reason": "BART generate() UnboundLocalError is unrelated to forward-method documentation confusion." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading regression and general checkpoint reload failure after upgrade are related only at a high level, not the same underlying defect." + "reason": "Both mention v5 loading regressions, but one is specific to Qwen3VL MoE and the other is generic checkpoint reload after upgrade." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are separate model-loading issues." + "reason": "Both are loading regressions, but they affect different models and likely different root causes." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python-file failures and PretrainedConfig type-checking breakage are unrelated." + "reason": "Compiled-file execution errors are not the same as PretrainedConfig type-checking breakage." }, { "left": "issue:43576", - "right": "issue:45071", + "right": "issue:43824", "accept": false, - "reason": "A broken env command and PretrainedConfig type-checking issues are different regression surfaces." + "reason": "CLI env command failure is not the same as a missing Qwen2_5_VLForConditionalGeneration import." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub import and a broken transformers env command are not the same bug." + "reason": "A missing huggingface_hub import and a broken env command may be related in theme, but not the same concrete bug without more evidence." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel not applied with model_init and a missing ReLU in the DSA indexer are unrelated." + "reason": "Liger Kernel/model_init behavior and a DSA indexer ReLU discussion are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "The env command regression and a specific model-class import error are different failures." + "reason": "Different failures: env command breakage vs missing Qwen2.5-VL import." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion in model.forward and missing layer_type_validation import are unrelated." + "reason": "Documentation confusion around forward args is unrelated to a missing layer_type_validation import." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue 'racoon' is unrelated to the Gemma-4 positional encoding bug." + "reason": "No clear overlap; unrelated issue titles with different model areas." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE discussion and the placeholder issue are unrelated." + "reason": "GLM-5 RoPE implementation is unrelated to the unrelated 'racoon' issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Importing HybridCache and FileNotFoundError when loading from cache are different root causes." + "reason": "HybridCache import failure and cache FileNotFoundError are different problems." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + "reason": "Tensor-parallel training bug and text-classification docs are unrelated." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command in v5 and Python 3.14 load failure are different version-related regressions, but not the same concrete issue." + "reason": "Broken env command and Python 3.14 import/load failure are different environment issues." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention 2.0 support for Nemotron and the placeholder issue are unrelated." + "reason": "Flash Attention 2.0 unsupported for NemotronH is unrelated to the unrelated 'racoon' issue." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video attribute error and trust_remote_code cache FileNotFoundError are different code paths." + "reason": "SAM3 video encoder attribute missing and trust_remote_code cache loading are separate bugs." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; not mergeable into one fix." + "reason": "Both involve FP8/MoE, but one is save_pretrained and the other is inference support; not the same change." }, { "left": "issue:46143", "right": "issue:46144", - "accept": false, - "reason": "Missing kwargs propagation and attention interface usage are closely related conceptually, but the titles describe different implementation gaps and not one concrete duplicate bug." + "accept": true, + "reason": "Both describe the same RoFormer forwarding bug: kwargs/attention-interface information is not propagated through the model's attention path." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Both are import errors, but for different top-level symbols and likely separate export regressions." + "reason": "Liger Kernel/model_init behavior is unrelated to FP8 inference on B200." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Liger kernel application and FP8 inference on B200 are unrelated." + "reason": "Different missing imports for different top-level APIs: AutoImageProcessor vs PreTrainedModel." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted pair, issue:46143 vs issue:46144, is clearly related from their titles, and the rest of the rejections are appropriately cautious rather than overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18309,7 +18224,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:31795", "issue:33453", @@ -18361,17 +18276,17 @@ "issue:46664" ], "soft_pairs": [ - "issue:45362|issue:45850", "issue:43673|issue:44492", + "issue:45362|issue:45850", "issue:44485|issue:46664", "issue:44273|issue:45542", "issue:44623|issue:45230", - "issue:44038|issue:45125", "issue:44273|issue:45003", + "issue:44038|issue:45125", "issue:44360|issue:46664", "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", @@ -18390,9 +18305,9 @@ "issue:44908|issue:45071", "issue:44295|issue:45230", "issue:44297|issue:45230", - "issue:41669|issue:44351", "issue:44492|issue:46328", "issue:44704|issue:44908", + "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:43976|issue:45850", "issue:43976|issue:46218", @@ -18402,280 +18317,283 @@ "issue:44315|issue:44829", "issue:43519|issue:46655" ], - "prepared_review_unit_hash": "6ec0fa1ff31965d04d3dafdc5db88468eb4ca475c3676af91b2c4a58bcc906d2", + "prepared_review_unit_hash": "cd0d709c81f9b5d91496ba198e88546e3d8060ea3ea671ac7c503c5fa30e43a0", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 40, - "serialized_chars": 39091, - "estimated_input_tokens": 9773, - "estimated_eval_tokens": 19802 + "serialized_chars": 39086, + "estimated_input_tokens": 9772, + "estimated_eval_tokens": 19800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes documentation issues, model-specific bugs, loading/regression reports, and version-upgrade complaints. The proposed soft pairs are mostly false positives rather than true duplicates of the same underlying bug or change.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45850 is the closest thing to a cluster anchor because it is the broadest regression complaint ('Since 5.0 version it breaks too many models'). Even so, the set is too diverse for a strong true-canonical duplicate.", + "summary": "This cluster is mostly a mix of unrelated reports. Issue 45850 is the best umbrella representative for the broad v5 regression theme, but the soft pairs do not rise to same-defect duplicates; in particular, 44246 vs 44273 is only a loose import/lazy-loading similarity, not the same bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set, covering the generic 'v5 breaks many models' regression theme that several other reports loosely orbit.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the best single representative of the cluster because it captures the widest v5 regression theme and has the most umbrella-like framing, but it should not be treated as a real duplicate target for the others.", + "best_issue_reason": "Issue 45850 is the most suitable global representative because it is the clearest high-level triage anchor for the cluster's shared v5 regression complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Different concrete problems: Qwen3.5 chat crash vs a broad v5 breakage complaint." + "reason": "Chunked-prefill cache regression and cache-strategy typo are different problems." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Chunked-prefill cache regression and a cache-strategy typo are unrelated." + "reason": "Specific Qwen3.5 chat crash is not the same as a broad v5-breakage complaint." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM video-frame padding are unrelated." + "reason": "GLM RoPE implementation discussion and SmolVLM video-frame semantics are unrelated." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading bug vs TensorFlow/tensorboard backend error; different code paths." + "reason": "Lazy-loading/import behavior and tensorboard-only tf backend error are different failure modes." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Specific processor.save_pretrained file bug vs an unspecified generic bug report." + "reason": "The second issue is too generic to confirm a duplicate bug." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Qwen3-VL-Moe fp8 issue vs missing tensor-parallel plan; different functionality." + "reason": "Both involve imports, but lazy loading and unsafe sys.modules access are not clearly the same defect." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Both involve loading/imports, but one is lazy loading and the other is unsafe sys.modules access." + "reason": "Qwen3-VL-Moe support and missing tensor-parallel plan are distinct capability gaps." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM video processing." + "reason": "These are unrelated model/subsystem issues." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox output bug and PretrainedConfig type checking are unrelated." + "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are different code paths." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "Import-* performance issue is not the same as the chunked-prefill cache regression." + "reason": "Both are Qwen3-VL-related, but bbox hallucination and infinite looping are separate bugs." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Both are Qwen3-VL-family issues, but one is bbox output and the other is an infinite loop on a specific image." + "reason": "Import-star cleanup/performance and chunked-prefill cache regression are not the same issue." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are different v5 regressions." + "reason": "Broken env command and checkpoint reload incompatibility are separate regressions." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a model-specific config bug, not the broad v5 regression." + "reason": "Missing pad_token_id in Llama4Config is a concrete model bug, not the broad umbrella report." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad_token_idx regression is specific; it is not the same issue as the broad breakage report." + "reason": "StableLm pad_token_idx regression is model-specific and not the same as the generic v5 breakage issue." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade/load compatibility complaints, but they affect different checkpoint-loading paths and failure modes." + "reason": "Both are compatibility complaints, but checkpoint reload and remote-code meta-init incompatibility are different bugs." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo is unrelated to the general v5 breakage complaint." + "reason": "Cache-strategy typo is not the same as a broad v5 regression report." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Broad import errors after upgrade is related in theme, but not the same concrete underlying bug." + "reason": "Both are upgrade regressions, but one is generic import errors and the other is broad model breakage." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API/settings guidance and cache-strategy typo are unrelated." + "reason": "TF32 API guidance and cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-* slowdown and missing Qwen3_5 module import are different import problems." + "reason": "Import performance cleanup and a missing Qwen3_5 module import are not the same underlying issue." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support request and weight-conversion question are unrelated." + "reason": "FP8 support request and weight-conversion-script question are different feature requests." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type mismatch warning and Liger kernel application are different code paths." + "reason": "Model-type mismatch warning and Liger Kernel application issue are unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowdowns and lazy-loading malfunction overlap loosely, but not the same underlying bug." + "reason": "The evidence only shows a loose import/lazy-loading theme; it does not support the same concrete bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing seeds is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Seed-related test flakiness and scheduler kwargs handling are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Env-command breakage and scheduler kwargs regression are unrelated." + "reason": "Broken env command and inverse_sqrt scheduler kwargs are different subsystems." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support limitation and Qwen3-VL bbox hallucination are different model issues." + "reason": "Flash Attention support gating and Qwen3-VL bbox output errors are different problems." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + "reason": "Python version compatibility and Qwen3-VL output issues are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug and PretrainedConfig type-checking breakage are unrelated." + "reason": "Scheduler kwargs handling and config type-checking regression have no shared bug path." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access bug is unrelated to a generic bug report." + "reason": "The second issue is too vague to prove duplication." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to a generic bug report." - }, - { - "left": "issue:41669", - "right": "issue:44351", - "accept": false, - "reason": "Import-* slowdown and HybridCache import failure are different issues." + "reason": "Tokenizer save mismatch is concrete; the other report lacks enough detail to match it." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad conversion inefficiency are unrelated." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Both mention kwargs, but they affect different APIs and different behaviors." + "reason": "Processor kwargs passing and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance and missing HybridCache import are not the same defect." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-* performance issue and testing_utils bug are unrelated." + "reason": "Import performance cleanup and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python 3.9/3.10 compatibility issue is not the same as broad v5 model breakage." + "reason": "Python-version compatibility is not the same as the broad v5 regression umbrella." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python-version compatibility and missing Qwen3_5 import are unrelated." + "reason": "Version compatibility mismatch and a missing module import are different failures." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy change and tied-weights AttributeError are unrelated." + "reason": "Optional post_init policy and tied-weight key handling are different initialization issues." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward and tokenizer loading regression are unrelated." + "reason": "Documentation confusion and tokenizer loading regression are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading malfunction are both infrastructure-ish but not the same bug." + "reason": "Broken env command and lazy-loading behavior are not the same bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger kernel application and flash_attention_3 training degeneration are unrelated." + "reason": "Liger Kernel application and flash_attention_3 training degeneration are different training issues." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are separate model-specific bugs." + "reason": "Timestamp calculation and video padding are separate processor bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the cluster summary is mostly grounded, but the analyst overstates at least one soft-edge match. The accepted pair issue:44246 vs issue:44273 is not supported by the packet; the packet\u2019s deterministic verdict is false, and the evidence only shows a loose import/lazy-loading theme, not the same defect. The summary\u2019s claim that only one pair is close enough to be the same underlying bug is therefore too strong. The canonical issue choice (45850 as a broad umbrella) is conservative enough, but the pair-level verdict is not." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -18691,7 +18609,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:28348", "issue:29870", @@ -18755,9 +18673,9 @@ "issue:31795|issue:34689", "issue:43704|issue:44485", "issue:44485|issue:45468", - "issue:42371|issue:43704", "issue:46018|issue:46172", "issue:43502|issue:43519", + "issue:42371|issue:43704", "issue:45850|issue:46218", "issue:43519|issue:44623", "issue:44263|issue:45468", @@ -18787,14 +18705,14 @@ "issue:43298|issue:44230", "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "4d429559e184a1b64544459b7f57992fdbd5d6ff8d7cd18d8ed6cdcea2f6aaa1", + "prepared_review_unit_hash": "404e66951ae57ee986418836620aed3faa8eb6bcf4a237ccb34c23b1b9a21a14", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 48, @@ -18809,270 +18727,270 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs share broad vocabulary like model bugs, loading, or tokenizer changes, but they do not look like the same underlying issue. I would not merge any of the proposed soft pairs.", - "confidence": 0.92, - "canonical_issue_reason": "No true duplicate hub is visible here; the items span unrelated bugs and feature requests. If a representative anchor is required, issue 45468 is the most concrete model-specific bug report among the set, but it should not be treated as a duplicate parent.", + "summary": "The set is mostly unrelated issue reports. None of the soft pairs look like true duplicates or the same concrete change, so all are rejected. I picked one concrete, actionable bug report as the best representative issue.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45290 is the most concrete, narrowly scoped bug report in the set: it names a specific API (`apply_chat_template(tokenize=True)`), a precise failure mode, and the exact triggering condition.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45468 is the best single representative only because it is a specific, technically described bug with multiple nearby-but-not-duplicate neighbors; it is not a good canonical duplicate target for the whole cluster.", + "best_issue_reason": "issue:45290 is a strong representative because it describes a reproducible crash with clear scope, unlike broader regressions or vague reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Different models and different failure modes; only superficial NLP overlap around indexing/encoding." + "reason": "Different models and different bug classes: DSA indexer/ReLU vs Gemma audio positional encoding." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading regression vs scheduler argument handling; unrelated code paths." + "reason": "Lazy loading failure and inverse-sqrt scheduler kwargs are unrelated subsystems." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects is unrelated to tied-weight key handling." + "reason": "Saving pipeline objects is not the same bug as `_get_tied_weight_keys` crashing on a list." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report vs a specific Qwen3.5 MoE from_pretrained error; not the same issue." + "reason": "Generic placeholder bug report vs a specific Qwen3.5 MoE `from_pretrained` regression." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Different models and different bugs; one is a positional encoding issue, the other is a training-loss shift problem." + "reason": "Gemma-4 audio positional encoding and CohereASR loss shifting are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command vs import failure for a specific model module; unrelated." + "reason": "Broken `transformers env` CLI and missing `Qwen3_5ForCausalLM` import are different failures." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in a processor vs RoPE implementation in GLM-5; different components." + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are different code paths." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math has nothing to do with scheduler kwargs propagation." + "reason": "Processor timestamp bug does not match scheduler kwargs handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import star cleanup/performance issue is unrelated to a VRAM leak in Qwen3ForCausalLM." + "reason": "Import-star cleanup/perf regression is unrelated to a multi-thread VRAM leak." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion vs a model loading breakage in Llama 3.2 vision; not the same bug." + "reason": "Forward docs confusion is not the same as a Llama 3.2 model-loading breakage." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in one model and RoPE implementation in another are distinct." + "reason": "VRAM leak and RoPE implementation issue are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both are model internals, but they concern different architectures and different fixes." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 configuration guidance is unrelated to a model VRAM leak." + "reason": "Different models and mechanisms: RoPE math vs audio positional encoding." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared-expert gating bug vs a tensor transpose/casting issue in DeepSeek-V4; not the same concrete defect." + "reason": "Both mention DeepSeek-V4, but one is shared-expert gating and the other is a dtype/transpose issue." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network requests and timestamp computation are unrelated." + "reason": "Local-files-only network access bug is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and VRAM leakage are unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad complaint about 5.0 breakages vs a specific import error for one model." + "reason": "Broad v5 breakage complaint is not the same as a specific missing model import." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp logic and missing save_pretrained files are different problems." + "reason": "Timestamp calculation and missing processor save files are different bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "A torch.split/indexing issue is not the same as Gemma-4 audio positional encoding." + "reason": "DSA indexer split behavior is unrelated to Gemma audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch vs positional encoding bug; unrelated." + "reason": "CPU offload device mismatch and Gemma audio encoding are unrelated." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support and DeepSeek weight conversion are unrelated feature requests." + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp bug and VRAM leak are different code paths." + "reason": "Qwen3VL timestamp math and VRAM leak in dataloader threads are different issues." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Different import errors for different symbols/models." + "reason": "Both are import errors, but they affect different symbols and likely different causes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support request for NemotronH vs Qwen module import failure; not the same issue." + "reason": "Flash Attention support gap for Nemotron and missing Qwen3_5 import are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer/v5 changes, but one is a general behavior regression and the other is a specific decoder-type bug." + "reason": "Both are tokenizer-related v5 complaints, but one is broad behavioral regression and the other is a specific decoder-type bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2-specific FA2 support request is not clearly the same as a broader Flash Attention 2.0 topic." + "reason": "Specific GPT2LMHeadModel support request is not the same as a generic Flash Attention 2.0 topic." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated placeholder issue." + "reason": "Scheduler kwargs bug and a vague title have no concrete overlap." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache strategy typo is unrelated to the placeholder issue." + "reason": "Cache-strategy typo and an unrelated placeholder issue are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + "reason": "CLIPOutput attentions regression and a placeholder issue are unrelated." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Placeholder issue has no technical overlap with broad 5.0 breakage complaints." + "reason": "Generic placeholder issue is not the same as broad v5 breakage." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + "reason": "Python 3.14 load failure and a placeholder issue are unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and chat template tool-call crash are different bugs." + "reason": "Tied-weight-key crash is unrelated to `apply_chat_template` crashing on tool-call messages." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading vs an ImportError; different failure modes." + "reason": "Slow checkpoint loading and an import error are different problems." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx after v5 update is unrelated to tied-weight key crashes." + "reason": "Missing `pad_token_idx` after v5 update does not match tied-weight-key handling." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id attribute error is unrelated to tied-weight key handling." + "reason": "Llama4Config missing `pad_token_id` is a different config issue than tied-weight keys." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request and processor.save_pretrained missing files are unrelated." + "reason": "FP8 inference support request and missing processor save files are unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they are different model-specific support requests and not the same fix." + "reason": "Both mention Flash Attention 2.0, but they target different model families and different fixes." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder mask bug is unrelated to slow checkpoint loading." + "reason": "BART generate() crash and slow checkpoint loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow finalization bug and slow from_pretrained loading are unrelated." + "reason": "MLflow reporting on failure is not the same as slow `from_pretrained` loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow loading vs tensor-parallel training bug; no shared code path." + "reason": "Checkpoint loading performance and tensor-parallel training are different concerns." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Performance/loading issue vs documentation confusion." + "reason": "Loading speed issue and documentation confusion are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support request is not the same as a Qwen3.5 MoE from_pretrained error." + "reason": "FP8 inference support and a `from_pretrained` error for Qwen3.5 MoE are different bugs." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 support are different feature requests." + "reason": "Continuous batching for audio models and FP8 support request are unrelated." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated implementation issues." + "reason": "Mamba init-weights behavior and RoFormer attention-interface usage are unrelated." } ] }, @@ -19094,7 +19012,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-505", + "cluster_id": "cluster-10000-506", "nodes": [ "issue:37934", "issue:42936", @@ -19118,20 +19036,20 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "b9df463b070c48627378376d8cd559d177435c8eb9d04716716eb2abf127f25d", + "prepared_review_unit_hash": "d55fdceef305b192f7141cea46fe6d787c28042e34d3fd36d537f0b9e51c1116", "component_budget": { - "node_count": 505, - "item_count": 505, - "soft_pair_count": 1854, - "serialized_chars": 962358, - "estimated_input_tokens": 240590, - "estimated_eval_tokens": 481436 + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 11, - "serialized_chars": 7775, + "serialized_chars": 7776, "estimated_input_tokens": 1944, "estimated_eval_tokens": 4144 }, @@ -19140,78 +19058,78 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are not one duplicate set; they span unrelated bugs across different models and components. The soft pairings only show weak textual similarity and do not describe the same concrete defect or change.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the cluster contains unrelated reports (norm config, tokenizer warnings, loss kwargs, typo, gating, attention interface, etc.), so there is no shared underlying bug to canonicalize.", + "summary": "These items are not duplicates of one another; they span unrelated model, config, tokenizer, and API issues. No PRs are present, and none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a defensible canonical representative because the cluster is a collection of unrelated bugs and typos across different components.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46144 is the most concrete, code-path-oriented report, but it is only the strongest standalone issue here, not a representative duplicate target for the whole cluster.", + "best_issue_reason": "None of the issues is a clear cluster center; they do not share a concrete code path or fix target, so there is no strong best issue candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different models and failures: Mask2Former ignore_value usage vs DeepSeek-V4 shared expert gating." + "reason": "Different models and different bugs: Mask2Former ignore_value usage vs DeepSeek-V4 expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "One is a type-hint issue in ModernBERTConfig; the other is a tokenizer regex warning regression." + "reason": "One is a ModernBERT type-hint correction; the other is a tokenizer regex warning regression. Different code paths and fixes." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Unrelated bug classes: missing use of ignore_value vs kwargs not forwarded to a loss function." + "reason": "Mask2Former loss-option usage is unrelated to kwargs not being forwarded in a loss function." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Different code paths and symptoms: loss-kwargs forwarding vs RoFormer attention interface usage." + "reason": "Generic loss kwargs forwarding does not match RoFormer attention not using the attention interface." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss parameter handling is unrelated to tokenizer regex warnings." + "reason": "Different subsystems and failure modes: segmentation model ignore_value handling vs tokenizer warning behavior." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different subsystems and fixes: Mask2Former loss logic vs RoFormer attention implementation." + "reason": "No shared bug: Mask2Former loss handling is unrelated to RoFormer attention implementation details." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A model-loss behavior bug is not the same as a typo in a quantization attribute name." + "reason": "A model loss-field bug and a typo in a quantization attribute are not the same underlying change." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Both are small correctness issues, but in different configs/code paths with no shared underlying defect." + "reason": "ModernBERT config typing and a quantization typo are separate, unrelated fixes." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss-function kwargs forwarding is unrelated to an incorrect type hint in a config class." + "reason": "Passing kwargs to loss calculation is unrelated to correcting a config type hint." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different component and defect type: Llama4 norm behavior vs ModernBERT config typing." + "reason": "RMS norm behavior in Llama4TextL2Norm is unrelated to ModernBERT norm_eps type annotation." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling and ModernBERT norm_eps typing are unrelated." + "reason": "Different models and different problems; no same code path or shared fix." } ] }, @@ -19244,52 +19162,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "de2bf2c8d2aa545ab07c34409fc85918ec612da013e8cead28b60088e3941ad7", + "prepared_review_unit_hash": "1aea3e7d729de049be0a0cd8942de132477dd195fcf9086e8d0d55065c65203f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates of one another; they cover unrelated Transformer truncation, learning-rate scheduling, and Wav2Vec2 word offsets.", + "summary": "These three issues are not duplicates: one requests truncation-from-beginning behavior, one asks for ReduceLROnPlateau-like scheduling, and one asks for Wav2Vec2 word boundary offsets. The shared similarity is only superficial wording around feature requests.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items discuss unrelated feature requests with no shared bug/change path.", + "canonical_issue_reason": "Issue 10519 is the most concrete and self-contained feature request, but this cluster is heterogeneous, so it is only a weak representative rather than a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a good cluster representative because the set is heterogeneous rather than duplicate-focused.", + "best_issue_reason": "10519 is the best issue representative because it has the clearest, narrowly scoped API change request; the other issues concern unrelated model/scheduler functionality.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different features: tokenizer truncation behavior vs Wav2Vec2 timestamp/offset extraction." + "reason": "Different features in different areas: truncation behavior vs Wav2Vec2 word offset extraction. No shared bug or change path." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: truncation direction option vs ReduceLROnPlateau-like scheduler behavior." + "reason": "Unrelated requests: tokenizer truncation semantics vs learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug or code path; scheduler functionality and Wav2Vec2 word offsets are distinct." + "reason": "Different subsystems and problems: scheduler behavior vs Wav2Vec2 timing offsets. Not the same underlying issue." } ] }, @@ -19321,12 +19239,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "27141eaf5ea5079e1610f4190ed7c645bcf48eb2388521a69f10f668d6cd4836", + "prepared_review_unit_hash": "3e58eea24875c71fecc7a39dd4a8772d97707fcfe4db9f64b57275a890d1d0aa", "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 }, @@ -19334,7 +19252,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19343,24 +19261,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three closed issues do not appear to describe the same underlying bug: one is about Tapas tokenization mismatch, one about an auth/download error message for private models, and one about failing to load bert-base-uncased. They are at most loosely related to model loading, so I would not cluster them as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #16618 is the broadest and most central user-facing failure report in this set, with the highest discussion activity; it is the best single representative if one is needed for the cluster, though it is not a duplicate of the others.", + "summary": "This cluster is heterogeneous: one issue is about Tapas tokenization, while the other two are model-loading/error-message reports. The only plausible similarity is superficial, so I would not merge any pair as exact duplicates. If a single issue must serve as the anchor, 16618 is the broadest representative.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 16618 is the most generic and most active of the model-loading reports, so it is the best single anchor for this loose cluster, though not a strong duplicate target for the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #16618 is the most generally framed and the most active of the three, so it is the best issue to surface as the representative of this loose cluster.", + "best_issue_reason": "Issue 16618 has the broadest symptom description and the highest discussion activity, making it the most suitable representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different bug classes: tokenization mismatch versus model loading failure. They do not look like the same underlying issue." + "reason": "Different problem domains: Tapas tokenization vs. model loading. The similarity is only superficial NLP/transformers overlap, not the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One is an authentication/error-message problem when downloading a private model, the other is a generic inability to load a public model. Not the same bug." + "reason": "15980 is specifically about bad auth/error messaging for private model downloads without login, while 16618 is a generic \"can't load the model\" report for bert-base-uncased. Different trigger and likely different fix." } ] }, @@ -19390,7 +19308,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "3640334fad19d25ec040c1fa22cda792d1d49cac3e477b57b7a2c38091873776", + "prepared_review_unit_hash": "76108c20062895f539b40dd0fe9f5eeafcf8838fd3d28a112124389409de6344", "component_budget": { "node_count": 2, "item_count": 2, @@ -19412,18 +19330,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different feature-tracking issues in the same general area, not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures.", - "confidence": 0.96, + "summary": "These are two separate community-contribution requests in the same general style, but for different features: Flash Attention 2 architecture support vs GGUF architecture support. They are not duplicates and should not be clustered as the same underlying issue.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:26350 is the stronger representative issue because it is the older, more active tracker for a concrete support expansion request, but it is not a duplicate of issue:33260.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying work: Flash Attention 2 support vs GGUF support. They share a broad theme of architecture support, but not the same bug or change." + "reason": "Different requested capabilities and likely different implementation paths; similarity is only at the high-level 'support for more architectures' phrasing, not the same bug or change." } ] }, @@ -19488,217 +19406,217 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "5226c857bf02b4751de7e0a075a0f6c7dfbe76a3d868ff7073b61e298167dd10", + "prepared_review_unit_hash": "e03d2fdc14af384e54bc1afccbf3252f3048fb581b9e352c983f4ae994c669ab", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15982, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15982, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous translation-request issues, but it does contain two distinct duplicate-like subgroups: the placeholder-title trio (43834/44365/44370) and the exact Thai-title pair (46222/46226). Those are the only clear duplicate sets; the rest are just broad i18n similarity across different languages/topics.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43834 is the earliest and best anchor for the placeholder-title duplicate subgroup, but the cluster also contains a separate exact-duplicate pair at issue:46222/issue:46226, so no single issue fully dominates the whole cluster.", + "summary": "This cluster is mostly a set of separate i18n translation requests, so the language-specific issues should not be collapsed together. Only the near-exact placeholder repeats look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the whole cluster: it mixes distinct translation requests for different languages, with only a small subgroup of near-identical placeholder duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest single representative because it sits in the more connected placeholder-title subgroup, while still acknowledging that issue:46222/issue:46226 is a separate exact-duplicate subgroup rather than part of the same one.", + "best_issue_reason": "No global best issue for the whole cluster for the same reason; only the exact/near-exact placeholder subgroup has a sensible representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language request versus a generic placeholder-titled issue; same broad theme, not the same underlying report." + "reason": "Different language-specific translation request; similar template text is not enough to make them the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language request versus a generic placeholder-titled issue; same broad theme, not the same underlying report." + "reason": "Different language-specific translation request; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request versus a generic placeholder template; only broad i18n similarity." + "reason": "Turkish request vs. generic placeholder issue; these are not the same concrete task." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish and Romanian translation requests are different concrete tasks, despite shared category." + "reason": "Different language-specific translation request (Turkish vs Romanian); not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are different concrete tasks, despite shared category." + "reason": "Different language-specific translation request (Turkish vs Spanish); not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request versus a generic placeholder-titled issue; not enough evidence they are the same issue." + "reason": "Spanish request vs. generic placeholder issue; same subsystem, but not the same underlying issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish request versus a generic placeholder-titled issue; not enough evidence they are the same issue." + "reason": "Different concrete translation requests; template similarity alone is insufficient." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are different concrete tasks, even if related by topic." + "reason": "Different language-specific translation request (Spanish vs Romanian); not duplicates." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request versus a generic placeholder-titled issue; not enough evidence they are the same issue." + "reason": "Different concrete issue instances; these are not the same translation request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request versus a generic placeholder-titled issue; similar theme but not the same report." + "reason": "Romanian request vs. placeholder issue; not the same underlying task." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request versus a generic placeholder-titled issue; similar theme but not the same report." + "reason": "Different concrete translation requests; not duplicates." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request versus a generic placeholder template; only broad i18n similarity." + "reason": "Romanian request vs. generic placeholder issue; not the same issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different Thai-titled issue and no concrete evidence it is the same underlying translation task." + "reason": "Different concrete requests; the titles/body similarity does not establish the same underlying issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different Thai-titled issue and no concrete evidence it is the same underlying translation task." + "reason": "Different concrete requests; not the same duplicate." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Identical placeholder title and near-identical body size; this looks like a repost of the same issue." + "reason": "Same generic placeholder title and near-identical body; looks like a duplicate report." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Identical placeholder title and near-identical body size; this looks like a repost of the same issue." + "reason": "Same generic placeholder title and near-identical body; likely the same issue reported twice." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Placeholder-template issue versus a Thai-titled issue; no evidence they describe the same report." + "reason": "Different titles and likely different issue instances; high similarity is just template overlap." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Placeholder-template issue versus a Thai-titled issue; no evidence they describe the same report." + "reason": "Different titles and likely different issue instances; not enough evidence of a duplicate." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different title and only broad i18n similarity; not the same concrete issue." + "reason": "Different titles/content; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Identical placeholder title and near-identical body size; this looks like a repost of the same issue." + "reason": "Same generic placeholder title and near-identical body; duplicate issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder title versus a Thai-titled issue; insufficient evidence of duplication." + "reason": "Different titles and likely different requests; too much divergence to treat as duplicates." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder title versus a Thai-titled issue; insufficient evidence of duplication." + "reason": "Different titles and likely different requests; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different title and only broad i18n similarity; not the same concrete issue." + "reason": "Different titles/content; not duplicates." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder title versus a Thai-titled issue; insufficient evidence of duplication." + "reason": "Different titles and likely different requests; similarity appears template-based only." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder title versus a Thai-titled issue; insufficient evidence of duplication." + "reason": "Different titles and likely different requests; not the same issue." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different title and only broad i18n similarity; not the same concrete issue." + "reason": "Different titles/content; not duplicates." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai title and identical body size; this is a clear duplicate issue report." + "reason": "Same Thai title text and identical body size; this looks like a duplicate report of the same issue." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Both are Thai-titled, but the titles differ and there is no concrete evidence they are the same issue." + "reason": "Different titles and likely different requests; not the same underlying issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Both are Thai-titled, but the titles differ and there is no concrete evidence they are the same issue." + "reason": "Different titles and likely different requests; not duplicates." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but the canonical/best-representative reasoning overstates the evidence. The packet shows at least two duplicate-like subgroups: the placeholder-title trio (43834/44365/44370) and the exact Thai-title pair (46222/46226). So 43834 is not the only clearly repeated subgroup, and the rationale should not frame it that way. The soft-edge verdicts are generally conservative, but the representative selection needs to acknowledge the second duplicate-like subgroup and avoid implying a uniquely dominant one." + "accept": true, + "feedback": "Grounded overall, and the soft-edge calls are conservative: the exact/near-exact placeholder pairings are the only true-duplicate claims, while the language-specific translation requests are kept separate." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19788,12 +19706,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "55bc652708a47394caa8c9888092d92df6274d7c56e446cc23b9cafc1710b164", + "prepared_review_unit_hash": "2f97846877b6bbcfe96b5081c5e5dc7d09579329d056f0bb5c3b38c196c5fad7", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28618, + "serialized_chars": 28617, "estimated_input_tokens": 7155, "estimated_eval_tokens": 14566 }, @@ -19801,7 +19719,7 @@ "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28618, + "serialized_chars": 28617, "estimated_input_tokens": 7155, "estimated_eval_tokens": 14566 }, @@ -19810,300 +19728,300 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated model-add/support requests that only look similar at the title level. I found no pair that clearly describes the same underlying bug or change, so all soft edges are rejected.", + "summary": "This is a broad theme cluster of model-request issues, not a duplicate set. The titles span many different models and feature requests (vision, audio, NLP, config support), so none of the soft pairs appear to be the same underlying bug/change.", "confidence": 0.96, - "canonical_issue_reason": "issue:46133 is the richest self-contained model-add request here and the best anchor for this mixed cluster.", + "canonical_issue_reason": "If a single representative is needed, issue 36879 is the most generic model-addition request and sits near the center of the similarity graph. But it should only be treated as a representative, not a true duplicate canonical, because the rest are distinct requests.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46133 has the clearest scope and the strongest discussion/context, making it the best representative issue in this set.", + "best_issue_reason": "Issue 36879 is the best cluster representative because it is a clean, generic 'add model' request and is broadly similar in wording to many others. It still should not absorb the others as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Related model names, but RoMa matcher and LoMa detector+matcher are different requests and likely different code paths." + "reason": "RoMa matcher and LoMa detector/matcher are different model requests; same domain, but not the same change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "One is a keypoint matcher request, the other is a MiniCPM3 architecture request; not the same change." + "reason": "RoMa keypoint matching vs MiniCPM3 model architecture are unrelated requests." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 model support are separate model additions." + "reason": "EuroBert config support and DEIMv2 model addition are different model requests." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "BERT config work and Qwen3-TTS audio support are unrelated underlying changes." + "reason": "EuroBert config and Qwen3-TTS support target different models and capabilities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR model support are different model families and implementation paths." + "reason": "EuroBert config and RF-DETR are distinct model additions, not the same underlying change." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and XiaoMi MiMo are distinct model requests with no shared code-path bug." + "reason": "EuroBert config and XiaoMi MiMo are different model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different detection models; same subsystem, different concrete change." + "reason": "RF-DETR and DEIMv2 are separate model additions." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR object detection and LFM2.5 Audio are unrelated model integrations." + "reason": "RF-DETR and LFM2.5 Audio 1.5B are different model/task requests." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model support and weight-sparse transformer support are different architectural changes." + "reason": "RF-DETR and the weight-sparse transformer request are unrelated changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vision model support and Qwen3-ASR audio support are unrelated requests." + "reason": "RF-DETR and Qwen3-ASR are different models and different tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS target different model families and tasks." + "reason": "RF-DETR and Qwen3-TTS support are different model requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model additions, not one shared bug/change." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and circuit-sparsity transformer support do not describe the same code path." + "reason": "NeoBERT and the weight-sparse transformer request are different model families." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + "reason": "NeoBERT and LFM2.5 Audio 1.5B are different model domains." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model integrations with different implementation surfaces." + "reason": "RF-DETR and NeoBERT are distinct model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model additions, even if both are BERT-like." + "reason": "NeoBERT and ModernVBERT are different model requests, not one concrete fix." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture work and Qwen3-ASR support are different model families/tasks." + "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture support and weight-sparse transformer support are not the same underlying change." + "reason": "MiniCPM3 and the weight-sparse transformer are different model requests." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate architecture/model requests." + "reason": "MiniCPM3 and ModernVBERT are different model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture support and Voxtral TTS support are unrelated." + "reason": "MiniCPM3 and Voxtral TTS support are different model/task requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model support requests." + "reason": "DEIMv2 and Qwen3-TTS support are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model families and tasks." + "reason": "ModernVBERT models and Qwen3-ASR support are unrelated." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS support are unrelated additions." + "reason": "ModernVBERT models and Qwen3-TTS support are different changes." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are separate model requests." + "reason": "ModernVBERT models and XiaoMi MiMo are distinct model requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are not the same concrete change." + "reason": "BERT-like models with RoPE and Voxtral TTS are not the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and generic BERT-like RoPE support are different requests." + "reason": "ModernVBERT models and a general BERT-with-RoPE request are not duplicates." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "Generic BERT-like RoPE work and XiaoMi MiMo support are unrelated." + "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support and an unrelated person-named issue are clearly not the same change." + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS support are unrelated model requests." + "reason": "XiaoMi MiMo and Qwen3-TTS support are unrelated." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are separate model additions." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and this unrelated issue are not the same underlying change." + "reason": "XiaoMi MiMo and Mirko Privitera are not the same issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a vendor and modality, but they are different tasks and should not be merged as duplicates." + "reason": "Qwen3-TTS and Qwen3-ASR are both speech-related, but they are separate concrete model support requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral-4B-TTS support are different model integrations." + "reason": "Qwen3-TTS support and Voxtral TTS support are different models and should not be merged." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and weight-sparse transformer support are different code paths." + "reason": "Qwen3-TTS support and the weight-sparse transformer request are different changes." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are distinct models and tasks." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are both audio-related, but they are different model support requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and problem types." + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and weight-sparse transformer support are unrelated." + "reason": "Qwen3-ASR support and the weight-sparse transformer request are different changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions with no shared implementation." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model requests." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink are unrelated changes." + "reason": "LFM2.5 Audio 1.5B and the Granite SWA+sink option are different model/fix requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are distinct model requests." + "reason": "The weight-sparse transformer request and EUPE are different model additions." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different audio model supports." + "reason": "Qwen3-ASR and Voxtral TTS are different speech models/tasks, not one concrete code-path fix." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model additions." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are not the same underlying change." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are unrelated." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both model requests, but they are different architectures from different projects." + "reason": "EUPE and TIPSv2 are different model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and this unrelated closed issue are not duplicates." + "reason": "ModernVBERT models and Mirko Privitera are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral-4B-TTS support and this unrelated closed issue are clearly different." + "reason": "Voxtral TTS support and Mirko Privitera are unrelated." } ] }, @@ -20133,7 +20051,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "c7cf5521976580ca35c8687c1e41aaaa65477eeb461fda0505f6d79a5e47df3b", + "prepared_review_unit_hash": "d0cbebfd32855373fc6eddd1df3b8fcbfc73c4d89962ea88e14baa1ca2636f91", "component_budget": { "node_count": 2, "item_count": 2, @@ -20155,18 +20073,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates and describe unrelated work: one is a closed docs request to add Pruna as an optimization framework, while the other is an open Vision RoPE refactor. There is no shared code path or concrete change overlap.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 46443 is the better anchor only because it is the active technical change request; issue 38740 is a closed documentation-related request and unrelated to the refactor.", + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. There is no meaningful duplicate relationship beyond weak textual similarity.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a good canonical for the other because they describe different topics and different kinds of work: docs/content vs. model architecture refactor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the most suitable representative issue in this cluster because it concerns a concrete code refactor, whereas issue 38740 is a separate docs enhancement.", + "best_issue_reason": "Issue #46443 is the better standalone issue for the cluster only because it is a concrete technical refactor request; however, this cluster does not actually appear to be a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects entirely: a docs add request for Pruna versus a Vision RoPE refactor. No evidence they track the same underlying bug or change." + "reason": "The titles and descriptions point to unrelated concerns. One is a documentation addition request, the other is a Vision RoPE code refactor; they do not appear to describe the same underlying bug or change." } ] }, @@ -20196,7 +20114,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "7f8f49be9869834a032b79e4f26da0bd7ba06a0fb3fd7dd8136a95034d88883c", + "prepared_review_unit_hash": "0379223b3f89f27ebf8f2e614acfe140cbb5465910d42d763260b08a6bdd6191", "component_budget": { "node_count": 2, "item_count": 2, @@ -20218,18 +20136,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is a generic decoder feature request, the other is a specific model support request. There is no clear shared underlying bug or change scope.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the titles and implied scopes are unrelated, so neither issue can serve as a duplicate target for the other.", + "summary": "The two issues are unrelated: one requests block decoding controls, the other asks for DeepSeek v3.2 model support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43037 is the better representative only in the sense that it is more specific and actionable, but it is not a duplicate of #41084.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Low textual overlap and different problem domains: block decoding behavior vs. DeepSeek v3.2 model support. They do not appear to describe the same underlying bug or change." + "reason": "Different underlying requests and code paths: decoding behavior vs. model/provider support. No indication they describe the same bug or change." } ] }, @@ -20259,7 +20177,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "99e6a57116b83c3b8694d40c44334bddb9cc805f0030b0955761afae0580fbc5", + "prepared_review_unit_hash": "82f31d220e690e0611656a9b3f409d48998067902c15cd3173f0a836fec4c78e", "component_budget": { "node_count": 2, "item_count": 2, @@ -20281,18 +20199,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related only by vague theme (tiled / memory-oriented model changes) but describe different requested capabilities: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other about integrating TiledMLP for lower memory use.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request and is easier to use as a representative node for the cluster.", + "summary": "These two issues are not duplicates: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss / FLCE, while the other requests TiledMLP integration for lower memory usage. They target different model components and different changes.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the better representative because it states a specific API/flag problem, whereas 41826 is a broader architectural feature request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying changes: one concerns enabling a FLCE/TiledFusedLogitsLoss option in `from_pretrained()`, the other concerns adding TiledMLP for memory savings. Similar subsystem, but not the same bug or change." + "reason": "Different underlying requests: a logits-loss loading flag versus adding TiledMLP for memory reduction. They do not describe the same bug or change path." } ] }, @@ -20322,7 +20240,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "3ca343b2de5a32fb021cfb05036b85c303cc714d56a51b611ebdb1ceccb1be91", + "prepared_review_unit_hash": "e79bd487c01d5ed5dac1ac07c5f085ebc90e5758fe59381e1543c5e0daf55a72", "component_budget": { "node_count": 2, "item_count": 2, @@ -20344,18 +20262,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both mention custom trainer behavior, but they describe different underlying problems: one is about `remove_unused_column` customizability in `Trainer`, the other about FLOPS estimation for custom trainers. They are related at the subsystem level, but not duplicates.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "These are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column` behavior in custom trainers, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "#43598 is the broader, more central issue around Trainer customizability and `remove_unused_column`, making it the better representative of the cluster theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the broader and more architectural Trainer customization request, so it is the better representative issue of the two, though it is not a duplicate of 43600.", + "best_issue_reason": "#43598 is the best single issue to keep if one must be chosen because it addresses a core Trainer customization behavior rather than a narrower FLOPS-estimation edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both touch custom trainer behavior, but one concerns `remove_unused_column` customization while the other concerns FLOPS estimation logic; they are distinct bugs/feature requests and should not be merged." + "reason": "They share a general custom-trainer theme, but the concrete problems differ: one concerns unused-column removal, the other FLOPS counting. Not the same underlying bug." } ] }, @@ -20385,7 +20303,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "42f306e0c815d50517ef1bfe7d3389e2fee8e6b3b135e98c022f5ed8803dd467", + "prepared_review_unit_hash": "0f86bf192d9f7ea044b013f576575bc97604417b37dff35053eb47523d324dec", "component_budget": { "node_count": 2, "item_count": 2, @@ -20407,18 +20325,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at the high level of \"add model support,\" but they target different Qwen variants and different AutoModel heads, so they are not duplicates.", + "summary": "The two issues are about different Qwen model families and different API surface areas: one requests general AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They are related by theme but not the same underlying change.", "confidence": 0.96, - "canonical_issue_reason": "Issue 43684 is the broader and more central request: adding Qwen3-Omni registration for AutoModel and AutoModelForConditionalGeneration.", + "canonical_issue_reason": "issue:43684 is the broader registry/API-support request and is the better representative issue, but it does not duplicate issue:44405.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the best representative issue for the cluster because it is the more general model-registration request and closest to the shared theme.", + "best_issue_reason": "issue:43684 is the cleaner, more general enhancement request; issue:44405 is a separate, narrower Qwen3.5 sequence-classification capability request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying work: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 AutoModelForSequenceClassification support. Different model family and different task head, so they should not be merged as one bug/change." + "reason": "Different model variants (Qwen3-Omni vs Qwen3.5/Qwen3_5Config) and different supported classes (generation registration vs sequence classification). Related area, but not the same bug/change." } ] }, @@ -20455,12 +20373,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "afbd5ab0b46be2fe8f7eb47922bed36d63a8ef73170941c5d771a1f514b4b460", + "prepared_review_unit_hash": "f874cee77ccc5669999c7cdd4cf5f4578413368b9a223cd55ccda69d32252ec8", "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 }, @@ -20468,7 +20386,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20477,58 +20395,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues titled \"huggingface\" look like duplicates of the same report; issue #43835 (\"Fett\") does not match that cluster. I\u2019d pick #43845 as the canonical issue because it is the earliest of the matching set.", + "summary": "The cluster still looks like one clear outlier issue ('Fett') plus three highly similar 'huggingface ' reports, but the packet does not give enough body/detail evidence to treat the trio as confirmed duplicates. I would keep the trio as a tentative cluster, not a hard merge.", "confidence": 0.79, - "canonical_issue_reason": "#43845 is the earliest issue with the repeated \"huggingface\" title and matches the other two same-title reports closely.", + "canonical_issue_reason": "issue:43845 is the earliest of the three similarly titled 'huggingface ' issues, so it is the best tentative representative, though the duplicate call is not fully supported by the packet.", "canonical_pr_reason": null, - "best_issue_reason": "#43845 is the best representative of the duplicate cluster because it appears earliest and is textually aligned with #43846 and #43859.", + "best_issue_reason": "issue:43845 is the strongest issue representative because it is the earliest among the similar huggingface reports; issue:43835 is clearly an outlier.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles; \"Fett\" does not look like the same underlying issue as \"huggingface\"." + "reason": "Different titles ('Fett' vs 'huggingface ') and no shared concrete details or links; this does not look like the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles; no evidence these report the same bug." + "reason": "Different titles and no substantive overlap beyond weak similarity; not enough to treat as the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles; insufficient evidence of a shared underlying issue." + "reason": "Different titles with no supporting body or link evidence; reject as a duplicate match." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title, same topic, and created seconds apart; these look like duplicate reports." + "accept": false, + "reason": "The titles match and timestamps are close, but the packet lacks bodies or explicit links, and deterministic_accept is false; that is only possible-duplicate evidence, not enough to confirm the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same title and clearly overlapping report topic; likely a duplicate of the same issue." + "accept": false, + "reason": "Same title and close timing are suggestive, but without body/detail evidence the packet does not support a confident duplicate acceptance." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title and same apparent report topic; likely duplicates of one issue." + "accept": false, + "reason": "Identical titles are not enough here: there are no bodies, explicit links, or shared concrete details, so this should remain unaccepted." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet: #43845 is the earliest of the repeated \"huggingface\" issues, #43835 has a different title, and the soft-similarity evidence supports grouping the three \"huggingface\" reports together. The verdicts stay conservative enough based on the available metadata." + "accept": false, + "feedback": "The clustering summary is partly grounded, but the soft-edge verdicts are too strong for the packet. For issue:43845/43846/43859, the only evidence shown is identical titles plus close timestamps and soft_similarity; the packet does not provide bodies or explicit links, and deterministic_accept is false. That supports a conservative 'possible duplicate' reading, not a confident acceptance that they are the same underlying issue. The outlier call on issue:43835 is fine, but the duplicate-trio verdicts should be softened or left unaccepted." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20562,88 +20480,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "b1a02bd293f341689386bc585664ef2b25e4463c7b570020867009cba924bcdf", + "prepared_review_unit_hash": "7fcc71834a74bb3ccc25ba1a3a04edc23e51f12841dc2a217ef042698cbbd0d9", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5782, - "estimated_input_tokens": 1446, - "estimated_eval_tokens": 3148 + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5782, - "estimated_input_tokens": 1446, - "estimated_eval_tokens": 3148 + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are low-information spam/promotional issues, not a real technical duplicate set. The three \"\" issues are the closest match, but the remaining two are different kinds of promotional/support-style noise, so no soft-edge pair is safe to merge.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 44371 is the best representative of the repeated generic spam placeholder issues: it is the earliest of the identical \"\" entries and matches the strongest duplicate-like pattern in the set.", + "summary": "These are mostly spam or generic placeholder issues with no substantive body, links, or shared technical details. They do not look like duplicate reports of one bug; at most they are similar in being low-information noise.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44418 is the only one with a non-placeholder, vaguely descriptive title; the others are explicit spam or equally generic, so it is the least bad representative even though this does not look like a real duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "44371 is the strongest issue canonical candidate because it is one of the exact \"\" duplicates and is earliest among them; the others are either the same placeholder or clearly different spam-like content.", + "best_issue_reason": "Issue 44418 is the best available issue to anchor the cluster because it is the most specific and least spam-like title. The rest are too generic to serve as a meaningful canonical report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Same generic spam title, but no concrete bug/change is described, so there is no identifiable underlying issue to safely deduplicate." + "reason": "Both are just '' with no body or technical detail; no evidence they describe the same underlying bug." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "These are both placeholder spam reports, but the record does not show a specific shared bug or change; too little substance to merge." + "reason": "Both are placeholder spam issues; similarity is only superficial and does not indicate a shared defect." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Both are noisy/low-signal, but one is a spam placeholder and the other is a documentation-suggestion title; not the same underlying issue." + "reason": "One is spam and the other is a generic documentation suggestion; no concrete overlap in bug/change target." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A generic spam placeholder and a promotional-looking title are not evidence of the same concrete problem." + "reason": "A spam placeholder and an unrelated titled issue; nothing shows the same problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation-suggestion wording does not match the spam placeholder issue, and there is no shared technical bug description." + "reason": "Generic documentation suggestion vs. spam placeholder; no concrete technical match." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Different low-information topics: doc enhancement suggestion versus spam placeholder; no same underlying issue is visible." + "reason": "Generic documentation suggestion vs. spam placeholder; not the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are identical spam placeholders, but identical spam text alone is not enough to prove the same underlying bug/change." + "reason": "Both are '', but that is not enough to treat them as the same bug or change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Two different spam/promotional titles with no concrete technical problem to unify." + "reason": "Spam placeholder and unrelated titled issue; no shared bug report details." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The placeholder spam issue and the promotional title do not indicate the same issue or change request." + "reason": "Spam placeholder and unrelated titled issue; no evidence of a duplicate report." } ] }, @@ -20673,50 +20591,50 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "51e97648d845cc5f4f8fa4438ba73ea194c35aad1717551596fbe9a9aa246707", + "prepared_review_unit_hash": "bf84ff7fa45e9a7f74bc0bc89a8ec6f094a3a2a5c4d7ceff937bb29ef35e9bd9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are highly similar and likely related, but the evidence is only soft similarity; there is not enough to treat them as definite duplicates. Issue #45145 is the better canonical representative because it was created first and already has an inbound reference.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #45145 is the better canonical choice because it was created first and already has an inbound reference, making it the more established representative of this similar issue pair.", + "summary": "These two issues have identical titles and a soft-similarity signal, so they are likely duplicate reports of the same proposal, but the packet does not expose the bodies, so the evidence is not strong enough to call it certain.", + "confidence": 0.79, + "canonical_issue_reason": "45145 is the better canonical issue because it is earlier and has a bit more linkage (one inbound reference), while 45151 appears to be a later duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the strongest issue candidate overall due to earlier creation and existing inbound linkage.", + "best_issue_reason": "45145 is the strongest issue representative: same topic as 45151, earliest creation time, and slightly more external traction.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The titles match and the bodies appear similar, but the packet only provides soft similarity with no concrete duplicate evidence, so this is not safe to accept as a definitive duplicate." + "accept": true, + "reason": "Identical titles plus the soft-similarity signal make these look like the same reported issue, though the missing bodies keep this as a moderate-confidence duplicate rather than a certain one." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports that the two issues are very similar and that issue 45145 is the more established canonical choice (earlier creation, one inbound reference). However, the soft-edge verdict is too strong: the packet only provides soft similarity and the deterministic accept is false, so labeling them as definite duplicates is not conservative enough. The summary also overstates the evidence by adding \"spam issue,\" which is not grounded in the packet." + "feedback": "The duplicate assessment is a bit too strong for the evidence provided. The packet supports high similarity (identical titles and a soft-similarity signal), but it does not show the bodies, so claiming the bodies are \"very similar\" or that this is a \"clear duplicate\" is stronger than the data justifies. The canonical pick of 45145 is reasonable and conservative, but the confidence and wording should be softened." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20793,7 +20711,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "21e2144ac963148ca74453492f013b33a858db6c330e5d3a0d3048092b13d955", + "prepared_review_unit_hash": "b6c8ad01c6fd0b54959fa31ffc09099c9edce2d7c3fd84ae656e7f72612a21a6", "component_budget": { "node_count": 2, "item_count": 2, @@ -20815,18 +20733,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues contain only different personal-name/date titles and no body or linkage. There is no evidence they describe the same bug or change, so they should not be clustered as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "Two closed issues with only person-name titles and different dates; there is no sign they describe the same bug or request. The soft duplicate edge should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No clear duplicate cluster exists here; if one must be selected, issue 45762 is marginally earlier, but neither issue has enough content to justify canonical status.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a strong representative for a real underlying problem because both lack body/context and appear unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Only superficial surname overlap; the titles refer to different people and dates, with no shared context, body, or links indicating the same underlying issue." + "reason": "The titles refer to different people and different dates, and there is no shared description or technical context indicating the same underlying issue." } ] }, @@ -20856,7 +20774,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "5ebe17517ac735f7d673dc8f9d172084def9c92196a45e32aa3c201a9c4aa506", + "prepared_review_unit_hash": "5443ac7f46146973605ef48bfa7b8fe6904f0aa1bb9c6660e6b8b8348f7c3b46", "component_budget": { "node_count": 2, "item_count": 2, @@ -20878,18 +20796,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not describe the same underlying bug or change; they are separate empty-name/date entries with only superficial title similarity.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two closed issues appear unrelated: they are empty, name-like entries with different personal names and dates, and there is no shared substantive bug report content to justify clustering them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #45764 is as suitable as the cluster representative as #45765; with no body content or technical context, the lower-numbered issue is the most neutral canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #45764 is the better global issue representative only because it is the earliest/lowest-numbered item in an otherwise content-free pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles are just different personal-name/date strings with no shared problem statement, code path, or explicit linkage; this looks like unrelated content rather than duplicates." + "reason": "No evidence of the same underlying bug or request; the titles are distinct personal-name/date strings with no technical overlap." } ] }, @@ -20919,7 +20837,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "d223086690dc75f3c6119e8e5c8fbfd0584952a77e1c6cc4b051aa10adb271bc", + "prepared_review_unit_hash": "cd6687db944c2f49ca2745512a4d6e17d36cd9d7ca559c713ea9aa927e396d15", "component_budget": { "node_count": 2, "item_count": 2, @@ -20941,18 +20859,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one requests a new `Qwen3_5ForTokenClassification` model class for value-model use, while the other asks for FP8 training support. They concern different features and code paths.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #45810 is the more specific and concrete implementation request; #46295 is broader and less tied to a single model/API addition.", + "summary": "These two open issues are not duplicates: one requests a new Qwen3_5 token-classification class for value-model use, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #45810 is the best representative of the cluster only because it is the most concrete feature request, but the two issues are not actually the same underlying problem.", + "best_issue_reason": "No true canonical issue here; if a single representative must be chosen, issue 46295 is the broader platform feature request, but it is still unrelated to issue 45810.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: adding a token-classification model class versus enabling FP8 training support. They do not describe the same bug or change path." + "reason": "Different underlying requests: model/task support for Qwen3_5 token classification vs FP8 training support. No shared bug or change target." } ] }, @@ -20992,12 +20910,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "3e57b6dad31555b89633a64e43b9ef6b6c87560ad5c30f0edf70895acd013ece", + "prepared_review_unit_hash": "890b84d8fc286914bec6ac977ca0cca1cf8656add6be9427c5f64f6576691351", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5721, + "serialized_chars": 5723, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -21005,7 +20923,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5721, + "serialized_chars": 5723, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -21014,69 +20932,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster splits into two near-identical duplicate issue pairs (45870/45871 and 45872/45873) plus a separate, thematically related financial dataset promo issue (45869).", + "summary": "The cluster splits into two separate exact-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is related in theme but not the same request, so it should stay separate.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue covers the full cluster cleanly, because it contains two separate near-identical duplicate pairs and a separate financial dataset promo issue. If forced to choose one anchor, 45870 is the best representative of the prediction-example pair.", + "canonical_issue_reason": "issue:45870 is a clean representative of the first exact-duplicate pair (45870/45871) and is slightly earlier; its title/body are identical to its twin, so it is a good canonical for that subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best single issue representative only in a narrow sense: it anchors one near-identical duplicate pair and has the most visible activity among the example issues, but it does not represent the scraping-service pair or the dataset promo issue.", + "best_issue_reason": "issue:45872 is the best single issue to keep if forced to choose one representative from the whole set, because it is also an exact duplicate pair member (45872/45873) and its title is the most concrete about the requested feature. That said, the cluster actually contains two distinct duplicate groups, not one unified duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related by financial/DataForge theme, but the dataset bundle promo and the prediction example are different concrete issues." + "reason": "Related financial-data theme, but 45869 is a dataset offer while 45870 is an example/tutorial request; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "The dataset bundle promo and the prediction example are thematically related, but not the same underlying issue." + "reason": "Same as above: shared finance wording only, but different artifact type and intent." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and highly similar body length; this looks like a near-identical duplicate pair for the same prediction-example issue." + "reason": "Exact duplicate: identical title and effectively identical content for the same example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are about financial/DataForge topics, but one is a prediction example and the other is a scraping-service request; different concrete issues." + "reason": "Both mention financial time series in DataForge, but one is an example request and the other is a scraping-service themed request; these look like different feature ideas." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Broad theme overlaps, but the prediction-example issue and the scraping-service issue are different concrete requests." + "reason": "Similar wording only; not enough evidence that they describe the same concrete issue/change." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different reported topics: prediction example versus scraping service. Not the same underlying issue." + "reason": "Same as 45870 vs 45872: overlapping topic, but different requested outcome." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Only broad thematic overlap; the issues describe different concrete requests." + "reason": "Same as 45870 vs 45873: broad topical overlap only." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and highly similar body length; this looks like a near-identical duplicate pair for the scraping-service issue." + "reason": "Exact duplicate: identical title and content, so they represent the same underlying request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The clustering read is mostly grounded, but a couple of phrasings are a bit too strong for the packet. In particular, 45869 is better described as a separate, thematically related issue rather than \"unrelated,\" and the two matching pairs are supported as very strong duplicates, but \"exact duplicates\" is slightly stronger than the visible evidence unless the underlying body text is known. Please keep the summary more conservative: two near-identical duplicate pairs plus a separate financial dataset promo issue." + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are well-supported exact-duplicate pairs, while 45869 is only loosely related by theme. The soft-edge verdicts are conservative, and no PR mergeability issue applies here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21100,46 +21018,46 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "400a7d13ed5b4c7b91f1c73d9b69b35d6ead1bef662a6f3ed2e1a01c27104f9a", + "prepared_review_unit_hash": "c10d8f6a58dcd98a4588bfad073ae40ae066fd481eb87917c3f600ebde490b28", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1636, - "estimated_input_tokens": 409, - "estimated_eval_tokens": 1074 + "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": "The two issues are related around static cache and linear-attention crashes, but the available evidence is too thin to treat them as the same underlying bug. #46439 is broader; #46441 reads like a specific Qwen3.5 KeyError symptom that is not proven to share the same root cause.", - "confidence": 0.87, - "canonical_issue_reason": "No canonical duplicate should be selected from the available evidence: #46439 is the broader report, but the titles alone do not establish that #46441 is the same bug rather than a related static-cache failure mode.", + "summary": "The two issues appear related to static-cache handling in linear-attention models, but the available evidence is too thin to call them the same bug. The `early_initialization` shape corruption report is the better umbrella issue, while the `KeyError: 'linear_attention'` report remains a separate, possibly related failure mode.", + "confidence": 0.63, + "canonical_issue_reason": "#46439 is the broader diagnostic report: it names the static-cache `early_initialization` path and the concrete corruption/runtime failure, making it a better canonical issue than the narrower model-specific KeyError report.", "canonical_pr_reason": null, - "best_issue_reason": "#46439 is the best representative issue because it describes the more general mechanism and failure class, whereas #46441 is narrower and product-specific.", + "best_issue_reason": "#46439 is the best cluster representative because it is more mechanism-focused and less tied to one specific symptom, so it is more useful as the primary duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Reject: the titles suggest a soft relationship, but they do not demonstrate the same concrete bug. #46439 mentions early initialization corrupting linear-attention shapes; #46441 reports a Qwen3.5 static-cache KeyError. Related subsystem, but not enough to merge as one issue." + "reason": "These titles suggest related static-cache/linear-attention failures, but there is no body-level evidence or shared target confirming the `KeyError: 'linear_attention'` and the `early_initialization` shape corruption are the same underlying bug. Treat as possibly related, not duplicates." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the packet only supports a soft-similarity relationship between the two issues, and the analyst overstates the evidence by asserting a shared root cause (\u201csame static-cache/linear-attention initialization bug\u201d) that is not demonstrated here. Based on the titles alone, 46439 and 46441 are related, but the specific mechanism and equivalence are not sufficiently grounded to accept a same-bug merge verdict." + "feedback": "The cluster summary is a bit too confident given the packet. The titles do support related static-cache/linear-attention failures, but there is no body text here proving that the `KeyError: 'linear_attention'` and the `early_initialization` shape corruption are the same bug. The soft-edge accept should be more conservative (e.g. \"possibly related\" rather than same underlying bug)." }, "evaluator_used": true, "retried": true, @@ -21166,7 +21084,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "96ca8d09c18e12d6f371ae516eeed79225ed573f1a5f1072ba83da63f9c00ea0", + "prepared_review_unit_hash": "69fe2711f5cc70d52abb3d167e0177ba1329d1031c575bedf4a0d26785d24922", "component_budget": { "node_count": 2, "item_count": 2, @@ -21188,24 +21106,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are duplicates of the same Wav2Vec2CTCTokenizer v5 special-token leak bug. The open issue is the better tracker.", + "summary": "Both items describe the same Wav2Vec2CTCTokenizer v5 bug with the word delimiter incorrectly treated as a special token, causing leaks into special-token masking and token conversion. They are duplicates; the open issue is the best canonical representative.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is open and already has inbound references, so it is the better canonical tracker for the duplicate report.", + "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better canonical tracker for the same underlying bug described verbatim in #46551.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue because it is the active open report for the exact same bug and is more likely to collect follow-up discussion and fixes.", + "best_issue_reason": "#46552 is the strongest issue to keep because it is open, appears to be the active tracker, and matches #46551 exactly in title and description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title, same described behavior, and no distinguishing details; these are the same underlying bug report." + "reason": "Same title and same underlying tokenizer bug; the only meaningful difference is issue state/open vs closed, so this is a clear duplicate match." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded by the packet: the two issues have identical titles, identical body length, and a soft_similarity score of 1.0, while #46552 is open and has inbound references. The canonical-tracker choice is conservative and well supported." + "feedback": "Grounded and conservative: the two issues have identical titles and matching descriptions, with the open issue reasonably serving as the canonical tracker. The duplicate verdict is supported by the packet evidence." }, "evaluator_used": true, "retried": false, @@ -21232,12 +21150,12 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "c7d353fd89f60220e1203e8b8367a34ac164f4cfef4a6d6bd6e0a3ffa6989d8b", + "prepared_review_unit_hash": "9acfa187aabed614cc3fb3b85bf679c216d8952d3dce6e5705daf459214bf239", "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 }, @@ -21245,7 +21163,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1570, + "serialized_chars": 1569, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -21254,18 +21172,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues describe different failure modes in training object detection models: one is a tensor size mismatch error, the other is an out-of-memory condition after several epochs on RT-DETR v2. They are related to training, but not the same underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #46657 is the better canonical issue only in the sense that it is a concrete, clearly defined bug report with a specific runtime error; however, it does not cover the OOM-at-epoch problem in #46692.", + "summary": "These two issues describe different failure modes during training: one is a tensor shape mismatch in object detection, the other is an out-of-memory condition during RT-DETR v2 training. They do not look like duplicates of the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46657 is the more concrete bug report with a specific runtime error class (tensor size mismatch), but it should not be treated as a canonical duplicate of issue:46692 because the failures are substantively different.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the stronger representative for this cluster because it is more specific and actionable, with a distinct error signature. #46692 appears to be a separate training stability/memory issue rather than a duplicate.", + "best_issue_reason": "issue:46657 is the cleaner representative of a specific reproducible code-path problem; issue:46692 is a different resource-limit symptom rather than the same defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "The titles point to different concrete failures: tensor shape mismatch versus out-of-memory during later epochs. They may both occur in object detection training, but they do not look like the same underlying bug and would not be merged as duplicates." + "reason": "Reject: the titles and likely symptoms point to different root causes\u2014tensor shape mismatch vs memory exhaustion. They share a training context, but not the same underlying bug." } ] }, @@ -21295,7 +21213,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "2f358da6bf9d1810e867b5dfe70628e52b705d4c844e6a30d95af20ad97e0920", + "prepared_review_unit_hash": "7a590f6cc002e5b002fe2154fb2a74a2a62634cb2563f9ff710105b738adde5d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21317,18 +21235,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both model-loading failures, but they describe different code paths and different root causes: one is a ZeRO-3/zero.Init partitioning bug for a composite VL submodule, the other is a 4-bit auto device-mapping bug that wrongly dispatches to CPU despite fitting memory. Not a duplicate pair.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 46822 is the better canonical issue because it has more discussion/activity and is the more established report, while still being a distinct ZeRO-3 loading bug.", + "summary": "The two issues are not duplicates: one is a ZeRO-3/zero.Init partitioning bug causing OOM during multi-GPU load, the other is a 4-bit device_map/max_memory dispatch bug that incorrectly sends modules to CPU and raises ValueError. They touch different loading paths and failure modes.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46822 is the better representative issue in this cluster: it has more discussion/inbound attention and describes a specific, concrete multi-GPU ZeRO-3 loading failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the strongest representative of its own problem, but it should not be used to cover issue 46823 because the failures involve different mechanisms (ZeRO partitioning vs. 4-bit device_map dispatch).", + "best_issue_reason": "Issue 46822 is the strongest issue candidate overall because it is more developed and clearly scoped to a distinct code path (composite submodule partitioning under zero.Init).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs: 46822 is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM; 46823 is about 4-bit + device_map='auto' incorrectly sending modules to CPU and raising ValueError. Same broad theme, but not the same fixable issue." + "reason": "Different bugs and code paths: ZeRO-3 composite submodule partitioning vs 4-bit auto device_map/max_memory CPU dispatch. Shared theme is model loading, but the underlying defect is not the same." } ] }, @@ -21376,124 +21294,124 @@ "issue:46969|issue:46998", "issue:46985|issue:46998" ], - "prepared_review_unit_hash": "6aa11fa20649608b9d4c07c422eefd75b02b10fa1896b05fbf3fa8ebe51e1d5e", + "prepared_review_unit_hash": "00837c237fcf6cfc2a142b8a48e77064a00dbef66e9ac7ccbaf3a53fd9e719e1", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 8797, - "estimated_input_tokens": 2200, - "estimated_eval_tokens": 4656 + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 8797, - "estimated_input_tokens": 2200, - "estimated_eval_tokens": 4656 + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are a series of similarly titled daily integration-failure triage issues for different dates, not a single duplicated report. They should remain separate unless later evidence links them to the same underlying failure.", - "confidence": 0.95, - "canonical_issue_reason": "issue:46906 is the earliest item and has the strongest thread activity (highest inbound references and discussion), so it is the best anchor for the cluster if one is needed.", + "summary": "These are highly similar daily Serge integration-failure triage issues, but they appear to be separate day-specific tracking posts rather than duplicates of one underlying bug. Treat them as a chronological series, not one merged report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46906 is the best representative: it is the earliest in the series and has the strongest inbound reference signal, suggesting it is the most established anchor for this recurring triage thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46906 is the most central and most visible of the daily triage issues, with the highest inbound reference count and the earliest timestamp.", + "best_issue_reason": "issue:46906 is the strongest global issue candidate because it has the most references and is the clearest anchor for the recurring daily triage pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template, but different date-specific integration reports; no evidence they describe the same failure instance." + "reason": "Same template and subsystem, but different dates indicate separate daily triage entries rather than the same bug report." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "These appear to be separate daily failure triage posts rather than one underlying bug report." + "reason": "Very similar title/body pattern, but this is a different day\u2019s integration triage issue, not a duplicate underlying problem." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Different dates and standalone triage threads; not enough evidence of a shared root cause." + "reason": "These look like sequential triage log posts for different dates, not two reports of the same concrete issue." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Likely another daily integration-failure triage entry, not a duplicate of the earlier report." + "reason": "Date-stamped triage series item; no evidence they describe the same failure instance or resolution target." }, { "left": "issue:46906", "right": "issue:46998", "accept": false, - "reason": "Same naming pattern but distinct date-based triage issue; no concrete overlap showing one bug." + "reason": "Similar triage wrapper, but distinct day-specific issue in the series; should not be merged as duplicates." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Adjacent daily triage issues, but no direct evidence they track the same incident." + "reason": "Same recurring triage format, but different days and separate tracking intent." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Different day reports with no explicit shared target or linked failure details." + "reason": "Sequential daily triage posts, not the same underlying bug/change." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Separate date-stamped integration triage items; not safe to merge as duplicates." + "reason": "No shared concrete bug evidence beyond the generic triage series template." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "No sign these are the same underlying bug; they look like repeated daily triage posts." + "reason": "Different date-based triage issue; similarity is organizational, not duplicate content." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Similar title pattern only; likely different daily integration failures." + "reason": "These are separate daily integration triage issues, not the same report." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Distinct date-based triage issues with no concrete shared root cause evidence." + "reason": "Same broad topic, but distinct day-specific triage entries." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Not enough overlap beyond the template title to treat as duplicates." + "reason": "No indication of one concrete bug being tracked by both issues." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Two separate daily triage entries; no explicit linkage to one bug or change." + "reason": "Adjacent date triage posts, but still separate issue instances." }, { "left": "issue:46969", "right": "issue:46998", "accept": false, - "reason": "Likely independent failure triage reports for different dates." + "reason": "Similar wrapper/title, but different daily triage report." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "These are consecutive daily triage issues, but the available evidence does not show the same underlying failure." + "reason": "These are consecutive date-stamped triage issues, not mergeable duplicates." } ] }, @@ -21523,12 +21441,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "49508a13e178a95af52c8da3150cb18b76164d0fbd682947fe181e079c0c3267", + "prepared_review_unit_hash": "6f301ab11c91a51c0d36d94c198f6d3eb9d5d47b46e5986372ba22e4ddfcb810", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1490, + "serialized_chars": 1489, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21536,7 +21454,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1490, + "serialized_chars": 1489, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21545,27 +21463,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear to be duplicates of the same feature request: adding RWKV7 model support. The open issue is the better canonical tracker.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 46984 is open and can serve as the active tracker for the same RWKV7 support request; 46983 is closed and appears to cover the same topic.", + "summary": "Highly similar issues requesting RWKV7 model support, with issue 46984 likely the active thread.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46984 is the open, current thread for the same RWKV7 support request and is the better canonical issue to keep active.", "canonical_pr_reason": null, - "best_issue_reason": "46984 is the best issue because it is open, current, and has the exact same title/topic as 46983.", + "best_issue_reason": "Issue 46984 best represents the cluster because it is open and appears to be the live thread for this request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and same feature request (RWKV7 model support); the only meaningful difference is that one is closed and the other is open, so they look like duplicate issues." + "reason": "Same title and very high textual similarity indicate the same underlying feature request, even without an explicit duplicate link." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall: the two issues have identical titles, no conflicting signals, and the open one is a reasonable canonical tracker. The duplicate/soft-match verdict is supported by the packet and the summary appropriately uses \"appear.\"" + "accept": false, + "feedback": "The packet supports that these two issues are highly similar and share the same title, and it is reasonable to prefer the open issue as the canonical thread. However, the analyst overstates the evidence by calling them definite duplicates and by saying the only notable difference is state; the packet only provides soft similarity plus basic metadata, not an explicit duplicate link or closure rationale. A more conservative summary would be 'highly similar issues requesting RWKV7 support, with issue 46984 likely the active thread.'" }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21589,40 +21507,40 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "d2dd4c0bac7afba9ce71e74ec8d070b73ae69dac5ac58ef72233d9ce5fe905a1", + "prepared_review_unit_hash": "15bb64fbc0c121f7723b653b1b16ea7d5a492d782a2130ee5600312de718cc24", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1622, - "estimated_input_tokens": 406, - "estimated_eval_tokens": 1068 + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1622, - "estimated_input_tokens": 406, - "estimated_eval_tokens": 1068 + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are about AI-driven vulnerability discovery, but they read like separate writeups/ideas rather than the same concrete issue. I would not deduplicate them.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 47015 is the broader, more general framing of the topic and is the better cluster representative by title alone.", + "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they read like distinct discussion pieces rather than the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the most central umbrella for the cluster because it directly names the AI-based vulnerability discovery system without narrowing to a specific lesson/article angle.", + "best_issue_reason": "If one must be treated as the cluster representative, issue 47015 is the more general and direct formulation of the topic, but it is not a clear duplicate of 47007.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "They share a broad cybersecurity/LLM theme, but there is no sign they describe the same underlying bug, request, or change. The titles suggest different articles or proposals, so this is not a safe duplicate." + "reason": "They share a broad topic, but one is about lessons from using advanced LLMs and the other about a novel transformers-based cybersecurity system; no shared targets/files or concrete evidence of the same underlying issue." } ] }, @@ -21644,7 +21562,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-41", + "cluster_id": "cluster-40546-36", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -21653,9 +21571,7 @@ "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", @@ -21664,13 +21580,12 @@ "pull_request:46926", "pull_request:46927", "pull_request:46928", - "pull_request:46933", "pull_request:46941", - "pull_request:46942", "pull_request:46949", "pull_request:46950", "pull_request:46951", "pull_request:46954", + "pull_request:46957", "pull_request:46958", "pull_request:46961", "pull_request:46965", @@ -21678,11 +21593,11 @@ "pull_request:46970", "pull_request:46971", "pull_request:46974", - "pull_request:46977", "pull_request:46986", "pull_request:46995", "pull_request:47006", - "pull_request:47014" + "pull_request:47019", + "pull_request:47021" ], "soft_pairs": [ "pull_request:46895|pull_request:46958", @@ -21699,517 +21614,517 @@ "pull_request:46941|pull_request:46970", "pull_request:46908|pull_request:47006", "pull_request:46908|pull_request:46928", - "pull_request:46902|pull_request:46965", "pull_request:46907|pull_request:46926", "pull_request:46970|pull_request:46971", - "pull_request:46926|pull_request:46928", "pull_request:46927|pull_request:46986", + "pull_request:46926|pull_request:46928", "pull_request:46951|pull_request:46986", - "pull_request:46933|pull_request:46942", "pull_request:46926|pull_request:46941", "pull_request:46928|pull_request:46941", "pull_request:46907|pull_request:46928", "pull_request:46928|pull_request:47006", "pull_request:46941|pull_request:46986", "pull_request:46941|pull_request:47006", + "pull_request:46954|pull_request:46961", "pull_request:46907|pull_request:46908", "pull_request:46908|pull_request:46951", - "pull_request:46954|pull_request:46961", "pull_request:46907|pull_request:46941", - "pull_request:46954|pull_request:46977", "pull_request:46926|pull_request:46927", "pull_request:43451|pull_request:46954", "pull_request:46954|pull_request:46968", "pull_request:46954|pull_request:46958", "pull_request:46958|pull_request:46961", - "pull_request:46958|pull_request:46977", "pull_request:46961|pull_request:46974", "pull_request:46958|pull_request:46974", - "pull_request:46974|pull_request:46977", "pull_request:43451|pull_request:46920", + "pull_request:46954|pull_request:46971", "pull_request:46920|pull_request:46968", "pull_request:43451|pull_request:46958", + "pull_request:46958|pull_request:46968", "pull_request:46971|pull_request:46974", "pull_request:46968|pull_request:46974", "pull_request:46920|pull_request:46961", "pull_request:46961|pull_request:46968", - "pull_request:46920|pull_request:46977", - "pull_request:46968|pull_request:46977", - "pull_request:46958|pull_request:46968", + "pull_request:43451|pull_request:46974", + "pull_request:46266|pull_request:46957", + "pull_request:46961|pull_request:47021", + "pull_request:43451|pull_request:47021", + "pull_request:46968|pull_request:47021", + "pull_request:46957|pull_request:46965", "pull_request:43451|pull_request:46707", "pull_request:46266|pull_request:46707", "pull_request:46196|pull_request:46995", "pull_request:46707|pull_request:46961", - "pull_request:46891|pull_request:46961", - "pull_request:43451|pull_request:46891", - "pull_request:46707|pull_request:46977", - "pull_request:46891|pull_request:46977", + "pull_request:46912|pull_request:47021", + "pull_request:46968|pull_request:47019", "pull_request:46707|pull_request:46968", - "pull_request:46891|pull_request:46968", + "pull_request:43451|pull_request:47019", + "pull_request:46266|pull_request:47021", "pull_request:43451|pull_request:46836", - "pull_request:46912|pull_request:46977", "pull_request:40546|pull_request:43451", "pull_request:46196|pull_request:46965", + "pull_request:46961|pull_request:47019", + "pull_request:46707|pull_request:47019", "pull_request:46836|pull_request:46961", + "pull_request:43451|pull_request:46957", "pull_request:46836|pull_request:46965", - "pull_request:46836|pull_request:46977", - "pull_request:46196|pull_request:46977", - "pull_request:46266|pull_request:47014", - "pull_request:43451|pull_request:46658", - "pull_request:43451|pull_request:46965" + "pull_request:47019|pull_request:47021", + "pull_request:46957|pull_request:46961", + "pull_request:43451|pull_request:46965", + "pull_request:43451|pull_request:46658" ], - "prepared_review_unit_hash": "58babfc487e294cd72377c8403cd337594f131ebf84e5da09e9fd540a4dd6d80", + "prepared_review_unit_hash": "462fa1dcd5465d4e2cb2a24ce728abd0e8ba95e1edfabe634e625d0ebb81ab46", "component_budget": { - "node_count": 41, - "item_count": 41, - "soft_pair_count": 126, - "serialized_chars": 142820, - "estimated_input_tokens": 35705, - "estimated_eval_tokens": 71666 + "node_count": 36, + "item_count": 36, + "soft_pair_count": 108, + "serialized_chars": 125799, + "estimated_input_tokens": 31450, + "estimated_eval_tokens": 63156 }, "budget": { - "node_count": 37, - "item_count": 37, + "node_count": 34, + "item_count": 34, "soft_pair_count": 72, - "serialized_chars": 105282, - "estimated_input_tokens": 26321, - "estimated_eval_tokens": 52898 + "serialized_chars": 100519, + "estimated_input_tokens": 25130, + "estimated_eval_tokens": 50516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated PRs are clustered together by topic and test-failure triage. The CohereASR pair does refer to the same underlying loss bug, but it is not a mergeable duplicate pair because the two PRs are alternative fixes rather than complementary changes.", - "confidence": 0.88, + "summary": "The cluster is mostly heterogeneous and unrelated; the only clear duplicate subcluster is the CohereASR training-loss double-shift fix (46895 vs 46958). Everything else is either different models, different bugs, or broad test/maintenance changes that should stay separate.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46895 is the best canonical CohereASR representative: it directly targets issue 46894, stays scoped to the loss-path fix, and is the cleaner issue-linked patch.", + "canonical_pr_reason": "No single cluster-wide canonical PR; the only true duplicate pair is the CohereASR double-shift fix, and 46958 is the cleanest direct implementation of that bugfix.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46895 is the strongest representative PR for the cluster because it is the most direct, narrowly scoped fix for the CohereASR double-shift bug.", + "best_pr_reason": "46958 is the best representative because it directly fixes the CohereASR training-loss double shift with a minimal, concrete code-path change.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46958", - "accept": false, - "reason": "Same CohereASR bug, but these are alternative loss fixes rather than complementary edits, so they are not mergeable into one PR." + "accept": true, + "reason": "Accept: both fix the same CohereASR training-loss double-shift in the same forward/loss path, and one is just a cleaner implementation of the same bugfix." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": false, - "reason": "Same model family, but 46903 also changes PPFormulaNet and is a different fix shape; not the same concrete change." + "reason": "Reject: 46903 is a broader multi-model patch (CohereASR plus PPFormulaNet), so it is not the same single underlying change as 46958." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Mamba2 OOM behavior vs PEFT loading option; different code paths and fixes." + "reason": "Reject: unrelated models and failure modes; this is just similar-looking test-fix plumbing." }, { "left": "pull_request:46927", "right": "pull_request:46950", "accept": false, - "reason": "GLM46V dtype casting vs Mamba2 OOM; unrelated bugs." + "reason": "Reject: different model bugs in different code paths, only superficially similar integration-test fixes." }, { "left": "pull_request:46950", "right": "pull_request:47006", "accept": false, - "reason": "Mamba2 OOM vs Gemma3 generation/cache behavior; unrelated." + "reason": "Reject: unrelated models and fixes; similarity is only from broad regression-test behavior." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "GLM46V dtype fix vs PEFT integration loading; unrelated." + "reason": "Reject: different models and unrelated fixes." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "PEFT load option vs Mamba2 test dtype argument; different fixes." + "reason": "Reject: both are test-only load/OOM fixes, but for different models and failure causes." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Whisper/audioflamingo cache handling vs Mamba2 OOM test setup; unrelated." + "reason": "Reject: different model areas and distinct fixes; no shared concrete bug." }, { "left": "pull_request:46927", "right": "pull_request:47006", "accept": false, - "reason": "GLM46V dtype fix vs Gemma3 generation/cache change; unrelated." + "reason": "Reject: unrelated model/test fixes, not the same underlying issue." }, { "left": "pull_request:46951", "right": "pull_request:47006", "accept": false, - "reason": "PEFT loading vs Gemma3 generation/cache; unrelated." + "reason": "Reject: different model failures; this is generic similarity, not a duplicate change." }, { "left": "pull_request:46971", "right": "pull_request:47006", "accept": false, - "reason": "Mamba2 test cleanup vs Gemma3 generation/cache; unrelated." + "reason": "Reject: unrelated model-specific changes." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "DAC output-mismatch fix vs musicgen_melody output mismatch; different models/code paths." + "reason": "Reject: different models and different defects, despite both being regression PRs." }, { "left": "pull_request:46908", "right": "pull_request:47006", "accept": false, - "reason": "DeepSeekV3.2 offload test fix vs Gemma3 generation/cache; unrelated." + "reason": "Reject: unrelated model load-fix vs generation-config fix." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "DeepSeekV3.2 offload test fix vs BLIP2 tokenizer mapping; unrelated." - }, - { - "left": "pull_request:46902", - "right": "pull_request:46965", - "accept": false, - "reason": "Offloading/save-converted-weights bugfix vs DeepSeekV4 use_cache support; different runtime paths." + "reason": "Reject: different models and different test failures." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "EdgeTam import_or_config fix vs MiniMax-M3-VL load_error test fix; different bugs." + "reason": "Reject: different model-specific integration-test failures." }, { "left": "pull_request:46970", "right": "pull_request:46971", "accept": false, - "reason": "musicgen_melody model bug vs Mamba2 test-only OOM tweak; different changes." - }, - { - "left": "pull_request:46926", - "right": "pull_request:46928", - "accept": false, - "reason": "MiniMax load error vs BLIP2 tokenizer mapping; unrelated." + "reason": "Reject: unrelated fixes; shared only by the broad \"serge\" test-fix pattern." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "GLM46V input dtype fix vs GLM OCR output mismatch; different models and bugs." + "reason": "Reject: different models and distinct bugs." }, { - "left": "pull_request:46951", - "right": "pull_request:46986", + "left": "pull_request:46926", + "right": "pull_request:46928", "accept": false, - "reason": "PEFT loading fix vs GLM OCR model fix; unrelated." + "reason": "Reject: different model/test failures, not the same code-path problem." }, { - "left": "pull_request:46933", - "right": "pull_request:46942", + "left": "pull_request:46951", + "right": "pull_request:46986", "accept": false, - "reason": "Both are dtype-related, but Gemma4 quantized embedder casting and TimesFM2.5 block casting are separate concrete fixes." + "reason": "Reject: unrelated model fixes." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "MiniMax load error vs DAC output mismatch; unrelated." + "reason": "Reject: different models and different failure modes." }, { "left": "pull_request:46928", "right": "pull_request:46941", "accept": false, - "reason": "BLIP2 tokenizer handling vs DAC output mismatch; unrelated." + "reason": "Reject: unrelated fixes in different subsystems." }, { "left": "pull_request:46907", "right": "pull_request:46928", "accept": false, - "reason": "EdgeTam import_or_config vs BLIP2 tokenizer mapping; unrelated." + "reason": "Reject: distinct model issues; same broad CI context is not enough." }, { "left": "pull_request:46928", "right": "pull_request:47006", "accept": false, - "reason": "BLIP2 tokenizer mapping vs Gemma3 generation/cache; unrelated." + "reason": "Reject: unrelated model/test work." }, { "left": "pull_request:46941", "right": "pull_request:46986", "accept": false, - "reason": "DAC output mismatch vs GLM OCR output mismatch; different models and code paths." + "reason": "Reject: different models and different regression causes." }, { "left": "pull_request:46941", "right": "pull_request:47006", "accept": false, - "reason": "DAC fixes vs Gemma3 generation/cache; unrelated." + "reason": "Reject: unrelated fixes." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Reject: one is a model code tweak, the other is repo/workflow normalization; not the same change." }, { "left": "pull_request:46907", "right": "pull_request:46908", "accept": false, - "reason": "EdgeTam import_or_config vs DeepSeekV3.2 offload test; different failures." + "reason": "Reject: unrelated model-specific fixes." }, { "left": "pull_request:46908", "right": "pull_request:46951", "accept": false, - "reason": "DeepSeekV3.2 offload test fix vs PEFT integration loading; unrelated." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46961", - "accept": false, - "reason": "GLM-ASR pytest-v9 compatibility fix vs Serge branch-normalization workflow; unrelated." + "reason": "Reject: different models and failure causes." }, { "left": "pull_request:46907", "right": "pull_request:46941", "accept": false, - "reason": "EdgeTam import_or_config vs DAC output mismatch; unrelated." + "reason": "Reject: different models and distinct bugs." }, { - "left": "pull_request:46954", - "right": "pull_request:46977", + "left": "pull_request:46926", + "right": "pull_request:46927", "accept": false, - "reason": "GLM-ASR pytest compatibility vs Mllama arg-name deprecation; different changes." + "reason": "Reject: different models; both are load-fix tests but not the same bug." }, { "left": "pull_request:43451", "right": "pull_request:46954", "accept": false, - "reason": "Molmo2 model addition vs GLM-ASR pytest compatibility; unrelated." + "reason": "Reject: different model additions/fixes with only broad auto-mapping similarity." }, { "left": "pull_request:46954", "right": "pull_request:46968", "accept": false, - "reason": "GLM-ASR pytest compatibility vs docs autolink cleanup; unrelated." + "reason": "Reject: model code change vs docs autolink cleanup; not the same underlying issue." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "GLM-ASR pytest compatibility vs CohereASR loss fix; unrelated." + "reason": "Reject: different models and unrelated fixes." }, { "left": "pull_request:46958", "right": "pull_request:46961", "accept": false, - "reason": "CohereASR loss bugfix vs workflow automation; unrelated." - }, - { - "left": "pull_request:46958", - "right": "pull_request:46977", - "accept": false, - "reason": "CohereASR loss fix vs Mllama arg-name deprecation; different changes." + "reason": "Reject: code-path bugfix vs workflow/patch-normalization change." }, { "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Workflow automation vs MusicGen generate typo fix; unrelated." + "reason": "Reject: unrelated repo workflow and model generation fixes." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR loss fix vs MusicGen generate typo; unrelated." + "reason": "Reject: unrelated changes in different areas." }, { - "left": "pull_request:46974", - "right": "pull_request:46977", + "left": "pull_request:43451", + "right": "pull_request:46920", "accept": false, - "reason": "MusicGen generate typo fix vs Mllama arg-name deprecation; unrelated." + "reason": "Reject: different model additions and dependency/API updates, not the same bug." }, { - "left": "pull_request:43451", - "right": "pull_request:46920", + "left": "pull_request:46954", + "right": "pull_request:46971", "accept": false, - "reason": "Molmo2 model addition vs Voxtral Realtime API adaptation; unrelated." + "reason": "Reject: unrelated model bugfixes." }, { "left": "pull_request:46920", "right": "pull_request:46968", "accept": false, - "reason": "Voxtral Realtime API adaptation vs docs autolink cleanup; unrelated." + "reason": "Reject: dependency/API adaptation vs docs autolink cleanup; different changes." }, { "left": "pull_request:43451", "right": "pull_request:46958", "accept": false, - "reason": "Molmo2 model addition vs CohereASR loss fix; unrelated." + "reason": "Reject: unrelated model additions vs CohereASR bugfix." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46968", + "accept": false, + "reason": "Reject: code fix vs docs-only cleanup." }, { "left": "pull_request:46971", "right": "pull_request:46974", "accept": false, - "reason": "Mamba2 test OOM fix vs MusicGen generate typo; unrelated." + "reason": "Reject: unrelated test/load fix vs generation bugfix." }, { "left": "pull_request:46968", "right": "pull_request:46974", "accept": false, - "reason": "Docs autolink cleanup vs MusicGen generate typo fix; unrelated." + "reason": "Reject: docs-only cleanup vs model code change." }, { "left": "pull_request:46920", "right": "pull_request:46961", "accept": false, - "reason": "Voxtral Realtime API adaptation vs Serge workflow automation; unrelated." + "reason": "Reject: unrelated dependency/API and workflow changes." }, { "left": "pull_request:46961", "right": "pull_request:46968", "accept": false, - "reason": "Branch-normalization workflow vs docs autolink cleanup; unrelated." + "reason": "Reject: workflow normalization vs docs autolink cleanup." }, { - "left": "pull_request:46958", - "right": "pull_request:46968", + "left": "pull_request:43451", + "right": "pull_request:46974", + "accept": false, + "reason": "Reject: unrelated model introduction vs model bugfix." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Reject: different model modernization work and different bug scope." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47021", + "accept": false, + "reason": "Reject: workflow normalization and CI routing are not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47021", + "accept": false, + "reason": "Reject: unrelated model addition vs CI routing change." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47021", "accept": false, - "reason": "CohereASR loss fix vs docs autolink cleanup; unrelated." + "reason": "Reject: docs autolink cleanup vs test-list routing change." }, { - "left": "pull_request:43451", - "right": "pull_request:46707", + "left": "pull_request:46957", + "right": "pull_request:46965", "accept": false, - "reason": "Molmo2 model addition vs native FSDP2 support/migration; unrelated." + "reason": "Reject: both touch DeepSeek V4-related code, but they solve different issues in different paths." }, { - "left": "pull_request:46266", - "right": "pull_request:46707", + "left": "pull_request:46707", + "right": "pull_request:43451", "accept": false, - "reason": "DINOv2 modernization/conversion work vs native FSDP2 support; unrelated." + "reason": "Reject: different subsystems; one is distributed/FSDP work and the other is model addition work." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch vs flash-linear-attention MLU availability; different acceleration backends." + "reason": "Reject: unrelated model and utility changes." }, { "left": "pull_request:46707", "right": "pull_request:46961", "accept": false, - "reason": "FSDP2 support/migration vs Serge workflow normalization; unrelated." + "reason": "Reject: unrelated distributed/runtime work vs workflow normalization." }, { - "left": "pull_request:46891", - "right": "pull_request:46961", + "left": "pull_request:46912", + "right": "pull_request:47021", "accept": false, - "reason": "PEFT integration CI vs Serge workflow normalization; different CI changes." + "reason": "Reject: different concerns; RoPE testing changes vs CI test routing." }, { - "left": "pull_request:43451", - "right": "pull_request:46891", + "left": "pull_request:46968", + "right": "pull_request:47019", "accept": false, - "reason": "Molmo2 model addition vs PEFT integration CI; unrelated." + "reason": "Reject: docs autolink cleanup vs masking logic regression fix." }, { "left": "pull_request:46707", - "right": "pull_request:46977", - "accept": false, - "reason": "FSDP2 support/migration vs Mllama arg-name modernization; unrelated." - }, - { - "left": "pull_request:46891", - "right": "pull_request:46977", + "right": "pull_request:46968", "accept": false, - "reason": "PEFT CI change vs Mllama arg-name cleanup; unrelated." + "reason": "Reject: unrelated distributed code and docs cleanup." }, { - "left": "pull_request:46707", - "right": "pull_request:46968", + "left": "pull_request:43451", + "right": "pull_request:47019", "accept": false, - "reason": "FSDP2 support/migration vs docs autolink cleanup; unrelated." + "reason": "Reject: model-addition work vs masking-logic fix; no common bug." }, { - "left": "pull_request:46891", - "right": "pull_request:46968", + "left": "pull_request:46266", + "right": "pull_request:47021", "accept": false, - "reason": "PEFT CI change vs docs autolink cleanup; unrelated." + "reason": "Reject: unrelated model modernization and CI routing changes." }, { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 model addition vs Unlimited OCR model addition; separate feature PRs." - }, - { - "left": "pull_request:46912", - "right": "pull_request:46977", - "accept": false, - "reason": "RoPE test/implementation updates vs Mllama arg-name deprecation; unrelated." + "reason": "Reject: different model additions with only broad auto/docs overlap." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice and Molmo2 are separate model additions." + "reason": "Reject: both are model-addition PRs, but for different models and unrelated code paths." }, { "left": "pull_request:46196", "right": "pull_request:46965", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch vs DeepSeekV4 use_cache support; unrelated." + "reason": "Reject: unrelated model/runtime fixes." }, { - "left": "pull_request:46836", - "right": "pull_request:46961", + "left": "pull_request:46707", + "right": "pull_request:46968", "accept": false, - "reason": "Unlimited OCR model addition vs Serge workflow normalization; unrelated." + "reason": "Reject: unrelated distributed/runtime change vs docs cleanup." }, { - "left": "pull_request:46836", - "right": "pull_request:46965", + "left": "pull_request:43451", + "right": "pull_request:46957", "accept": false, - "reason": "Unlimited OCR model addition vs DeepSeekV4 use_cache support; unrelated." + "reason": "Reject: model addition work vs generation/runtime optimization work." }, { "left": "pull_request:46836", - "right": "pull_request:46977", + "right": "pull_request:46965", "accept": false, - "reason": "Unlimited OCR model addition vs Mllama arg-name cleanup; unrelated." + "reason": "Reject: unrelated model addition and model behavior fix." }, { - "left": "pull_request:46196", - "right": "pull_request:46977", + "left": "pull_request:47019", + "right": "pull_request:47021", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch vs Mllama arg-name cleanup; unrelated." + "reason": "Reject: masking/caching regression fix vs CI test-routing change." }, { - "left": "pull_request:46266", - "right": "pull_request:47014", + "left": "pull_request:46957", + "right": "pull_request:46961", "accept": false, - "reason": "DINO modernization/conversion work vs T5 SDPA enablement; unrelated." + "reason": "Reject: runtime optimization vs workflow normalization; not the same underlying change." }, { "left": "pull_request:43451", - "right": "pull_request:46658", + "right": "pull_request:46965", "accept": false, - "reason": "Molmo2 model addition vs Step 3.7 Flash implementation; separate features." + "reason": "Reject: unrelated model addition and DeepSeek V4 cache behavior fix." }, { "left": "pull_request:43451", - "right": "pull_request:46965", + "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 model addition vs DeepSeekV4 use_cache support; unrelated." + "reason": "Reject: model addition vs Step 3.7 Flash implementation/build tooling; shared auto-mapping patterns are not enough." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong: pull_request:46895 and pull_request:46958 are not clearly mergeable into a single PR, since they implement alternative fixes for the same CohereASR loss bug rather than complementary changes. The packet supports that they address the same issue, but not that they should be accepted as a mergeable pair. The confidence/\u2018only clear duplicate pair\u2019 framing is therefore overstated." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted duplicate edge (46895 vs 46958) is supported by the shared CohereASR double-shift bug, while the rejections are mostly backed by clearly different models, code paths, or test/maintenance concerns. The note that 46903 is broader than the clean CohereASR duplicate pair is also reasonable." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -22224,7 +22139,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-41", + "cluster_id": "cluster-40546-36", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22233,13 +22148,11 @@ "pull_request:46658", "pull_request:46707", "pull_request:46836", - "pull_request:46891", "pull_request:46907", "pull_request:46908", "pull_request:46912", "pull_request:46926", "pull_request:46927", - "pull_request:46933", "pull_request:46949", "pull_request:46950", "pull_request:46951", @@ -22249,41 +22162,28 @@ "pull_request:46968", "pull_request:46970", "pull_request:46971", - "pull_request:46977", "pull_request:46986", "pull_request:46995", "pull_request:47006", - "pull_request:47008", - "pull_request:47014" + "pull_request:47021" ], "soft_pairs": [ "pull_request:46836|pull_request:46995", "pull_request:46658|pull_request:46961", - "pull_request:46658|pull_request:46977", + "pull_request:46961|pull_request:46965", + "pull_request:46658|pull_request:46965", + "pull_request:46707|pull_request:46957", "pull_request:44517|pull_request:46836", "pull_request:43451|pull_request:46912", "pull_request:45694|pull_request:46707", - "pull_request:44517|pull_request:47014", - "pull_request:44517|pull_request:46957", - "pull_request:45694|pull_request:46891", "pull_request:43451|pull_request:46196", - "pull_request:43451|pull_request:47014", - "pull_request:43451|pull_request:46957", "pull_request:46196|pull_request:46961", - "pull_request:46961|pull_request:47014", - "pull_request:46957|pull_request:46961", "pull_request:46912|pull_request:46961", - "pull_request:46707|pull_request:47008", - "pull_request:44517|pull_request:46891", - "pull_request:46912|pull_request:47008", - "pull_request:46977|pull_request:47014", - "pull_request:46957|pull_request:46977", - "pull_request:47008|pull_request:47014", - "pull_request:45694|pull_request:47014", - "pull_request:46957|pull_request:47008", - "pull_request:45694|pull_request:46957", + "pull_request:46658|pull_request:46707", + "pull_request:45694|pull_request:47021", + "pull_request:46196|pull_request:46836", "pull_request:45694|pull_request:46836", - "pull_request:46933|pull_request:47008", + "pull_request:46707|pull_request:46912", "pull_request:46950|pull_request:46971", "pull_request:46949|pull_request:46950", "pull_request:46949|pull_request:46951", @@ -22298,342 +22198,251 @@ "pull_request:46907|pull_request:47006", "pull_request:46907|pull_request:46970", "pull_request:46907|pull_request:46986", - "pull_request:46961|pull_request:46977", "pull_request:43451|pull_request:46968", "pull_request:43451|pull_request:46961", - "pull_request:43451|pull_request:46977", - "pull_request:46957|pull_request:46965", - "pull_request:46196|pull_request:47014", + "pull_request:46707|pull_request:47021", "pull_request:46658|pull_request:46836", - "pull_request:46891|pull_request:47014", - "pull_request:46836|pull_request:47014", - "pull_request:46658|pull_request:47014", - "pull_request:46957|pull_request:47014", - "pull_request:46912|pull_request:47014", - "pull_request:46912|pull_request:46957" + "pull_request:46707|pull_request:46836", + "pull_request:46836|pull_request:46912" ], - "prepared_review_unit_hash": "835858bae33c6e8900ca86540daafbe022ef924145a0879d499146e70dc05f32", + "prepared_review_unit_hash": "ce217a7d16cacc2805166026e05fb02aba4acc2a72ac9ecc7d81d43e868f31d1", "component_budget": { - "node_count": 41, - "item_count": 41, - "soft_pair_count": 126, - "serialized_chars": 142820, - "estimated_input_tokens": 35705, - "estimated_eval_tokens": 71666 + "node_count": 36, + "item_count": 36, + "soft_pair_count": 108, + "serialized_chars": 125799, + "estimated_input_tokens": 31450, + "estimated_eval_tokens": 63156 }, "budget": { - "node_count": 29, - "item_count": 29, - "soft_pair_count": 54, - "serialized_chars": 82287, - "estimated_input_tokens": 20572, - "estimated_eval_tokens": 41400 + "node_count": 25, + "item_count": 25, + "soft_pair_count": 36, + "serialized_chars": 68368, + "estimated_input_tokens": 17092, + "estimated_eval_tokens": 34440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated PRs spanning different models, docs, CI, or infrastructure. The only clear duplicate-like pair is the Gemma4 quantized embedder dtype-casting fix (46933 and 47008).", - "confidence": 0.97, + "summary": "This set is mostly unrelated PRs; the only clear duplicate-like pair is the two Mamba2 fixes, which both address the same OOM failure path. The rest are distinct model additions, docs, or model-specific test fixes and should stay separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "46933 is the better canonical PR: it directly fixes the Gemma4 dtype-casting bug, has the explicit issue target 46932, and is the more established root-fix candidate for the duplicate pair.", + "canonical_pr_reason": "pull_request:46950 is the best canonical PR because it fixes the underlying Mamba2 OOM behavior in code; pull_request:46971 is only a follow-up test/load adjustment around the same failure.", "best_issue_reason": null, - "best_pr_reason": "46933 is the strongest overall PR candidate in this set because it is the only true duplicate anchor and the cleanest concrete code-path fix.", + "best_pr_reason": "pull_request:46950 is the strongest representative overall: it addresses the concrete root cause, is narrowly scoped, and is the only PR here that clearly matches its paired duplicate candidate.", "soft_edge_verdicts": [ { "left": "pull_request:46836", "right": "pull_request:46995", "accept": false, - "reason": "Different changes: Unlimited OCR model addition versus MLU support for flash linear attention. Only a broad transformer-model overlap." + "reason": "Different features in different model areas: adding Unlimited OCR vs enabling MLU for flash linear attention." }, { "left": "pull_request:46658", "right": "pull_request:46961", "accept": false, - "reason": "Step-3.7 Flash model build/conversion work is unrelated to a Serge branch-normalization workflow." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46977", - "accept": false, - "reason": "New Step-3.7 Flash model tooling and an Mllama argument cleanup are unrelated." + "reason": "Unrelated changes: Step 3.7 Flash model code/scripts vs a workflow for normalizing Serge branches." }, { - "left": "pull_request:44517", - "right": "pull_request:46836", + "left": "pull_request:46961", + "right": "pull_request:46965", "accept": false, - "reason": "Two separate model additions (Qwen3-TTS vs Unlimited OCR); shared auto-registration plumbing is not enough." + "reason": "One is workflow automation; the other is a DeepSeek V4 cache/use_cache behavior change. Not the same fix." }, { - "left": "pull_request:43451", - "right": "pull_request:46912", + "left": "pull_request:46658", + "right": "pull_request:46965", "accept": false, - "reason": "Molmo2 model addition versus RoPE test/implementation updates; not the same bug or change." + "reason": "Different models and different concerns: Step 3.7 Flash conversion/loading vs DeepSeek V4 cache handling." }, { - "left": "pull_request:45694", - "right": "pull_request:46707", + "left": "pull_request:46707", + "right": "pull_request:46957", "accept": false, - "reason": "TrainingArguments batch-size fix and native FSDP2 migration address different areas." + "reason": "FSDP2 migration utilities and finegrained FP8 decode optimization are unrelated changes." }, { "left": "pull_request:44517", - "right": "pull_request:47014", + "right": "pull_request:46836", "accept": false, - "reason": "Qwen3-TTS addition and T5 SDPA enablement are different model families and fixes." + "reason": "Distinct model additions: Qwen3 TTS vs Unlimited OCR." }, { - "left": "pull_request:44517", - "right": "pull_request:46957", + "left": "pull_request:43451", + "right": "pull_request:46912", "accept": false, - "reason": "Model addition versus finegrained FP8 decode optimization; no concrete overlap." + "reason": "Molmo2 model addition vs RoPE test coverage changes; not the same underlying change." }, { "left": "pull_request:45694", - "right": "pull_request:46891", + "right": "pull_request:46707", "accept": false, - "reason": "TrainingArguments batch-size behavior and PEFT CI workflow changes are unrelated." + "reason": "TrainingArguments batch-size fix vs native FSDP2 migration; same general training area but different bugs." }, { "left": "pull_request:43451", "right": "pull_request:46196", "accept": false, - "reason": "Molmo2 addition and wav2vec2 SDPA dispatch are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47014", - "accept": false, - "reason": "Molmo2 addition versus T5 SDPA enablement; different models and code paths." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46957", - "accept": false, - "reason": "Model addition versus generation/kernel optimization; not the same underlying change." + "reason": "Molmo2 addition and wav2vec2 SDPA dispatch support are unrelated model changes." }, { "left": "pull_request:46196", "right": "pull_request:46961", "accept": false, - "reason": "wav2vec2 SDPA dispatch and Serge workflow normalization are unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:47014", - "accept": false, - "reason": "Workflow normalization and T5 SDPA enablement have nothing in common beyond repository scope." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46961", - "accept": false, - "reason": "Finegrained FP8 decode optimization versus workflow normalization; different code and intent." + "reason": "wav2vec2 SDPA support vs Serge branch normalization workflow; no shared bug or code path." }, { "left": "pull_request:46912", "right": "pull_request:46961", "accept": false, - "reason": "RoPE testing/behavior changes and workflow normalization are unrelated." - }, - { - "left": "pull_request:46707", - "right": "pull_request:47008", - "accept": false, - "reason": "FSDP2 migration and Gemma4 dtype-casting fix solve different problems." - }, - { - "left": "pull_request:44517", - "right": "pull_request:46891", - "accept": false, - "reason": "Qwen3-TTS model addition and PEFT CI workflow changes are unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47008", - "accept": false, - "reason": "RoPE test sweep versus Gemma4 dtype-casting fix; no shared concrete bug." - }, - { - "left": "pull_request:46977", - "right": "pull_request:47014", - "accept": false, - "reason": "Mllama arg-name cleanup and T5 SDPA enablement are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46977", - "accept": false, - "reason": "Finegrained FP8 decode changes versus Mllama argument cleanup; different bugs." + "reason": "RoPE testing improvements vs workflow automation; unrelated." }, { - "left": "pull_request:47008", - "right": "pull_request:47014", + "left": "pull_request:46658", + "right": "pull_request:46707", "accept": false, - "reason": "Gemma4 dtype-casting fix and T5 SDPA enablement are unrelated." + "reason": "Different features: Step 3.7 Flash model support vs FSDP2 migration." }, { "left": "pull_request:45694", - "right": "pull_request:47014", - "accept": false, - "reason": "TrainingArguments batch-size fix and T5 SDPA enablement are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47008", + "right": "pull_request:47021", "accept": false, - "reason": "Finegrained FP8 decode optimization versus Gemma4 dtype-casting fix; different code paths." + "reason": "TrainingArguments batch-size behavior vs PEFT integration test routing; not the same issue." }, { - "left": "pull_request:45694", - "right": "pull_request:46957", + "left": "pull_request:46196", + "right": "pull_request:46836", "accept": false, - "reason": "TrainingArguments batch-size fix and finegrained FP8 decode optimization are unrelated." + "reason": "wav2vec2 SDPA dispatch support vs Unlimited OCR model addition; unrelated." }, { "left": "pull_request:45694", "right": "pull_request:46836", "accept": false, - "reason": "TrainingArguments batch-size fix and Unlimited OCR model addition are unrelated." - }, - { - "left": "pull_request:46933", - "right": "pull_request:47008", - "accept": true, - "reason": "Same Gemma4 quantized embedder dtype-casting bug, same files, and shared issue target 46932; these could be merged into one PR." + "reason": "Batch-size config fix and model addition are different changes." }, { "left": "pull_request:46950", "right": "pull_request:46971", - "accept": false, - "reason": "Both concern Mamba2 OOM, but one changes model code while the other only adjusts tests; not the same concrete fix." + "accept": true, + "reason": "Both target the same Mamba2 OOM failure: one changes the model path, the other adjusts the integration tests/load to exercise the same fix." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Whisper/AudioFlamingo cache behavior and Mamba2 OOM fixes are unrelated model bugs." + "reason": "Different models and different failures: AudioFlamingo3/Whisper cache handling vs Mamba2 OOM." }, { "left": "pull_request:46949", "right": "pull_request:46951", "accept": false, - "reason": "Whisper/AudioFlamingo fix versus PEFT loading tweak; unrelated." + "reason": "AudioFlamingo3/Whisper test fix vs PEFT loading behavior; no shared concrete bug." }, { "left": "pull_request:46927", "right": "pull_request:46949", "accept": false, - "reason": "GLM46V input-id casting fix and Whisper/AudioFlamingo cache fix are different code paths." + "reason": "glm46v input casting and audio/whisper cache fixes are separate model-specific issues." }, { "left": "pull_request:46907", "right": "pull_request:46927", "accept": false, - "reason": "Native FSDP2 migration and GLM46V input-id casting fix are unrelated." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46949", - "accept": false, - "reason": "FSDP2 migration versus Whisper/AudioFlamingo cache fix; different problems." + "reason": "EdgeTam processor kwarg cleanup vs glm46v input casting; unrelated model fixes." }, { - "left": "pull_request:46907", - "right": "pull_request:47006", + "left": "pull_request:46927", + "right": "pull_request:46971", "accept": false, - "reason": "FSDP2 migration and Gemma3 generation-config fix do not address the same underlying change." + "reason": "glm46v input handling vs Mamba2 OOM/test load changes; not the same code path." }, { - "left": "pull_request:46907", - "right": "pull_request:46970", + "left": "pull_request:46908", + "right": "pull_request:46926", "accept": false, - "reason": "FSDP2 migration and MusicGen Melody test fixes are unrelated." + "reason": "Both are test-load failures, but for different models and different setups; not the same underlying bug." }, { - "left": "pull_request:46907", - "right": "pull_request:46986", + "left": "pull_request:46986", + "right": "pull_request:47006", "accept": false, - "reason": "FSDP2 migration and GLM-OCR output mismatch fix are unrelated." + "reason": "glm_ocr output fix and gemma3 generation fix are separate model-specific issues." }, { - "left": "pull_request:46961", - "right": "pull_request:46977", + "left": "pull_request:46970", + "right": "pull_request:47006", "accept": false, - "reason": "Serge workflow normalization and Mllama arg-name cleanup are unrelated." + "reason": "musicgen_melody output mismatch vs gemma3 generation behavior; different code paths." }, { - "left": "pull_request:43451", - "right": "pull_request:46968", + "left": "pull_request:46970", + "right": "pull_request:46986", "accept": false, - "reason": "Molmo2 model addition and docs autolink cleanup are unrelated." + "reason": "musicgen_melody and glm_ocr are unrelated model fixes." }, { - "left": "pull_request:43451", - "right": "pull_request:46961", + "left": "pull_request:46907", + "right": "pull_request:46949", "accept": false, - "reason": "Molmo2 addition and workflow normalization are unrelated." + "reason": "EdgeTam processor kwarg cleanup vs audio/whisper cache fixes; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46977", + "left": "pull_request:46970", + "right": "pull_request:46986", "accept": false, - "reason": "Molmo2 model addition and Mllama arg-name cleanup are unrelated." + "reason": "musicgen_melody output mismatch vs glm_ocr list-output mismatch; different models and bugs." }, { - "left": "pull_request:46957", - "right": "pull_request:46965", + "left": "pull_request:46907", + "right": "pull_request:46970", "accept": false, - "reason": "Finegrained FP8 decode optimization and DeepSeek V4 use_cache=False fix solve different problems." + "reason": "EdgeTam processor fix vs musicgen_melody test failures; not the same change." }, { - "left": "pull_request:46196", - "right": "pull_request:47014", + "left": "pull_request:46907", + "right": "pull_request:46986", "accept": false, - "reason": "wav2vec2 SDPA dispatch and T5 SDPA enablement are different model-family changes." + "reason": "EdgeTam processor cleanup vs glm_ocr model fix; unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46836", + "left": "pull_request:43451", + "right": "pull_request:46968", "accept": false, - "reason": "Step-3.7 Flash model tooling and Unlimited OCR model addition are unrelated." + "reason": "Molmo2 model addition vs docs autolink cleanup; different kinds of change." }, { - "left": "pull_request:46891", - "right": "pull_request:47014", + "left": "pull_request:43451", + "right": "pull_request:46961", "accept": false, - "reason": "PEFT CI workflow changes and T5 SDPA enablement are unrelated." + "reason": "Molmo2 model addition and Serge workflow normalization are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47014", + "left": "pull_request:46707", + "right": "pull_request:47021", "accept": false, - "reason": "Unlimited OCR model addition and T5 SDPA enablement are unrelated." + "reason": "FSDP2 migration vs PEFT integration test routing; different areas and bugs." }, { "left": "pull_request:46658", - "right": "pull_request:47014", - "accept": false, - "reason": "Step-3.7 Flash model tooling and T5 SDPA enablement are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47014", + "right": "pull_request:46836", "accept": false, - "reason": "Finegrained FP8 decode optimization and T5 SDPA enablement are unrelated." + "reason": "Step 3.7 Flash model scaffolding vs Unlimited OCR model addition; both are additions, but not the same feature." }, { - "left": "pull_request:46912", - "right": "pull_request:47014", + "left": "pull_request:46707", + "right": "pull_request:46836", "accept": false, - "reason": "RoPE test sweep and T5 SDPA enablement are unrelated." + "reason": "FSDP2 infrastructure and Unlimited OCR model addition are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:46957", + "left": "pull_request:46836", + "right": "pull_request:46912", "accept": false, - "reason": "RoPE test sweep and finegrained FP8 decode optimization are unrelated." + "reason": "Unlimited OCR model addition vs RoPE test coverage changes; not the same underlying issue." } ] }, @@ -22663,12 +22472,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "1f05ae78bccab1e6899c054e9cade9dc22e4581f6982d232ab68f10daf58eecb", + "prepared_review_unit_hash": "a4da8a56db1a9a568e6b87eafe0f61ed288236ee0420ab45250d12be9332178b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -22676,7 +22485,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -22685,18 +22494,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions: TimesFM covariate forecasting vs. DINOv3 image classification support. The clustering is a false positive based only on loose similarity.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. The soft duplicate link should be rejected.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR for this cluster: the PRs implement different features in different codepaths and are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good cluster representative because the PRs target different models, code paths, and user-facing features.", + "best_pr_reason": "pull_request:41224 is the more focused and self-contained feature PR, but it is still unrelated to pull_request:40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes: 40755 adds covariate-based forecasting for TimesFM, while 41224 adds DINOv3ViT image classification support. They do not fix the same bug or implement the same feature." + "reason": "Different underlying changes: TimesFM forecasting with covariates vs. DINOv3 image classification support. They do not fix or implement the same codepath and should not be merged as duplicates." } ] }, @@ -22817,148 +22626,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "8ae4c08b65f288f617f07f046eafa22a396d4d4831dc67154054fb3e33eaab9e", + "prepared_review_unit_hash": "1c12f22f2caece99cb522edbd039e11919ae1fc41fbc1ea7626da20ee9b9712c", "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": 34783, + "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": 34783, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set is mostly unrelated open PRs spanning different models, docs, and utilities. The only true duplicate-looking pair is the two `fixed_cross_entropy` changes (43251/43254), which address the same loss-helper bug and could plausibly be merged into one PR.", - "confidence": 0.9, + "summary": "This cluster is mostly a loose similarity bucket of unrelated PRs across different models/features. The only clear duplicate pair is the two `fixed_cross_entropy` PRs; the rest should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest representative of the duplicate loss-helper fix: it has the explicit issue target and directly forwards the new kwargs into `nn.functional.cross_entropy`. PR 43254 is an alternate, near-identical implementation of the same underlying change.", + "canonical_pr_reason": "PR 43251 is the strongest representative of the only true duplicate pair: it has the explicit issue target, a concrete bug-fix title, and the same `loss_utils.py` change as 43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall representative of the only duplicate pair in this set; it is the most explicit and complete version of the cross-entropy kwargs fix, while the rest of the PRs are unrelated to that bug.", + "best_pr_reason": "PR 43251 is the best single representative overall for the shared loss fix because it most directly addresses issue 43240 and subsumes the same `cross_entropy` kwargs change.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions for Mistral are unrelated to adding the MobileLLM model; different code paths and different changes." + "reason": "Different domains: Mistral tokenizer API additions vs adding a new MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer methods vs ExecuTorch dynamic-shape export tests; no shared bug or change." + "reason": "Tokenizer method implementation work is unrelated to ExecuTorch dynamic-shape export tests." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-auto robustness work is unrelated to introducing MobileLLM; broad infra overlap only." + "reason": "Processor auto-loading robustness changes are unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-helper kwargs fix and MobileLLM model addition are unrelated." + "reason": "Loss-function kwargs fix is unrelated to introducing a new model." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs fix and Mistral4 test/model changes are different issues." + "reason": "Both touch training/modeling areas, but they fix different concrete problems in different code paths." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape export test is unrelated to Mistral4 test/fix work." + "reason": "ExecuTorch export tests and Mistral4 test fixes are unrelated changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Exportability test work does not match the MobileLLM model addition." + "reason": "No shared bug or code path; exportability tests vs MobileLLM model addition." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM addition and config-resolution-order fix are unrelated." + "reason": "New MobileLLM model integration is unrelated to `cls.config` resolution ordering." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-interface refactor; different model families and code paths." + "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and the model-creation skill are not the same change; one is model code, the other is tooling/docs." + "reason": "Falcon refactor and model-creation skill/docs are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output interface refactor is unrelated to Mistral4 test fixes." + "reason": "Different concrete changes: Falcon output capture refactor vs Mistral4 fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fixes and CLIP-like `layrnorm` renaming are unrelated changes." + "reason": "Mistral4 test fixes are unrelated to the `layrnorm` rename cleanup." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and serve chat-parsing updates address different subsystems and bugs." + "reason": "Mistral4 fixes and chat parsing updates do not target the same underlying bug." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test/model work is unrelated to adding the TDT loss kernel." + "reason": "Mistral4 tests and TDT loss kernel integration are different features." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 changes and the `cls.config` resolution order fix are unrelated." + "reason": "Mistral4 fixes and config resolution ordering are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model/test fixes for Mistral4 are unrelated to the new-model creation skill." + "reason": "Mistral4 fixes and model-creation skill/docs are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition is not the same as the model-creation skill/documentation PR." + "reason": "Adding MobileLLM is unrelated to introducing the model-creation skill and scaffolding docs." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` code path by adding supported kwargs to `nn.functional.cross_entropy`; they are near-identical implementations of the same underlying bug." + "reason": "These are the same underlying `fixed_cross_entropy` change: both update `loss_utils.py` to forward supported kwargs to `nn.functional.cross_entropy`, and both target issue 43240." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only supported duplicate pair is 43251/43254, which shares the same issue target and the same `fixed_cross_entropy` file. The other pair verdicts correctly reject soft similarity alone as insufficient evidence, and the representative PR choice is reasonable." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair is 43251/43254, supported by the shared `loss_utils.py` change and shared issue target 43240. The remaining verdicts are appropriately cautious and do not overclaim mergeability." }, "evaluator_used": true, "retried": false, @@ -22985,7 +22794,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "4dad9fc1980a7febe22cd8adea155ec5c51697fcf34f4ec449197a9ba850601b", + "prepared_review_unit_hash": "efc5777d37d26ba3edb49f4fa66c3cce30ca4258d3414b2ed02843c43c95499a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23007,18 +22816,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different upgrade sets: #42975 is a broad Node 24 compatibility sweep across many workflows, while #42976 bumps Docker-related actions and a few other workflow actions to latest versions. They overlap in workflow files but not in the concrete change being made.", - "confidence": 0.95, + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different action families and different workflow maintenance tasks. They are related in theme, not the same underlying change, so they should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate canonical PR: #42975 is a broad Actions/node-compatibility bump, while #42976 is a separate action-version refresh centered on docker/build-push-action and related workflows.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If one must be treated as the representative maintenance PR, #42975 is the broader workflow-actions upgrade, but it is not a true duplicate of #42976.", + "best_pr_reason": "Neither PR is a good canonical duplicate target for the other: #42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while #42976 bumps docker/build-push-action and related workflow actions. They are separate change sets.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: #42975 upgrades many Actions for Node 24 compatibility; #42976 mainly bumps docker/build-push-action and related workflow action versions. Shared workflow filenames alone are not enough to treat them as the same fix." + "reason": "Same broad area (workflow action upgrades), but not the same concrete bug or change; one is Node 24 compatibility for workflow actions, the other is updating Docker build/push actions. They would not plausibly be merged as one duplicate PR." } ] }, @@ -23053,12 +22862,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "fffca1081be18c7713c1072bc9560bae860d57696874fd494b4b760f4509daee", + "prepared_review_unit_hash": "b4cca15495efc5a2647ad7e42c557243b7ebd40566e9e0a2929d67c6a5487548", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23066,7 +22875,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23075,36 +22884,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are distinct model-addition changes (ViT NEPA, Molmo, CTSM, and Step3p7). They only overlap in shared Transformers registration/docs scaffolding, not in the underlying model or code-path change, so none of the soft edges should be merged as duplicates.", + "summary": "All four items are unrelated model-addition pull requests, not duplicates of the same fix or change. They touch some overlapping framework registration/docs code, but each introduces a different model family and codepath.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each item introduces a different model and implementation path, so there is no single duplicate representative.", + "canonical_pr_reason": "No single canonical PR: each PR adds a different model integration (ViT NEPA, Molmo, CTSM, Step3p7) with distinct files, APIs, and tests.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for duplicate triage; the PRs are unrelated beyond shared boilerplate, so none is a suitable canonical duplicate target.", + "best_pr_reason": "No best PR for duplicate consolidation; none of these PRs appear to be the same underlying change or safely mergeable into one PR.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo are different model additions with different filenames, configs, and tests; shared auto/docs files are just boilerplate." + "reason": "Different model integrations: ViT NEPA vs Molmo. Shared auto/docs registration is incidental, not the same concrete fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA is a vision model PR, while CTSM is a time-series model PR; they touch different implementation paths and are not the same change." + "reason": "Different model integrations: ViT NEPA vs CTSM. They change separate model packages and behavior." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM add unrelated models with different components (multimodal vs time-series); overlap is only in shared repository wiring." + "reason": "Different model integrations: Molmo vs CTSM. Overlap in auto/docs plumbing does not make them duplicates." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different model families and code paths; the shared auto/docs edits do not indicate the same underlying bug or feature." + "reason": "Different model integrations: CTSM vs Step3p7. They target different model codepaths and cannot plausibly be merged as one PR." } ] }, @@ -23153,130 +22962,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "80596f872106e6d76579de6324d81f6daf1d51d77829f586cd8a5c775a326494", + "prepared_review_unit_hash": "c4d0d11eb0f756420c204aae02fceedc231d3cb658c82c19f2ed57427982b5fc", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19594, - "estimated_input_tokens": 4899, - "estimated_eval_tokens": 10054 + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19594, - "estimated_input_tokens": 4899, - "estimated_eval_tokens": 10054 + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs across different models and subsystems. The only true duplicate/same-change pair is the YOLOS device-mismatch fix in PRs 46886 and 46922; the rest should stay separate.", - "confidence": 0.97, + "summary": "Most candidates are unrelated PRs spanning different models or CI/test infrastructure. The only strong duplicate-like pair is the two YOLOS PRs, which target the same device-mismatch problem in the same file and issue context.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best canonical representative for the YOLOS fix because it contains the concrete forward-path device move plus the split-module adjustment, and it matches the explicit issue target shared with 46886.", + "canonical_pr_reason": "PR 46922 is the best canonical PR because it addresses the YOLOS device-mismatch fix more completely, including the explicit device move and the no-split-module adjustment, while 46886 is a narrower partial fix for the same code path.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest standalone representative: it directly fixes the YOLOS device mismatch in the model code and appears to be the more complete version of the same change as 46886.", + "best_pr_reason": "PR 46922 is the strongest representative of the cluster\u2019s only real duplicate pair: it fixes the concrete YOLOS auto-device-map mismatch directly and subsumes the related split-module change, making it the most complete single change to keep.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-only PRs, but they target different models and different failures; no shared concrete bug or change." + "reason": "Different models and different problems: Whisper decode/test changes vs. CLIP/ViT test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test cleanup vs FP8/dequant loading logic; unrelated code paths." + "reason": "Whisper tokenizer decode logic is unrelated to the FP8 dequant/loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test fix vs generation/watermarking config fix; different underlying issues." + "reason": "Different subsystems and bugs: Whisper decode vs. generation watermarking/config validation." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer/tests and YOLOS device placement are unrelated bugs." + "reason": "Whisper tokenization/tests are unrelated to the YOLOS device-mismatch fix." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Test assertions in CLIP/ViT are unrelated to FP8/dequant conversion changes." + "reason": "Bogus test edits in CLIP/ViT are unrelated to Phimoe CI environment changes." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:44815", "accept": false, - "reason": "Different model test edits and different product bug; not the same change." + "reason": "Test-only edits in image models do not match the FP8 dequant/loading bug fix." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "Failing model tests vs CI memory/device-map infrastructure fix; different underlying problem." + "reason": "The PRs touch different models and different bug classes; no shared underlying change." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Unrelated model test modifications vs YOLOS inference/device-mapping fix." + "reason": "CLIP/ViT test changes are unrelated to YOLOS runtime device placement." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8/dequant loading behavior and CI memory limiting are distinct issues." + "reason": "FP8 dequantization work is unrelated to CI memory patching for Phimoe tests." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems: quantization/dequant vs generation config validation." + "reason": "These are different fixes in different execution paths: FP8 quantization vs. generation config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 quantization/dequant changes are not the same as YOLOS device mismatch." + "reason": "No overlap in model, code path, or bug: FP8 dequant vs. YOLOS device mismatch." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config watermarking fix and CI Phimoe integration fix are unrelated." + "reason": "Generation-config watermarking validation and CI runner memory handling are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation validation changes do not match the YOLOS device-mismatch code path." + "reason": "Different models and issues; nothing indicates a shared underlying bug or mergeable change." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory/device-map test harness changes are unrelated to YOLOS model placement bugs." + "reason": "CI instance-sharing patches do not overlap with YOLOS model-device logic." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Same YOLOS device-mismatch issue, same model file, and same explicit issue target; 46922 is essentially the more complete version of the same fix." + "reason": "Both PRs target the same YOLOS device-mismatch issue in the same file; 46922 includes the same no-split-module fix plus the direct device placement correction, so they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the pairwise rejections are conservative. The YOLOS pair (46886, 46922) is the only clearly mergeable same-bug fix pair, with shared file and issue target; the other PRs address unrelated models or subsystems." + "feedback": "The summary is grounded in the packet and stays conservative. The only plausible duplicate-like pair is the two YOLOS PRs, which share the same file and issue target and can reasonably be merged into one fix; the other pair judgments are sufficiently cautious given the diffs shown." }, "evaluator_used": true, "retried": false, @@ -23306,7 +23115,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "2015cede188442ba92047922013946fdc638ddefa79014eaa3c975b92333ee76", + "prepared_review_unit_hash": "109048ac9c6b9d13e26ce7cb7d1a71df3597fbe35692d98dfdd550f3a41e70b9", "component_budget": { "node_count": 3, "item_count": 3, @@ -23328,30 +23137,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three unrelated '[don't merge]' PRs for repo-bot/workflow testing; they have superficial similarity but change different files and behaviors.", - "confidence": 0.95, + "summary": "All three items are unrelated throwaway/test PRs that touch different code paths (packaging, CI/comment workflows, and a security-gate workflow). The soft-similarity signals are too broad to treat any pair as a duplicate or mergeable single change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs touch different areas (setup/deps and tests, comment CI workflows, security-gate workflow) and are not the same fix.", + "canonical_pr_reason": "No true duplicate exists in this set; if one PR must anchor the cluster, 43532 is the broadest representative because it spans multiple workflow/test files and has the most discussion activity.", "best_issue_reason": null, - "best_pr_reason": "No best PR for deduping: none of these is a plausible merge target for the others, despite the shared bot/test-oriented framing.", + "best_pr_reason": "43532 is the best representative only in the loose clustering sense: it has the widest surface area and most surrounding activity, but it is still not the same change as the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 updates setup/dependencies and a test, while 46747 only changes the PR security-gate workflow. Not the same underlying bug/change." + "reason": "Different concrete changes: 43488 alters setup/dependency/versioning and a ViT test, while 46747 only switches the PR security-gate workflow trigger from pull_request_target to pull_request. Same broad repo area, not the same bug or change." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is a setup/dependency/version-bump test PR; 43532 rewires comment/scheduled/slack workflows and test utilities. Shared 'don't merge' framing is too broad." + "reason": "43488 is about packaging/dependency setup plus a ViT test; 43532 is a workflow/comment CI and notification/test utility change. Shared test filename is incidental, not a shared code-path fix." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "43532 alters multiple workflow files plus testing code; 46747 only switches the security-gate trigger from pull_request_target to pull_request. Distinct code paths." + "reason": "43532 rewrites self-comment CI and related workflow/test plumbing, while 46747 changes the security-gate workflow trigger only. These are distinct workflow behaviors and would not plausibly be merged as one PR." } ] }, @@ -23381,12 +23190,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "b00106de8ae0d5471d052ae341518a25ed4869cb78898102ae2d754aee51eb9a", + "prepared_review_unit_hash": "c15fba2c8be01047b0927cd9c1724eaa527506000cd21814722f5ceb247da4b6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23394,7 +23203,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23403,18 +23212,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs for different segmentation pipelines; they share scaffolding and docs but do not fix the same concrete problem or implement the same change.", + "summary": "These PRs overlap in shared pipeline/doc scaffolding, but they implement different features: promptable concept segmentation vs promptable visual segmentation. The shared files are generic registration/docs/test updates, not evidence of the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: #43612 and #43613 target different segmentation tasks and should not be treated as duplicates.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR for a duplicate cluster here; the two PRs are separate feature additions with different model and test surfaces.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features: Promptable Concept Segmentation vs Promptable Visual Segmentation. The overlap is mostly template/docs/shared infra, not the same code-path change, so they should not be merged as duplicates." + "reason": "Different concrete changes: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation. Similar scaffolding and shared docs/registry updates are not enough to merge them as one PR." } ] }, @@ -23444,7 +23253,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "ab42c884a4ba5ec065ba641bc05b1b96391fb119417b6b46b650a95ec59a84d2", + "prepared_review_unit_hash": "80533e80e2581c4d49ae7b87b2a54f4daff16f0b0a3f8197180094e3cab850f4", "component_budget": { "node_count": 2, "item_count": 2, @@ -23466,18 +23275,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are open PRs in `src/transformers/trainer.py`, but they address different trainer behaviors: PR 43651 changes gradient-accumulation loss scaling, while PR 43663 adds an overridable helper for signature-column filtering. They are related by file location only, not by the same bug or change.", - "confidence": 0.97, + "summary": "These PRs both touch `trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling behavior, the other extracts signature-column filtering into an overridable helper. They do not look like duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are distinct trainer changes with different code paths and goals, so neither can stand in for the other as a duplicate.", + "canonical_pr_reason": "PR 43651 is the more concrete behavior change: it adds explicit control over gradient-accumulation loss scaling. PR 43663 is a separate refactor/override hook for column filtering.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the more concrete, narrowly scoped behavior change, but it is still not a duplicate of PR 43663; keeping it separate best reflects the underlying work.", + "best_pr_reason": "PR 43651 is the strongest standalone candidate because it fixes a specific training-path behavior and has a clear user-facing effect; the other PR is a separate API-refactor change.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Do not merge as duplicates: 43651 changes loss normalization during training_step, while 43663 refactors signature-column detection for column filtering. Same file, different functionality, different code paths." + "reason": "Same file, but different code paths and goals: one adjusts loss scaling during training, the other adds a helper for signature-column filtering. They could not plausibly be merged as one duplicate PR." } ] }, @@ -23507,7 +23316,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "a830b2bd6c70b20253b079248963a9567f31ca65aa2d28c4060a6bdb536100a6", + "prepared_review_unit_hash": "8f2e1b5fb1cf89db9ad0db7d2e062f0b8680daca5f6e067c8814fc447c9dca2b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23529,18 +23338,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch `src/transformers/cli/serve.py` and both mention a `TypeAdapter` NameError, but they target different issues and appear to use different fixes for different trigger conditions. They should not be merged as duplicates.", - "confidence": 0.92, + "summary": "Two open PRs touch the same CLI file but fix different NameError/typing-annotation problems. They should not be treated as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address closely related but distinct `TypeAdapter`/typing problems in the CLI, with different issue targets and different corrective approaches.", + "canonical_pr_reason": "PR #43842 is the more precise representative: it directly fixes the runtime NameError tied to optional pydantic/TypeAdapter handling by making the import TYPE_CHECKING-only and stringizing the annotation.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a clear global winner because each is narrowly scoped to a different reported bug; keep both as separate PRs.", + "best_pr_reason": "PR #43842 is the best standalone fix because its change is narrowly scoped to the concrete pydantic-not-installed failure mode, with a minimal and targeted code-path correction.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: despite the shared file and similar wording, these point to different underlying bugs/conditions (one is a general CLI `TypeAdapter` NameError fix, the other is specifically when `pydantic` is not installed) and the diffs show different remedies." + "reason": "Same file, but different underlying bugs. #43656 appears to address broader annotation-evaluation issues via `from __future__ import annotations` and related type-hint cleanup, while #43842 specifically fixes `TypeAdapter`/optional-pydantic NameError handling. They are not the same concrete fix and would not naturally collapse into one PR." } ] }, @@ -23669,8 +23478,8 @@ "pull_request:44066|pull_request:44086", "pull_request:44066|pull_request:44071", "pull_request:44018|pull_request:44068", - "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", "pull_request:44019|pull_request:44722", "pull_request:44086|pull_request:44722", "pull_request:44019|pull_request:44085", @@ -23687,8 +23496,8 @@ "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44086", "pull_request:44098|pull_request:44101", - "pull_request:44018|pull_request:44071", "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44073", @@ -23732,352 +23541,394 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "bd1bd52f02e9da9a8f849ea57eede3e79eac423dc274c17007d6f18ecdea5661", + "prepared_review_unit_hash": "bcf172ac44e548d7a4e0839a8c19bb0c0a2883e84ed4f98364f007a20e484701", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75088, - "estimated_input_tokens": 18772, - "estimated_eval_tokens": 37800 + "serialized_chars": 75093, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of model-specific output-tracing refactors. The only meaningful duplicate candidates are the GPT-J/CodeGen variants; the rest touch different model code paths and should stay separate.", - "confidence": 0.73, + "summary": "This cluster is mostly a collection of separate, model-specific output-tracing refactors that share an umbrella pattern but not the same concrete bug/change. The strongest duplicate-like area is the GPT-Neo lineage, and there is also a GPT-J/CodeGen lineage with overlapping revisions. The Flaubert/XLM pair is not strong enough to treat as a duplicate-like match here.", + "confidence": 0.69, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the best canonical PR for the shared GPT-J output-tracing work: it is explicitly issue-linked, covers the core GPT-J change, and is the broadest representative of the overlapping GPT-J/CodeGen refactor family.", + "canonical_pr_reason": "44722 is the best single representative PR because it is the clearest and most complete GPT-J/CodeGen output-tracing refactor in the cluster, with the broadest scope among the GPT-J-family revisions.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the best overall representative in this cluster because it is the clearest, issue-linked example of the shared standardized output-tracing refactor and overlaps with the other GPT-J variants.", + "best_pr_reason": "44722 is the strongest representative PR to keep for this cluster: it is explicit, broad, and most likely to subsume the earlier GPT-J-family revisions, while the rest of the cluster is too heterogeneous to serve as one canonical change.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J). Same broad refactor theme is not enough for duplication." + "reason": "Different model families and code paths; only the general output-tracing theme overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet output-tracing cleanup is unrelated to DeBERTa v2's attention/output refactor." + "reason": "Different model implementations; same refactor pattern, not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file and appear to be the same underlying decorator migration work." + "reason": "Same GPT-J output-tracing change in the same file; 44066 is broader, but the GPT-J core looks duplicate-like." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model implementations; these are similar migrations, not the same bug/change." + "reason": "ResNet vs EfficientNet: same standardized-tracing theme, but different concrete model code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; different model code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model changes." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen output tracing is unrelated to EfficientNet output handling." + "reason": "GPT-J/CodeGen vs EfficientNet; only the umbrella refactor theme matches." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are different implementations with different tracing paths." + "reason": "MobileNetV2 and DeBERTa v2 are different model-specific output changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; same pattern, different code paths." + "reason": "GPT-J/CodeGen vs MGP-STR; unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate refactors, not one concrete change." + "reason": "GPT-J/CodeGen vs MPT; same pattern, not the same concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "GPT2 and GPT-Neo are distinct models; these are parallel refactors, not duplicates." + "accept": true, + "reason": "Same GPT-Neo file and same output-tracing refactor; 44068 looks like a later rewrite of the same change." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-J/CodeGen output-tracing work is separate from GPT-Neo's refactor." + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are different model paths." + "reason": "GPT-J/CodeGen vs GPT-Neo; same family of refactors, but not the same change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen." + "reason": "ResNet and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model families." + "reason": "MGP-STR and GPT-J/CodeGen are different model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated code paths." + "reason": "ResNet and GPT-J are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT2 and ResNet are entirely different implementations." + "reason": "GPT-Neo and ResNet are different models; only the refactor style is shared." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; not the same bug/change." + "reason": "ResNet and MPT are unrelated model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different model changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT2 and Flaubert are different model families." + "reason": "GPT-Neo vs Flaubert/XLM; different models and code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model implementations." + "reason": "GPT-Neo vs Flaubert/XLM; only the umbrella tracing pattern is shared." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; same general theme, different concrete code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; same umbrella effort only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different model-specific refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "44101 is a mixed Flaubert/XLM refactor, not a clearly matching pure Flaubert duplicate." }, { - "left": "pull_request:44071", + "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate refactors." + "reason": "GPT2 and GPT-J/CodeGen are separate model implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "GPT2 versus GPT-J; different concrete code paths." + "reason": "Segformer and MPT are different models; not the same change." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated models." + "reason": "Segformer vs VisualBert; only the standardized-tracing theme matches." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and MGP-STR do not share the same underlying change." + "reason": "RegNet and VisualBert are unrelated model paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "MPT versus GPT-J; same pattern, different implementation." + "reason": "VisualBert vs Flaubert/XLM; different model families." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-J and MGP-STR are distinct model code paths." + "reason": "VisualBert and LongT5 are different model code paths." }, { "left": "pull_request:44059", - "right": "pull_request:44086", + "right": "pull_request:44071", "accept": false, - "reason": "GPT2 output-tracing refactor is unrelated to MGP-STR." + "reason": "GPT2 and MPT are distinct model implementations." }, { - "left": "pull_request:44098", + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT2; same refactor style, different code." + }, + { + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are separate model-specific changes." + "reason": "MPNet and Flaubert/XLM are unrelated model-specific changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "SegFormer and LongT5 are unrelated implementations." + "reason": "GPT2 and GPT-Neo are different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer output tracing is unrelated to GPT-J/CodeGen." + "reason": "Flaubert/XLM vs LongT5; unrelated model implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "SegFormer and VisualBERT are different model paths." + "reason": "RegNet and Segformer are different model code paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "GPT-Neo and MPT are separate model refactors." + "reason": "RegNet and MPNet are unrelated model refactors." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different code paths." + "reason": "MPT and ImageGPT are different concrete code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are unrelated model families." + "reason": "RegNet and LongT5 are unrelated model implementations." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model implementations." + "reason": "TextNet and Flaubert/XLM are different model-specific changes." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and SegFormer are different model code paths." + "reason": "RegNet vs GPT-Neo; same umbrella output-tracing work, not the same bug/change." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and MPNet are unrelated refactors." + "reason": "MPNet and LongT5 are unrelated model code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and GPT2 are different models." + "reason": "RegNet and MPT are different models." }, { - "left": "pull_request:43996", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet output tracing is unrelated to LongT5." + "reason": "TextNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and SegFormer are different model implementations." + "reason": "GPT-Neo and LongT5 are different model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated code paths." + "reason": "RegNet and TextNet are unrelated model changes." }, { "left": "pull_request:44010", - "right": "pull_request:44073", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different model families." + "reason": "SqueezeBert and MPT are different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and TextNet are separate model-specific changes." + "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and LongT5 are unrelated implementations." + "reason": "SqueezeBert and VisualBert are different model-specific changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44129", "accept": false, - "reason": "TextNet and LongT5 are different model code paths." + "reason": "RegNet and SpeechT5 are unrelated models." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "GPT2 and SpeechT5 are unrelated changes." + "reason": "SqueezeBert and GPT-Neo are different concrete code paths." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different model families." + "reason": "MPT and SpeechT5 are unrelated model changes." }, { - "left": "pull_request:44056", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are separate refactors." + "reason": "FNet/CVT and LongT5 are different model code paths." }, { "left": "pull_request:43996", - "right": "pull_request:44007", + "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and RegNet are different model code paths." + "reason": "FNet/CVT and Segformer are unrelated implementations." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are unrelated model implementations." + "reason": "SqueezeBert and DeBERTa v2 are different model code paths." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and VITS are different model families." + "reason": "DeBERTa v2 and TextNet are unrelated model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both touch GPT-J output tracing in the same core file and represent the same standardized decorator migration." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the later, broader revision." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; they could plausibly be merged into one PR." + "reason": "Both target GPT-J output tracing in the same file; 44722 looks like the fuller later revision." }, { "left": "pull_request:44085", @@ -24089,34 +23940,34 @@ "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet are different model implementations." + "reason": "FNet/CVT and ResNet are different model-specific refactors." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated refactors." + "reason": "FNet/CVT and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different models." + "reason": "DeBERTa v2 and SpeechT5 are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and VITS do not share the same underlying code change." + "reason": "DeBERTa v2 and VITS are unrelated model-specific changes." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the non-GPT-J pairs. The three accepted GPT-J/CodeGen pairs are supported by shared issue target, shared file coverage, and clearly overlapping output-tracing refactors that look mergeable into one bugfix PR." + "accept": false, + "feedback": "The pairwise verdicts are mostly conservative, but the overall summary overstates the evidence a bit. In particular, the packet does not show direct soft-edge support for a Flaubert duplicate-like pair, and 44101 is Flaubert/XLM rather than a pure Flaubert revision. The GPT-Neo and GPT-J/CodeGen duplicate-like calls are grounded, but the Flaubert part should be softened or removed." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -24151,20 +24002,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "e7b14536036cb341195189c03dc1e5142c65ebd98975f7c1699ba725f0edaf45", + "prepared_review_unit_hash": "009b4087da56941a01841bf1fca6101120826f80e5bb44a946ff8f3014b53dec", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17127, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -24173,48 +24024,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all model-specific PRs that migrate different architectures to standardized output tracing/capture_outputs patterns. They are thematically related, but they do not fix the same concrete code path and would not plausibly be merged into one PR.", - "confidence": 0.95, + "summary": "All items are model-specific PRs in the same broad theme: migrating different Transformer models to standardized output-capture/tracing helpers. They are similar at a high level, but they do not fix the same concrete bug or implement the same change, so they should not be deduplicated together.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster: it explicitly refactors output tracing with both can_return_tuple and capture_outputs, plus _can_record_outputs wiring, making it the most complete and recognizable example.", + "canonical_pr_reason": "If a single representative is needed, 44129 is the strongest candidate because it has an explicit issue target and a clear, self-contained SpeechT5 output-tracing refactor. But it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 best represents the shared theme because its title and diff most directly describe the standardized output-tracing migration, while still remaining a single, concrete model implementation change.", + "best_pr_reason": "44129 is the most complete and well-scoped PR in the set: it is issue-linked, targets one concrete model path, and includes a substantive output-capture refactor rather than only a minimal decorator migration.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT). Same migration pattern, not the same underlying bug/change, and not mergeable into one PR." + "reason": "Both are output-tracing refactors, but they target different model implementations (FocalNet vs ImageGPT) and different code paths, so they are not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both standardize output capture, but one is VisualBert and the other is TextNet. Different model code paths and separate implementation changes." + "reason": "VisualBert and TextNet are separate model-specific migrations; this is the same refactor pattern, not one concrete duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both deal with standardized output tracing, but MPNet and VisualBert are distinct model implementations with different hooks and outputs. Not the same concrete fix." + "reason": "MPNet vs VisualBert touch different architectures and output-recording hooks, so they cannot be merged as one PR for the same bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Shared refactor theme only; MPNet and TextNet touch different model internals and are independent PRs." + "reason": "MPNet and TextNet are unrelated model-specific output-tracing refactors; they share a theme but not an underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "Both are model-level output tracing migrations, but RegNet and SqueezeBert are unrelated code paths. They do not appear to be duplicate fixes." + "reason": "RegNet and SqueezeBert are distinct model code paths, and these PRs are independent standardized-output migrations rather than duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both relate to output capture/output tracing, but SqueezeBert and SpeechT5 are separate model changes; the SpeechT5 PR also includes its own cache/output signature adjustments." + "reason": "SqueezeBert and SpeechT5 are different models with different tracing logic; they are similar refactors, not the same fix." } ] }, @@ -24294,268 +24145,280 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "7b141b41d230a881863fc2b9ac27b4ee34f1e247626620a30cd061e1defcbedd", + "prepared_review_unit_hash": "dcc3678271030e30ff3ae0fb8b7ba7d24b60de91bd97e3e4e234385893e57ebf", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40183, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40183, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-specific refactors around output tracing/can_return_tuple, but they target different files and forward paths, so they are not duplicates of one another.", - "confidence": 0.97, + "summary": "This cluster is a broad theme match around output-tracing refactors, but the PRs are model-specific changes in different files and code paths. None of the soft edges look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate model-specific refactors, not one duplicate fix spanning the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the most representative anchor for the cluster because it is a fairly complete example of the shared output-tracing refactor pattern and spans two related model files, but it still does not subsume the other PRs as a duplicate.", + "best_pr_reason": "PR 44025 is the most representative of the theme because it covers two closely related depth-anything files and the same output-tracing pattern, but it still is not a merge target for the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model implementations and code paths; not the same concrete change." + "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward/output refactors." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different models and forward paths." + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; same theme, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Same broad pattern, but separate model code paths; not plausibly one PR." + "reason": "`timm_backbone` vs `univnet`; different model logic and output handling." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; only the refactor style matches." + "reason": "`timm_backbone` and `mamba/falcon_mamba` are distinct implementations; not one concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model family and code path; not the same underlying fix." + "reason": "`timm_backbone` vs `rwkv`; unrelated model internals despite similar refactor wording." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both are tracing refactors, but for different models and outputs." + "reason": "`mobilenet_v1` and `univnet` are different model paths with different output semantics." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations; no shared concrete bug/change." + "reason": "`mobilenet_v1` vs `upernet`; same broad tracing theme, not the same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Same refactor pattern, but distinct model files and behavior." + "reason": "`mobilenet_v1` and `depth_anything` touch unrelated model implementations." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder-decoder path versus MobileNet; not duplicate changes." + "reason": "`mobilenet_v1` vs `vision_encoder_decoder`; different code paths and refactor goals." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model family and forward logic; only superficially similar." + "reason": "`mobilenet_v1` vs `speech_encoder_decoder`; unrelated model code." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Both are output-tracing refactors, but they affect unrelated model code paths." + "reason": "`vision_text_dual_encoder` vs `univnet`; unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Same general theme, different model-specific implementation." + "reason": "`vision_text_dual_encoder` and `upernet` are different model families." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Distinct model families and source files; not the same change." + "reason": "`vision_text_dual_encoder` vs `mamba/falcon_mamba`; different concrete code paths." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Refactor pattern matches, but the underlying code paths are different." + "reason": "`vision_text_dual_encoder` and `depth_anything` are unrelated model changes." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models and forward paths; not mergeable as one fix." + "reason": "`univnet` vs `upernet`; different model behavior and output types." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Separate model implementations; only the tracing refactor is shared." + "reason": "`univnet` and `mamba/falcon_mamba` are separate changes, not one duplicate fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Same broad output-tracing cleanup, but for different models." + "reason": "`univnet` vs `depth_anything`; same refactor style, different model code." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are unrelated model implementations." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and code paths; not the same underlying bug/change." + "reason": "`upernet` vs `rwkv`; different subsystems and fixes." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Only the refactor motif is shared; the actual model logic differs." + "reason": "`upernet` and `mamba` are unrelated model paths." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and implementations; not a duplicate change." + "reason": "`mamba/falcon_mamba` vs `superpoint`; different models and concrete changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon-Mamba versus CodeGen are unrelated code paths despite similar refactoring." + "reason": "`mamba/falcon_mamba` vs `codegen`; not the same bug or patch." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths; the similarity is only in the output-tracing refactor pattern." + "reason": "`timm_backbone` and `codegen` are separate model families with different refactors." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Separate model implementations; not the same concrete bug or change." + "reason": "`univnet` vs `codegen`; unrelated output-tracing edits." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Same broad cleanup, but different model-specific forward logic." + "reason": "`upernet` vs `codegen`; different concrete code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` vs `codegen`; similar theme only, not same fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are output-tracing refactors, but they apply to different model stacks and code paths." + "reason": "`depth_anything` vs `vision_encoder_decoder`; different models and change scopes." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder models; not the same underlying change." + "reason": "`depth_anything` vs `speech_encoder_decoder`; unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Same pattern, but SuperPoint and DepthAnything are unrelated implementations." + "reason": "`depth_anything` vs `superpoint`; different model behavior and implementation." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and forward paths; not duplicate PRs." + "reason": "`depth_anything` vs `rwkv`; unrelated model family." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model-specific tracing changes; not one mergeable fix." + "reason": "`depth_anything` vs `dpr`; different concrete refactors." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; only the refactor theme matches." + "reason": "`vision_encoder_decoder` vs `rwkv`; unrelated model code." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder implementations; not the same change." + "reason": "Vision and speech encoder-decoder wrappers are different code paths; not one duplicate fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Distinct model code paths; not a duplicate fix." + "reason": "`vision_encoder_decoder` vs `superpoint`; unrelated changes." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and implementation details; same broad pattern only." + "reason": "`vision_encoder_decoder` vs `dpr`; different model implementations." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations and forward paths; not the same underlying change." + "reason": "`speech_encoder_decoder` vs `superpoint`; unrelated models." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Separate model families; only the output-tracing refactor is shared." + "reason": "`speech_encoder_decoder` vs `rwkv`; different code paths and refactors." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and model stacks; not duplicate PRs." + "reason": "`speech_encoder_decoder` vs `dpr`; not the same underlying change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated models and implementations; not the same fix." + "reason": "`superpoint` vs `rwkv`; unrelated model families." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model-specific refactors; no shared concrete bug." + "reason": "`superpoint` vs `dpr`; different model code and purpose." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and forward paths; only the refactor pattern is common." + "reason": "`rwkv` vs `dpr`; separate implementations, not a shared fix." } ] }, @@ -24585,12 +24448,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "3c1c968d7a6051791b1fdb57461c0e4df85bef375e0e79f46e0c11b289ad00ef", + "prepared_review_unit_hash": "288b63e494491c1c1b294e88a9257a12aafc386441489ec4b46ae196daa8346d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -24598,7 +24461,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -24607,18 +24470,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are model-addition PRs that touch common Transformers registration/docs code, but they implement different models and different code paths: PenguinVL vs Voxtral TTS. They should not be deduplicated.", - "confidence": 0.98, + "summary": "These two PRs are separate model additions for different architectures (PenguinVL vs Voxtral TTS). Their overlap is limited to shared Transformers boilerplate and docs registration, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44662 is the better representative: it is a more mature, non-draft model implementation with broader review activity, while #45401 is a draft and explicitly tied to a specific support request.", + "canonical_pr_reason": "No single canonical PR for this cluster: the PRs implement different models and do not fix the same code path. If a representative must be chosen, 45401 is more self-contained because it has an explicit issue target, but it is not a duplicate of 44662.", "best_issue_reason": null, - "best_pr_reason": "PR #44662 is the strongest standalone PR in the set because it contains a full model implementation with tests and documentation, whereas #45401 is narrower, draft, and targeted at a specific Voxtral TTS issue.", + "best_pr_reason": "45401 is the cleaner representative only in the sense that it is tied to an explicit issue and a narrower model release; 44662 is a separate, unrelated model implementation. Neither is a good global best for a duplicate cluster.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: these are different model integrations (PenguinVL vs Voxtral TTS). Overlap is limited to shared Transformers plumbing and docs registration, not the same underlying bug or change." + "reason": "Different model implementations with different filenames, configs, and test suites. The shared auto/docs changes are generic model-registration boilerplate, not evidence of the same underlying bug or change, so they should not be merged as duplicates." } ] }, @@ -24648,12 +24511,12 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "8aeb0d137a7a1cc533e3f9d0296ec7113e58328c8c9f859252e37885529ee134", + "prepared_review_unit_hash": "b72f4ca5f92d87191a7b9981b1b18a6708c1e70850c55d262bff9090edb5e8c9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4220, + "serialized_chars": 4219, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -24661,7 +24524,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4220, + "serialized_chars": 4219, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -24670,18 +24533,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is about changing a PR documentation workflow to convert PRs to draft, while the other alters CI branch routing and makes unrelated edits in model code/tests. They do not fix the same concrete problem and would not plausibly merge into one PR.", - "confidence": 0.96, + "summary": "These are not duplicates. One PR changes a docs-related workflow into a draft-conversion workflow, while the other changes CI routing for a smaller runner group and includes unrelated code/test noise.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46845 is the clearer representative of its own change set: it has a specific CI goal and coherent workflow edits, whereas 44965 is an opaque experimental PR with unrelated workflow/temp-file changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46845 is the more coherent and substantive change of the two, with a clear CI-related intent; PR 44965 looks like an unrelated workflow experiment and is not a better canonical representative.", + "best_pr_reason": "PR 46845 is the better standalone representative for the cluster because its intent is explicit and its edits align around CI behavior; 44965 appears exploratory and unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different changes with different goals: draft-conversion workflow vs CI branch/config tweaks plus unrelated code edits. They do not appear to address the same underlying bug or change." + "reason": "Different underlying changes: 44965 rewrites a documentation workflow into a draft-conversion workflow, while 46845 reroutes PR CI to a smaller group and adds unrelated code noise. They do not fix the same code-path problem and would not plausibly merge into one PR." } ] }, @@ -24711,7 +24574,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "23d13e5ce55be737676cce267bb69eb01557697a8a4b2be58a285754ad2c767f", + "prepared_review_unit_hash": "2a5c17d64d2363f4e7ebb09a626f62aa9ad9092fa6bb6ff46b1ac18e0eb98911", "component_budget": { "node_count": 2, "item_count": 2, @@ -24733,18 +24596,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion-feature PRs, but they target different layers: one introduces a generic module-fusion API, while the other wires up n-to-1 kernel fusion through `KernelConfig` and model loading. They are not the same concrete change and should not be deduped.", - "confidence": 0.86, + "summary": "These PRs are related by the broad theme of module/kernel fusion, but they implement different layers of the stack: one adds a generic Module Fusion API, the other wires n-to-1 kernel fusion into model loading via KernelConfig. They should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete, user-facing implementation: it threads kernel fusion through `KernelConfig`, `modeling_utils`, and integration code, making it the better representative of the cluster.", + "canonical_pr_reason": "PR 44979 is the cleaner canonical anchor for the cluster because it introduces the core reusable fusion abstraction itself, which is the broader foundation compared with the more specific kernel-config integration in PR 45363.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the strongest standalone candidate because it defines the actual end-to-end fusion behavior, whereas PR #44979 is mainly a lower-level API scaffold.", + "best_pr_reason": "PR 44979 is the best representative PR for the cluster since it defines the underlying API surface for module fusion rather than a narrower application-specific integration.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both concern fusion, but #44979 adds a generic module-fusion API and tests, while #45363 implements n-to-1 kernel fusion via `KernelConfig` across loading/integration paths. Different concrete code paths, so not a duplicate." + "reason": "Related topic, but not the same concrete change: 44979 adds a standalone Module Fusion API, while 45363 adds KernelConfig-based n-to-1 kernel fusion integration plus example wiring. They touch different code paths and would not plausibly be merged into one PR without collapsing distinct layers of functionality." } ] }, @@ -24774,12 +24637,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "e57a0c6f49d394c5745f777e63c3168e8fc6a0a513035b7f892cf30b7c104d8d", + "prepared_review_unit_hash": "41efe6fa7ab91e2f622bddaab9ba4e462819a5f88af17e53a65e08825c28a53e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -24787,7 +24650,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -24796,18 +24659,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same concrete bug in `_patch_mistral_regex`: an `AttributeError` caused by using `tokenizer.backend_tokenizer.pre_tokenizer` instead of `tokenizer.pre_tokenizer`. The second PR is a more complete version with tests.", - "confidence": 0.98, + "summary": "Both PRs address the same Mistral regex AttributeError in the same code path, with the same core patch in tokenization_utils_tokenizers.py; 45317 is the more complete version because it adds tests.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it fixes the same bug as 45086 but also adds test coverage, making it the more complete and reviewable patch.", + "canonical_pr_reason": "PR 45317 is the better canonical representative: it fixes the same AttributeError as 45086 but also includes test coverage, making it the more complete patch.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best PR choice because it fully addresses the bug and includes tests, while 45086 is just a smaller variant of the same fix.", + "best_pr_reason": "PR 45317 is the strongest overall choice because it contains the core fix plus tests, while 45086 is just the minimal code change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in the same code path (`_patch_mistral_regex`), same file, same fix direction, and they could plausibly be merged into one PR; 45317 simply adds tests." + "reason": "Same underlying bug and same concrete fix in the same file/code path; 45317 is effectively a superseding, more complete version of 45086." } ] }, @@ -24837,40 +24700,40 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "541843e562fa32b789ea91882acd66c9659cc35cc6aaeeac3e1c45c0de9bbdd2", + "prepared_review_unit_hash": "b7f6af58a4309cd90af83d33e7b4decbaff380473f9085ba205a1d8c55624a61", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6064, - "estimated_input_tokens": 1516, - "estimated_eval_tokens": 3288 + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6064, - "estimated_input_tokens": 1516, - "estimated_eval_tokens": 3288 + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open NemotronH-related PRs overlap on model registry/config files, but they target different changes: one is a refactor to inherit GraniteMoeHybrid-compatible behavior, the other is a broader model-family split adding NemotronH dense/sparse docs and implementations.", - "confidence": 0.91, + "summary": "Two related Nemotron H pull requests, but they target different changes: one refactors NemotronH to inherit GraniteMoeHybrid and adds conversion mapping, while the other splits NemotronH into dense/sparse variants with broader docs/auto-mapping/model updates. They share files/subsystem, but not the same concrete fix.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the broader, more representative NemotronH change set: it introduces the dense/sparse model family, updates docs, and touches the central auto/model wiring, making it the better cluster representative.", + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete implementation for the NemotronH family split and updates the public model/docs/auto mappings, whereas #45115 is a narrower refactor focused on inheritance and checkpoint conversion.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best overall candidate because it covers the larger concrete feature/change surface and appears closer to the final intended architecture than the narrower refactor in #45115.", + "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the larger user-facing change set and is more likely to subsume the downstream model-structure work; #45115 looks like a related but separate refactor/conversion task.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH infrastructure files, but the actual changes differ: #45115 is a conversion/refactor toward GraniteMoeHybrid-compatible weight naming, while #45569 splits NemotronH into dense/sparse variants and adds docs/model registry updates. Same subsystem, not the same underlying change." + "reason": "Related NemotronH work, but not the same underlying change: #45115 is a conversion/refactor PR around GraniteMoeHybrid compatibility, while #45569 introduces dense/sparse NemotronH variants plus docs and auto-mapping updates. They would not plausibly merge as one duplicate PR." } ] }, @@ -24900,12 +24763,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "e97b6d069fab3669d692330d4fc4feba0413a0d96ae828f92ee3ddd752af9f6e", + "prepared_review_unit_hash": "eabb9699a649877e08050ff0503206b58d80ff083a51aaeb86a16be2490787cb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6090, + "serialized_chars": 6091, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -24913,7 +24776,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6090, + "serialized_chars": 6091, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -24922,18 +24785,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two overlapping PRs in the heterogeneous-modeling area, but they are not the same change: one is an end-to-end heterogeneous model support PR, the other is a configuration-only subset.", - "confidence": 0.94, + "summary": "Both PRs introduce the new heterogeneous configuration docs and config utilities, but #45332 is a broader end-to-end feature PR that also adds modeling/runtime support, while #45333 is a narrower config-only slice. They overlap heavily, but they are not the same concrete change and would not be safely merged as one duplicate PR.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more complete change: it adds heterogeneous modeling support plus cache, masking, integration, and test updates, so it best represents the cluster.", + "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the more complete heterogeneous-model feature change: it includes the per-layer config work plus the downstream modeling, masking, cache, and model-support pieces.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative because it covers the full feature scope, while #45333 is limited to per-layer configuration utilities and docs.", + "best_pr_reason": "PR #45332 is the best PR to keep as the cluster representative since it covers the full feature surface rather than only the configuration subset.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They share docs and config files, but #45332 implements full heterogeneous model support (modeling, masking, cache, integrations) whereas #45333 only adds configuration support. Different concrete changes, so not a duplicate PR pair." + "reason": "Overlap is real, but #45333 is config-only while #45332 includes broader modeling/runtime support; they are related feature slices, not the same concrete fix." } ] }, @@ -24963,7 +24826,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "2093ad51836a73cd385e362d8b446b7459a937d953c8c29e2f0ddc40902e28f5", + "prepared_review_unit_hash": "7ae7d1069b4feb8d96f6365d3a90019231eb89291e279b0cf1e87b2b01b60e55", "component_budget": { "node_count": 2, "item_count": 2, @@ -24985,18 +24848,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different typing-focused PRs: one is a broad mechanical type-check cleanup across many transformer modules, and the other adds new typing protocols/aliases for modeling_utils, PEFT, and related helpers.", - "confidence": 0.9, + "summary": "These are both typing-related PRs, but they are not duplicates: one is a broad repo-wide type-checking cleanup, the other adds specific typing protocols and helper types for model/PEFT integrations. The overlap in a few files is incidental rather than the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more coherent, self-contained change set with concrete typing API additions; PR 45415 is a broader mechanical enablement pass across many files.", + "canonical_pr_reason": "45425 is the narrower, more concrete typing-infrastructure change; 45415 is a broad sweep adding type checking across many files.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster because it makes targeted typing/interface changes rather than a wide lint/config sweep.", + "best_pr_reason": "45425 is the most self-contained representative PR in this cluster, but it should not be treated as a duplicate of 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they address different underlying changes: 45415 is broad type-check cleanup and config relaxation, while 45425 introduces specific typing protocols/aliases for model and PEFT integration. They would not plausibly merge into one PR without becoming a much larger unrelated bundle." + "reason": "Do not merge: 45415 is a large type-checking cleanup across many modules, while 45425 introduces new typing protocols and support types for specific integrations. Shared files alone do not make them the same change or same bug." } ] }, @@ -25026,12 +24889,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "c15cf677d62616d12c453f71657d0160dc1a31012ab1ebbfeadfd4a3bfbd0a9d", + "prepared_review_unit_hash": "ddb4b438c7042f4d65341ff9fd3119f38a7d3c2207991b716f7191cc7f034d15", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -25039,7 +24902,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -25048,18 +24911,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs concern expert parallelism, but they fix different failure modes: one is about EP config/ZeRO-3 loading via accelerate, the other about FSDP2 expert parameters being overwritten during load. They share a subsystem, not the same bug or change.", - "confidence": 0.94, + "summary": "Both PRs are about expert-parallel loading behavior, but they fix different failure modes: one targets EP/ZeRO-3 loading via accelerate and config serialization, while the other fixes expert parameters being overwritten during FSDP2 load. They are related, but not the same underlying change.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for duplication: these are separate EP loading bugs with different triggers and fixes (DeepSpeed ZeRO-3/config serialization vs FSDP2 rank-0 broadcast overwrite).", + "canonical_pr_reason": "PR #45662 is the better canonical PR for this cluster because it addresses a concrete expert-parallel loading corruption bug with a clear code path (post-shard wrapping / rank-0 overwrite), whereas #45548 is narrower and more infrastructure-oriented around EP + ZeRO-3 loading and config handling.", "best_issue_reason": null, - "best_pr_reason": "45662 is the better representative of the cluster because it fixes a concrete, narrowly defined EP loading corruption path with explicit code-path changes in the loader and MoE handling.", + "best_pr_reason": "PR #45662 is the strongest representative because it fixes a specific, user-visible correctness issue in model loading and includes multiple code-path updates tied to that bug.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Reject: same broad EP area, but the PRs target different concrete bugs and loading paths; they would not plausibly merge into one change without conflating separate fixes." + "reason": "They share EP-related loading context, but the bugs differ: #45548 focuses on Accelerate/ZeRO-3 loading and config serialization, while #45662 fixes expert parameters being overwritten during FSDP2 loading. Same subsystem, different underlying defect." } ] }, @@ -25089,7 +24952,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "76c4d9b1ab6f9f7c1efeb5ba69e045777ca380f7062e20e01c5c9e246460b25a", + "prepared_review_unit_hash": "6340ab06f0a63bfe8fe66faa8363a7b8648ae0164a9266d5bdef831ee5cef180", "component_budget": { "node_count": 2, "item_count": 2, @@ -25111,18 +24974,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info logging collision around the testing debug artifacts, but PR 45645 is the broader, more complete fix because it also updates CI log collection to handle multiple per-worker files.", - "confidence": 0.94, + "summary": "Both PRs are centered on the same captured_info/xdist collision problem in transformers testing utilities. PR 45645 is the broader, more complete fix because it includes the xdist-safe logging change plus the CI workflow update needed to read multiple per-worker files.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the underlying xdist-safe artifact handling end-to-end: the runtime filename fix plus the CI workflow update needed to read multiple captured_info files.", + "canonical_pr_reason": "PR 45645 is the better canonical PR: it covers the core xdist-safe captured_info fix and also updates the workflow to preserve and aggregate per-worker debug logs, making it the more complete implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the cluster since it addresses the same concrete failure mode as 45639 and additionally preserves the debug logs in CI, making it the more complete fix.", + "best_pr_reason": "PR 45645 is the strongest representative of the change set because it addresses the underlying collision in code and the downstream CI log handling, whereas 45639 appears narrower and partial.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same captured_info xdist collision problem in the testing debug logging path; 45645 appears to subsume 45639 and could plausibly be merged as one combined change." + "reason": "They target the same underlying captured_info xdist collision in testing_utils and share the same issue target and files; 45645 just adds the workflow-side log collection needed to support the same fix." } ] }, @@ -25152,7 +25015,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "2a4cb0f8d4a50e298434bd6139d58e5df35d189559395a962a3339827a20d2c8", + "prepared_review_unit_hash": "e2fb0f0963815105268dd8a31741ced090eb1aa1375e82818c5e89ecc8e87daf", "component_budget": { "node_count": 2, "item_count": 2, @@ -25174,18 +25037,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in several transformer model files, but they address different linter rules and different behaviors: 45720 updates forward return handling for TRF003, while 46259 changes weight initialization logic for TRF018. They are not duplicates.", - "confidence": 0.98, + "summary": "These are two unrelated pull requests that both touch multiple transformer model files, but they implement different lint rules and modify different code paths. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: 45720 targets forward/return_dict behavior, while 46259 targets _init_weights initialization behavior. The overlapping filenames are incidental.", + "canonical_pr_reason": "pull_request:46259 is the stronger anchor: it has the larger and more diverse code change set, substantially more review activity, and a clearer standalone scope around TRF018.", "best_issue_reason": null, - "best_pr_reason": "46259 is the broader and more substantial PR overall, but it is not a duplicate of 45720.", + "best_pr_reason": "pull_request:46259 is the best representative of the cluster only in the sense that it is the more substantial PR; however, it is not actually a duplicate of pull_request:45720 because the underlying fixes are different.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes and code paths: TRF003 modifies forward return handling, while TRF018 modifies weight initialization. Shared model files do not make them the same fix." + "reason": "Reject: TRF003 changes return-value handling via can_return_tuple/return_dict cleanup, while TRF018 changes model weight initialization logic. They affect different underlying behaviors and would not plausibly be merged as one PR." } ] }, @@ -25281,40 +25144,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "c2cee72e260cfd846889ce2d4e492dfed15202861e1173872863eef2542adecc", + "prepared_review_unit_hash": "051f9525be1d87fe781c7698f2f918be903b30100b583bd89bee870bb3d531a8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both open PRs touching testing-related areas, but they address different changes: one is a mixed CI/model patch, the other is a focused test-migration PR. They are not the same underlying change.", - "confidence": 0.94, + "summary": "The two pull requests are not duplicates: one is a Grafana/CI and model-adjustment PR, while the other is a test migration PR with new kernel and vision tests. They do not appear to fix the same concrete code-path problem and would not plausibly be merged into one PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46100 is the more coherent and self-contained change set; pull_request:45932 mixes CI secrets and multiple model/config edits without a single clear theme.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:46100 is the best representative of the cluster because it has a narrowly defined purpose (test migration) and a clearer mergeable scope than pull_request:45932.", + "best_pr_reason": "No single PR is a clear duplicate representative for this cluster; the PRs address different changesets and different goals.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Both mention testing, but 45932 is a mixed grafana/CI/model patch while 46100 is a dedicated test migration; they do not appear to fix the same concrete problem and would not plausibly be merged as one PR." + "reason": "Different purposes and file sets: 45932 touches CI secrets and model/config code, while 46100 adds/rewires tests. No shared underlying bug or fix." } ] }, @@ -25344,12 +25207,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "73ea664d7038f01ef1181390ccf390bd83e76aa9ce60c89ba2ad17b02210e6d2", + "prepared_review_unit_hash": "b8685d7cfabd5816dd60abd6b832ba3c6f5491e0970f8dcc2a7c177875c314f1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25357,7 +25220,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25366,18 +25229,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related distributed-training pull requests, but not the same underlying change: one is a focused EP + Trainer integration, while the other is a broad distributed branch base covering many subsystems. The shared files are not enough to treat them as duplicates.", - "confidence": 0.83, + "summary": "These two PRs overlap on distributed/EP-related files, but they are not the same underlying change: #46126 is a focused EP + Trainer integration, while #46269 is a much broader distributed-branch base sweep. The shared filenames are too broad to justify a duplicate/merge.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46269 is the broader umbrella branch base touching many distributed components, so it is the better canonical representative of this cluster than the narrower EP/Trainer integration PR.", + "canonical_pr_reason": "#46269 is the broader umbrella change, touching many distributed and integration surfaces, so it is the better canonical representative than the narrower EP/trainer feature PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46269 is the best representative because it is the more comprehensive distributed baseline and subsumes a wider set of related changes.", + "best_pr_reason": "#46269 is the best single representative of the cluster because it is the more comprehensive distributed base PR; #46126 is a specific follow-up feature change rather than the main umbrella change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they overlap in distributed infrastructure files, but 46126 is a specific EP + Trainer integration change while 46269 is a broad distributed branch base with many unrelated edits. They do not look like the same concrete fix and would not plausibly be merged as one PR." + "reason": "Reject: they share a distributed subsystem and a few filenames, but the scopes differ substantially (#46126 is EP/trainer integration; #46269 is a broad branch-base refactor with CI and many unrelated distributed modules). They do not look mergeable as one PR." } ] }, @@ -25445,12 +25308,12 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "42358afa722ee686b323565b3f3ae86afef7a8cb9c2165b1caf7c1167499d2b4", + "prepared_review_unit_hash": "3be1e4a27f05ca096d6f971e80210c4df98546a3ca95cc6b38e937c97b008981", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26674, + "serialized_chars": 26676, "estimated_input_tokens": 6669, "estimated_eval_tokens": 13594 }, @@ -25458,7 +25321,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26674, + "serialized_chars": 26676, "estimated_input_tokens": 6669, "estimated_eval_tokens": 13594 }, @@ -25467,198 +25330,234 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No true duplicates here. The PRs fall into separate workflow-maintenance changes, and the pr-ci-security-gate.yml edits are related in theme but implement different security-hardening fixes, so I would not merge them as duplicates.", - "confidence": 0.74, + "summary": "These are mostly unrelated workflow-maintenance PRs that share a broad GitHub Actions/security theme, but they do not look like true duplicates of the same concrete change. The only exact-file group is the pr-ci-security-gate workflow, and even there each PR makes a different follow-up edit.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must represent the related security-gate subgroup, 46554 is the best candidate because it makes the most concrete self-contained code-path change (checkout plus diff-based checks), while the others are separate workflow adjustments.", + "canonical_pr_reason": "PR 46554 is the most substantive single change: it introduces the main pr-ci-security-gate logic update (checkout of the PR head plus explicit workflow/CI-change checks). The others are separate workflow tweaks or follow-ups, not the same patch.", "best_issue_reason": null, - "best_pr_reason": "46554 is the strongest standalone PR in the only partially related subgroup: it addresses a specific security-gate behavior with an explicit logic change and clearer implementation than the follow-up permission/secret/reusable-workflow tweaks.", + "best_pr_reason": "PR 46554 is the best representative of the cluster because it contains the clearest concrete bug/security fix and the broadest functional change in the shared workflow area.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow areas: self-comment CI command piping vs pr-ci security gate logic." + "reason": "Different workflows and different change targets; only broad CI/workflow similarity." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow changes in unrelated files and code paths." + "reason": "Unrelated workflow file and a separate security-gate tweak; not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow update; no shared concrete bug or fix." + "reason": "Different workflow file and different edit; no shared concrete bug or patch." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Self-comment CI update vs pr-ci security-gate secrets handling; not the same change." + "reason": "Different workflow file and different change scope; not mergeable as one duplicate PR." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files with different behavior; not a duplicate fix." + "reason": "Different workflow file and different behavior change; only superficial CI similarity." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening vs benchmark trigger change; separate workflow concerns." + "reason": "Different workflow files and unrelated updates to separate CI jobs." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "SSH runner update and anti-slop permissions change are unrelated." + "reason": "Different workflow files; both are workflow maintenance, but not the same concrete fix." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and purposes; no same underlying bug." + "reason": "Different workflow files and distinct edits to separate jobs." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH runner environment cleanup vs security-gate logic; distinct changes." + "reason": "Different workflow files; no same code-path problem." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner update vs security-gate permissions/approval tweak; not duplicates." + "reason": "Different workflow files and different CI/security concerns." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow edits, but they change different jobs and behavior." + "reason": "Same general workflow area, but different concrete changes in different files." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Anti-slop permissions vs assign-reviewers checkout ref; unrelated fixes." + "reason": "Both are workflow tweaks, but to different files and different behavior." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated logic changes." + "reason": "Different files and unrelated shell/trigger edits." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop permission scoping vs security-gate checkout/diff checks; separate issues." + "reason": "Different workflows and different fixes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout behavior vs benchmark trigger condition; different changes." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow updates in different files." + "reason": "Different files; one changes checkout behavior, the other changes a command invocation." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow code paths; not the same bug or fix." + "reason": "Different workflow files and distinct fixes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger logic vs build-image commit-message parsing; separate changes." + "reason": "Different files and different CI trigger logic; not the same change." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark workflow trigger update vs security-gate enforcement; unrelated." + "reason": "Different workflow files and unrelated edits." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-image tag detection vs pr-ci security-gate logic; not the same change." + "reason": "Different workflow files and different concrete changes." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow logic: commit-message handling vs permissions/approval gating." + "reason": "Different workflow files and separate CI/security behavior changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different concrete fixes: 46554 adds checkout/diff checks; 46558 tightens permissions and approval flow." + "reason": "Same file, but different concrete edits: one adds security checks, the other adjusts permissions and gating; not the same PR." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Different fixes in the same workflow area: one changes the security check implementation, the other swaps to a reusable workflow and adds notes." + "reason": "Same file, but this is a different follow-up change with comments/note text, not the same fix." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "46554 hardens the security gate logic; 46716 changes secrets passing on the reusable workflow. Different code-path problems." + "reason": "Same file, but different security-related follow-up (secrets handling) rather than the same patch." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating vs reusable-workflow substitution; distinct changes." + "reason": "Same file, but different edits: permissions/gating versus explanatory comments." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions and approval guard vs secrets inheritance removal; not the same underlying fix." + "reason": "Same file, but different follow-up changes to secrets handling and permissions." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Reusable workflow call/comment change vs secrets handling change; separate PRs." + "reason": "Same file, but different concrete updates; one adds notes, the other changes secrets passing." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Build-image workflow change vs pr-ci-security-gate reusable workflow note; unrelated." + "reason": "Different workflow files and distinct CI shell changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening vs security-gate reusable-workflow change; different subsystems and fixes." + "reason": "Different workflow files and unrelated security/SSH changes." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Build-ci docker workflow update vs security-gate secrets change; not duplicates." + "reason": "Different workflow files and unrelated edits." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "SSH runner update vs security-gate secrets handling; separate changes." + "reason": "Different workflow files and no shared concrete bug." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file but different follow-on fixes; not a single mergeable duplicate." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file but different follow-up content, not the same underlying change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file but different secrets/permissions update, not the same patch." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file but different edits; one is gating/permissions, the other is commentary." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file but different security-related adjustments." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file but distinct changes; comments versus secrets behavior." } ] }, @@ -25751,12 +25650,12 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "5cd5b95aae12c0bd33443866e33fbf581bbac5dbf0e70a8267a2b7e8056754f8", + "prepared_review_unit_hash": "26ffe0cb2dfa7f3ffc1a5cbf5e47c074a63a451ff6d457750e94a259bc181781", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4278, + "serialized_chars": 4279, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -25764,7 +25663,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4278, + "serialized_chars": 4279, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -25773,18 +25672,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two security-related PRs, but they address different path-traversal entry points in different loader code paths. They are thematically similar, not duplicates.", - "confidence": 0.96, + "summary": "Both PRs harden path handling, but they fix different code paths: one validates sharded checkpoint filenames from an index `weight_map`, the other rejects traversal in `transformers_weights`. They are security-adjacent, not duplicates, and should not be merged into one PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46890 is the better cluster representative because it targets a clearly defined, config-driven path-traversal check in the core checkpoint resolution flow and has a self-contained fix in `modeling_utils.py`.", + "canonical_pr_reason": "No single canonical PR: these are separate fixes for different loaders/config paths, with different inputs and validation points.", "best_issue_reason": null, - "best_pr_reason": "PR #46890 is the strongest representative for this cluster: it fixes a concrete unsafe file-path resolution bug, has a clear rejection condition, and is easier to describe as the canonical security hardening change.", + "best_pr_reason": "Neither PR is a global best duplicate target because they address distinct traversal vectors in different subsystems; pick each for its own bug rather than as a cluster representative.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Different bugs and code paths: #46281 guards sharded-checkpoint filenames from the index `weight_map` in `hub.py`, while #46890 validates `transformers_weights` / explicit checkpoint filenames in `modeling_utils.py`. Same broad path-traversal theme, but not the same underlying fix and not mergeable as one PR." + "reason": "Reject: both involve path-traversal hardening, but PR 46281 checks sharded checkpoint index shard filenames in `hub.py`, while PR 46890 validates `transformers_weights` in `modeling_utils.py`. Different concrete code paths and not plausibly one merged fix." } ] }, @@ -25806,48 +25705,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46310-2", + "cluster_id": "cluster-46376-2", "nodes": [ - "pull_request:46310", - "pull_request:47010" + "pull_request:46376", + "pull_request:46417" ], "soft_pairs": [ - "pull_request:46310|pull_request:47010" + "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "3e01bc3b8ecef7c3a9e1f9cd452c02a0146787169c22b819133f5c18bb1a4f92", + "prepared_review_unit_hash": "47b315b9800cbb68b5eb5be43cf331572d2d834a401aa14d4feb701aeb7749a0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4792, - "estimated_input_tokens": 1198, - "estimated_eval_tokens": 2652 + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4792, - "estimated_input_tokens": 1198, - "estimated_eval_tokens": 2652 + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same off-by-one bug in the sliding window mask\u2019s right boundary (`-dist <= right_window_size` instead of `<`). PR 47010 is the broader, more representative patch because it applies the fix in both Gemma4 and Moonshine Streaming, while 46310 covers only Moonshine Streaming.", + "summary": "These PRs are unrelated: one adds multimodal support to continuous batching, the other introduces the HunYuan VL model and its docs/auto-mapping integration. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47010 is the best canonical PR because it addresses the same concrete boundary bug and includes the fuller cross-model fix, making it the most representative version of the change.", + "canonical_pr_reason": "pull_request:46417 is the better representative PR because it is a concrete, self-contained model integration with clear file scope, tests, and documentation, while the other PR is a broad draft architecture change.", "best_issue_reason": null, - "best_pr_reason": "PR 47010 is the strongest standalone candidate: it fixes the exact code-path bug and covers all shown affected locations, whereas PR 46310 is a narrower subset.", + "best_pr_reason": "pull_request:46417 is the most suitable standalone PR in this cluster: it has a specific feature target and implementation surface, whereas pull_request:46376 is a larger, draft multimodal batching effort with a broader and less comparable scope.", "soft_edge_verdicts": [ { - "left": "pull_request:46310", - "right": "pull_request:47010", - "accept": true, - "reason": "Accept: both PRs fix the same off-by-one in `sliding_window_mask_function` right-window inclusion on the same code path; 47010 is essentially a superset of 46310, so they plausibly merge into one change." + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes and code paths: continuous batching/multimodal infrastructure versus adding a new HunYuan VL model package, docs, and auto mappings. They are not the same bug or mergeable into one PR." } ] }, @@ -25869,48 +25768,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46376-2", + "cluster_id": "cluster-46574-2", "nodes": [ - "pull_request:46376", - "pull_request:46417" + "pull_request:46574", + "pull_request:46580" ], "soft_pairs": [ - "pull_request:46376|pull_request:46417" + "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "4f4efbb4b257021dde9b3f12a4185f39f438656fa42d5fe00bf406b02d966dbe", + "prepared_review_unit_hash": "71dc936430252988a2b98ea3d153cce67d83eec8b2c5e45ae3f53e7bdfecb911", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5959, - "estimated_input_tokens": 1490, - "estimated_eval_tokens": 3236 + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5959, - "estimated_input_tokens": 1490, - "estimated_eval_tokens": 3236 + "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: one implements multimodal support for continuous batching, while the other adds the HunYuan VL model stack and docs. They do not target the same bug or code change and should not be deduplicated.", - "confidence": 0.98, + "summary": "The two pull requests are both tokenizer-related but fix different underlying problems: one corrects CodeLlama decode stripping behavior, the other corrects DeepSeek-Coder/DeepSeek-LLM tokenizer-class selection in AutoTokenizer. They are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; if forced, PR #46376 is the more infrastructure-focused change, but it is not a duplicate of PR #46417.", + "canonical_pr_reason": "No single canonical PR: the two PRs target different bugs in different code paths, so neither subsumes the other.", "best_issue_reason": null, - "best_pr_reason": "PR #46376 is the better representative of a concrete runtime code-path change; PR #46417 is a broader model-addition/documentation PR and is clearly separate.", + "best_pr_reason": "Neither PR is a better duplicate representative of the other; each is the right fix for a separate issue.", "soft_edge_verdicts": [ { - "left": "pull_request:46376", - "right": "pull_request:46417", + "left": "pull_request:46574", + "right": "pull_request:46580", "accept": false, - "reason": "Different underlying work: #46376 adds multimodal support to continuous batching internals, while #46417 adds the HunYuan VL model, processors, docs, and auto-mapping entries. They do not share a concrete code-path fix and would not plausibly be merged into one PR." + "reason": "Different bugs and code paths: 46574 changes CodeLlama decode setup to preserve leading spaces, while 46580 changes AutoTokenizer checkpoint-prefix handling for misclassified DeepSeek checkpoints. They would not plausibly merge into one PR." } ] }, @@ -25932,48 +25831,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46574-2", + "cluster_id": "cluster-46847-2", "nodes": [ - "pull_request:46574", - "pull_request:46580" + "pull_request:46847", + "pull_request:47009" ], "soft_pairs": [ - "pull_request:46574|pull_request:46580" + "pull_request:46847|pull_request:47009" ], - "prepared_review_unit_hash": "7fb932b4185f683ed2dac3b2780642ef377d33283eb4ebff815e56541ff5a2e9", + "prepared_review_unit_hash": "e0aff1ab8b43676ed368dabfd228a95bdc086489f42cf8851c0cf07b87a54249", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4640, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4640, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated PRs: #46574 fixes CodeLlama decode stripping leading spaces, while #46580 fixes DeepSeek-Coder/DeepSeek-LLM being assigned the wrong tokenizer class in AutoTokenizer. They do not look like the same underlying bug or change.", + "summary": "Both PRs make the same Qwen3.5 tensor-parallel plan change for `linear_attn` in the same files and target the same issue, so they are duplicates of one another.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46847 is the earlier, slightly more established version of the same fix and has more discussion/inbound reference activity, so it is the better canonical representative.", "best_issue_reason": null, - "best_pr_reason": "#46574 is the tighter representative of its bugfix class: it has a single concrete tokenizer-decoding issue, an explicit issue link, and a narrowly scoped code/test change.", + "best_pr_reason": "PR #46847 is a good cluster anchor because it contains the same concrete code change as the other PR and appears first chronologically.", "soft_edge_verdicts": [ { - "left": "pull_request:46574", - "right": "pull_request:46580", - "accept": false, - "reason": "Different failure modes and code paths: one changes CodeLlama decoder setup to preserve leading spaces, the other changes AutoTokenizer checkpoint-prefix routing for DeepSeek models. They are not mergeable as one fix." + "left": "pull_request:46847", + "right": "pull_request:47009", + "accept": true, + "reason": "Same underlying change: identical Qwen3.5 `base_model_tp_plan` additions in the same files, same explicit issue target, and no meaningful code-path difference between the PRs." } ] }, @@ -25995,48 +25894,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46847-2", + "cluster_id": "cluster-46933-2", "nodes": [ - "pull_request:46847", - "pull_request:47009" + "pull_request:46933", + "pull_request:46942" ], "soft_pairs": [ - "pull_request:46847|pull_request:47009" + "pull_request:46933|pull_request:46942" ], - "prepared_review_unit_hash": "66783a7c52659440be3dd8a54877ab0ee59de25c65133baeffcce0459576c028", + "prepared_review_unit_hash": "7fbd1386f3bb09d95f4530df10abf39c91268d4e77079c9f774732d15cc5d0bc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4639, - "estimated_input_tokens": 1160, - "estimated_eval_tokens": 2576 + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4639, - "estimated_input_tokens": 1160, - "estimated_eval_tokens": 2576 + "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": "Both PRs make the same Qwen3.5 tensor-parallel plan update for linear_attn, touching the same files with the same added mappings and the same tracked issue. 46847 appears to be the earlier canonical duplicate.", - "confidence": 0.99, + "summary": "Two model-specific PRs with a similar quantization-related dtype-casting pattern, but they fix different code paths in different architectures, so they are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46847 is the earlier instance of the identical fix, with the same target issue, same files, and the same configuration changes.", + "canonical_pr_reason": "PR #46933 is the better canonical PR for the cluster because it has an explicit issue target, more discussion activity, and a broader, well-scoped fix across both modeling and modular Gemma4 files.", "best_issue_reason": null, - "best_pr_reason": "PR 46847 is the best representative because it is earlier and has the more established review/inbound activity while implementing the same concrete code-path change as 47009.", + "best_pr_reason": "PR #46933 is the strongest representative artifact: it ties to an explicit issue, has inbound references, and directly addresses a concrete quantized-embedder casting bug.", "soft_edge_verdicts": [ { - "left": "pull_request:46847", - "right": "pull_request:47009", - "accept": true, - "reason": "Same underlying change: identical Qwen3.5 linear_attn tp-plan entries in the same files, with the same issue target and matching diff shape." + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Both PRs guard against casting quantized weights/input activations to non-floating dtypes, but they apply to different models and different forward paths (Gemma4 vision/audio embedders vs TimesFM 2.5 ResidualBlock). They are similar bug patterns, not the same underlying change, and would not plausibly be merged into one PR." } ] }, @@ -26066,7 +25965,7 @@ "soft_pairs": [ "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "10cdd3de01bfd45178654e7f3fda490993621f3a5e16ca6120d4a398feb1005e", + "prepared_review_unit_hash": "0d47b0d6c0a0d383683d998a2d7079b1e9a2f6832ff18571b8fe8a3b7610a552", "component_budget": { "node_count": 2, "item_count": 2, @@ -26088,18 +25987,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one fixes prompt lookup decoding exceeding max_length, while the other tightens validation for empty bad_words_ids / sequence_bias inputs in logits processing.", + "summary": "These are two unrelated generation fixes: one corrects prompt lookup decoding\u2019s remaining-length calculation, the other adds validation for empty `bad_words_ids` / `sequence_bias` entries. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No strong canonical PR for the cluster; if forced, 46993 is slightly more user-facing and bug-specific, but it is not a better duplicate target than 46994.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good canonical representative because they address unrelated bugs in different generation subsystems and would not plausibly be merged into one change.", + "best_pr_reason": "46993 is the cleaner standalone PR candidate because it addresses one concrete runtime bug in prompt lookup decoding and has a focused fix/test pair.", "soft_edge_verdicts": [ { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Different concrete problems and code paths: PR 46993 changes candidate generation length capping; PR 46994 adds argument validation for empty token lists in logits processors. They are not the same underlying bug or a single mergeable fix." + "reason": "Different code paths and failure modes: 46993 fixes candidate generation exceeding max_length, while 46994 adds argument validation for empty lists in logits processors. They are not the same underlying bug or mergeable as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 084131ccc852e9d02ff59a444e78799e5520c93a..599c5cef779cbbaacd83809ad2931d1dec1bc77c 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260702t060019z", + "analysis_id": "hybrid-model-20260702t120811z", "archived_artifacts": { - "hybrid": "snapshots/20260702T060019Z/analysis-runs/hybrid-model-20260702t060019z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260702T060019Z/analysis-runs/hybrid-model-20260702t060019z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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"target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "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-46846-3", + "canonical_pr_number": 46847, + "duplicate_pr_numbers": [ + 47009 + ], + "target_issue_number": 46846, + "reason": "PRs in cluster-46846-3 are treated as duplicates because they converge on issue #46846 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46894-6", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46907-2", + "canonical_pr_number": 46907, + "duplicate_pr_numbers": [ + 47006 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46907-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46950-2", + "canonical_pr_number": 46971, + "duplicate_pr_numbers": [ + 46950 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46950-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-6", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 166.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..e790c4999d1df7cc0afe81f9287e1b7595e334cc --- /dev/null +++ b/snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,26013 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260702T120811Z", + "generated_at": "2026-07-02T12:20:12Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + 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Most other high-similarity pairs are only loosely related by model family or subsystem.", + "confidence": 0.87, + "canonical_issue_reason": "43638 is the best anchor for the strongest duplicate subcluster: the ZeRO-3/BERT \"index 0 is out of bounds for dimension 0 with size 0\" loading failure, with 43596 as a near-identical duplicate and 41762 as a closely related reproduction.", + "canonical_pr_reason": null, + "best_issue_reason": "43638 is the clearest dedupe target in the cluster because it most broadly captures the recurring ZeRO-3 empty-index loading bug without overfitting to one specific Bert variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different failures: config attribute lookup vs streaming chat/completions." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/model issue: AMD GPU failure vs MPS histogram limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different concrete bug and model path; only broad GPU/model incompatibility overlap." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are runtime errors, but the concrete dtype/autocast issue is unrelated to GPT-OSS on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model and symptom; one is AMD GPU support, the other is a broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model/backend bugs; not the same code-path failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Both are errors, but one is DeepSpeed collective mismatch and the other is ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export issue vs FineGrainedFP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failure mode: ONNX export vs auto device-mapping CUDA assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "One is a task crash, the other is outdated docs; not the same bug/change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated errors: ONNX export vs GenerationMixin import breakage." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": true, + "reason": "Both report stale v5 docs that still reference removed user-facing commands/tasks; same docs-cleanup change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training failures with different causes; not the same bug." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated issues: remote-code resume problem vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and model paths; mask-shape error is not the Gemma4 device-mismatch bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor shape errors, but one is ZeRO-3/Bert loading and the other is a mask/indexing mismatch." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-exact duplicate: same ZeRO-3 loading path and same index-0/OOB failure, just a different Bert wording." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different bug classes: Liger cross-entropy routing vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different models and failures: detokenization bug vs LoRA merge/save inconsistency." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Unrelated errors; Qwen NVFP4 runtime issue vs LoRA merge mismatch." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Different model-facing problems; processor failure is not the remote-code config_class error." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different concrete bugs; dtype mismatch in Mistral preprocessing is unrelated to YOLO device-map multi-GPU failure." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are training-time errors, but one is FSDP/activation-checkpoint recompute mismatch and the other is mask indexing." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures are different: weight dimensionality vs collective mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "Different backends and failure modes; MPS Int histogram support is unrelated to YOLO device mapping." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying Qwen3.5Moe rotary-embedding materialization/offload bug; both point to bad handling of inv_freq across device moves." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths: ZeRO-3 Bert loading vs GPT-OSS tensor-parallel MoE failure." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch-version incompatibility is not the same as the Qwen NVFP4 runtime error." + }, + { + "left": "issue:43828", + "right": "issue:44512", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to docs mentioning removed commands." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different issues: autocast dtype mismatch vs MPS histogram kernel gap." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both are runtime failures, but they affect different code paths and models." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different training integration bugs: collective mismatch vs CustomTrainer API change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated failures: FSDP/activation checkpointing vs GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different topics; GPU backend failure is not a docs example problem." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete bugs; Liger kernel call routing is unrelated to mask/tensor shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility report, with 46515 being a shorter restatement of the same issue." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different failure modes: recomputation shape mismatch vs CUDA assert on auto device mapping." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Same broad compatibility theme only; the concrete runtime failure is different." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms; dtype/autocast issue is not the Qwen NVFP4 bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different models and failures: torch dynamo grouped_mm tracing vs image-preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different concrete failures; repeated broad backend incompatibility is not enough to dedupe." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different model/code paths; Liger kernel cross-entropy routing is unrelated to Qwen3.5 input unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-index loading failure signature; Gemma3 and Bert are just different reproductions of the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but one is pipeline-task docs and the other is run-command docs; too broad to merge as one duplicate." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backend-specific runtime bugs; autocast dtype mismatch is not the MPS histogram issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different failures in different subsystems; no shared underlying bug." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed ZeRO-3, but collective mismatch and index-0 OOB are different concrete bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate subgroups are supported by the titles, and the rejected pairs are generally treated cautiously rather than overmerged. No PR-pair mergeability issue applies here because no PR pairs were provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "2ab91dc9aa5b2786e4fec43b07eefac8e68000e82e3665c7efe3c307df0699de", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40043, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression/load-failure reports that are not true duplicates. The only convincing duplicate-like pair is the tokenizer v5 regression affecting multiple model families (Granite-specific report vs broader multi-model report).", + "confidence": 0.73, + "canonical_issue_reason": "issue:45920 is the broadest and most general report of the same tokenizer regression, covering multiple model families and subsuming the Granite-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative because it describes the widest scope of the shared bug and is the clearest consolidation target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility regressions, but they describe different failures in different runtime paths; not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading problems for different models: corrupted checkpoint vs missing text encoder weights." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM/PaddleOCR-VL load failure is unrelated to the USE_DISTRIBUTED=0 support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both hit zero3 IndexErrors, but the model types and failure contexts differ enough that they do not look like one underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Qwen3 auto device-mapping cuda assert are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Separate documentation issues with different outdated content." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms: AMD GPU model support vs table QA task crash." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer/detokenization bug vs RAG documentation update; not the same change." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy usage is unrelated to the Qwen3.5 video chat-template StopIteration error." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal/model-loading failures, but they involve different models and different code paths." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-mismatch during forward." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and ModelOpt compatibility are different problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both are broad regression reports, but they concern different breakages and code paths." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying tokenizer v5 regression causing wrong token IDs across models; the broader report subsumes the Granite-specific one." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; not one shared bug." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime failure is unrelated to documentation examples." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is a different dependency break than the torch/distributed regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the affected models and failure details differ; too broad to merge." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Different zero3 IndexError manifestations and different model contexts; not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/running issue is unrelated to the table-question-answering crash." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "One is a unit-test loading issue, the other is a corrupted checkpoint; different causes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and a Pydantic PretrainedConfig regression are distinct issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different API paths and failure modes; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the Pydantic model-field regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Bert zero3 IndexError and torch 2.4.1 incompatibility are different issues." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm failure is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model execution issue is unrelated to table QA crashing." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 missing sliding_window_pattern and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS histogram_mps integer support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are different code-path problems." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different numerical/runtime failures in different model/device paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are model execution errors, but the concrete failures and likely fixes differ." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading failure and template compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to checkpoint corruption." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method bug and YOLO device-map failure are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the reported shapes, models, and failure mechanisms differ." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class attribute handling are different problems." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The consolidation choice is grounded in the packet: issue:45812 and issue:45920 are both the same AutoTokenizer v4\u2192v5 wrong-token-ID regression, with 45920 clearly broader in scope. The remaining soft-edge rejections are conservative and stay within the evidence from the titles/body summaries." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 3, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44387|issue:45005", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44918|issue:45507" + ], + "prepared_review_unit_hash": "e9c3fc00987dec664ee3d04d34c5bb891f08a3d958d756f4e95d839952e9a72d", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36237, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with a few plausible duplicate pairs, but the evidence is mixed and one remote-code pair should be kept separate rather than merged.", + "confidence": 0.55, + "canonical_issue_reason": "45183 is the strongest canonical issue because it describes the shared input_ids/inputs_embeds validation bug broadly, and 46463 looks like a model-specific manifestation of that same validation path.", + "canonical_pr_reason": null, + "best_issue_reason": "45183 is the best representative issue overall: it captures the broad underlying validation problem instead of a narrower model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL loading versus GGUF gpt-oss support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related, but the concrete failures differ: mask/tensor mismatch versus embedding unpacking." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE failures and different code paths." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch is not the same concrete bug as Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/OOM regression is unrelated to tied-weight handling." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized handling is unrelated to the PretrainedConfig/pydantic breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding_window behavior and pydantic config-field incompatibility are different issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the underlying bugs are different." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is different from Qwen video-token counting." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are different root causes." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Different SigLIP2-related failures with different symptoms." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression where video features/tokens get out of sync in the input pipeline." + }, + { + "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 and uninitialized rotary-embedding memory are separate bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO3/BertModel indexing failure and trust_remote_code resume failure are different code paths." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention gating and remote-code config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image dtype mismatch and Qwen3.5 embedding unpacking are different bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different issues." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization breakage and FA2 fallback gating are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Related remote-code/loading area, but one is a local-model cache-path collision and the other is loading the wrong custom module after save_pretrained; not enough evidence for the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the concrete model-specific bug is not clearly the same." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and FA2 fallback gating are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weight regression are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and outdated docs are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure is a different code path from tied-weight handling." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed-command docs are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied weights in translation models are different bugs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation bug: 46463 is the T5-specific manifestation of the broader input_ids/inputs_embeds XOR validation issue in 45183." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most judgments look conservative, but one accepted soft-edge pair is overstated: issue:45632 and issue:45698 both involve remote-code/custom-module loading, yet the packet only shows one as a cache-path collision for local models and the other as loading the wrong custom module after save_pretrained. That is not enough to confidently call them the same bug. The overall summary is also a bit too strong given the mixed evidence. " + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 4, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:46899|issue:46932", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:45987|issue:46858", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:41553|issue:43881", + "issue:44991|issue:45399", + "issue:43782|issue:44960", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "51f8247b7e35725ecab05faa25e94ba2cba18ec2d6684983133de7c31f3f4aee", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36282, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose thematic cluster with a few real duplicates around buffer loading, cache length return types, and Gemma4 quantized embedder casting. Most other pairs are different bugs that only share a subsystem or model family.", + "confidence": 0.84, + "canonical_issue_reason": "#43950 is the best representative of the duplicated non-persistent-buffer regression in Transformers 5.x; it is broader than the narrower manifestations in #44534 and likely #45902.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the strongest canonical issue because it describes the core regression clearly and broadly, with the cleanest overlap to the accepted duplicate pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes: tokenizer detokenization regression vs NVFP4 load/runtime error." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and concrete round-trip behavior; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: Transformers 5.x mishandles non-persistent buffers and leaves them as junk." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example mismatch plus quantization failure and the other is a text-embedding quality issue." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is a different code path from non-persistent-buffer corruption." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated training/trainer API error vs DeepSpeed ZeRO-3 model-loading index error." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 explicitly points to the same fix." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage failures with different root causes and error types." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch in Phi MoE vs 3D position_ids triggering a Flash Attention crash/NaN issue." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but #45920 is broad multi-model wrong IDs while #46489 is a specific DeepSeek-Coder v1 gap." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding quality complaint; the other is a general tokenization-change report." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache API regression: get_seq_length is returning a tensor instead of an int, breaking downstream static-cache arithmetic." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but zero probabilities and degraded text embeddings are not clearly the same concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer/materialization regression; #45902 is a specific manifestation on inv_freq after meta\u2192to_empty(cuda)." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different mechanisms: Flash Attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Different SigLIP2 complaints: text embedding quality vs HF/JAX implementation discrepancy." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 CUDA reserved-memory growth and OOM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: Gemma4 FSDP2 shared_kv_states handling vs non-persistent buffer initialization corruption." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific ScandiBERT load failure; not the same underlying issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different tokenizer/model-loading problems with no clear shared code-path." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training with DeepSpeed runtime error and early-stopping metric lookup are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing inefficiency is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but they describe different model failures and symptoms." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "trust_remote_code field loss is narrower and different from the broader remote_code breakage report." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are different model-specific bugs." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different failures: Voxtral tokenizer error message vs glm-4v-9b load failure." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn2 fallback logic are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific issues." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing model class and a bitsandbytes Int8Params constructor incompatibility are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The true-duplicate calls that were accepted are well supported by the issue titles and descriptions, and the false calls mostly avoid overclaiming cross-issue equivalence. I don\u2019t see a material overstatement that would warrant rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 5, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43881|issue:43883", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45488|issue:46489", + "issue:45759|issue:46661", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "d448eb0a010ce28678cd82c60d14bff380053a35a62d1ac0ac118ab60256521c", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36750, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with many lookalike but unrelated issues. The clear duplicate subclusters are the removed-pipeline docs regression, the `_is_hf_initialized` loading incompatibility, Qwen3 ZeRO-3 weight-loading failures, and the training-loss double-shift variants.", + "confidence": 0.72, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole cluster; the best representative of the clearest duplicate subcluster is #44509 because it most explicitly captures the removed-pipeline docs regression.", + "canonical_pr_reason": null, + "best_issue_reason": "#44509 is the strongest issue candidate: it is specific, complete, and directly names the removed pipeline tasks, making it a better representative than the narrower duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: an MPS int histogram failure in MoE code vs a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both are tokenizer/attention related, but the concrete failures differ: Mistral regex patch crash vs flash-attn2 fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code model breakage and a Gemma4 device mismatch are unrelated code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "One is a tokenizer-mapping edge case for add-new-model-like; the other is a broader remote_code regression." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model loading failures, but for different model classes and different missing attributes." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE is not the same as Gemma4 device placement during forward." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different symptoms and likely different fixes: Qwen3 MoE LoRA compatibility vs a warning about tied embeddings." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer/model regressions, but the concrete Kimi tokenizer codec issue is distinct from generic remote-code breakage." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Related tokenizer performance area, but different API directions and different concrete regressions." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device-map failures." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenizers, but the root causes differ: LlamaTokenizer pre-tokenizer override vs a gap in an earlier fix." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different model-construction failures: composite Qwen text_config unwrap vs remote-code config_class lookup." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression after v5 pipeline removals; both report stale references to removed pipeline tasks." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied-weight handling and non-persistent buffer corruption are different issues in different parts of model loading/saving." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Near-identical training-loss double-shift bug reports for two model families; both point to the same underlying loss-label shifting problem." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` incompatibility during empty-weight/model init loading; the titles describe the same constructor-arg failure." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve newer remote-code behavior, but one is tokenizer/model compatibility and the other is missing config_class on remote-code models." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and a specific fbank feature function issue are too broad to treat as the same bug without stronger evidence." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed/MoE training, but one is weight conversion/loading and the other is gradient averaging with loss kwargs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective and missing supports_gradient_checkpointing are related but not the same concrete bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Both mention training/runtime errors, but the specific failures are different and do not point to one shared bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading errors for different models; the Voxtral error-message issue is not the same as the est-roberta tokenizer failure." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Same concrete class of bug: ZeRO-3 weight loading fails for Qwen3-family models, just on different variants." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures; no shared concrete code path is evident." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion/SDPA fallback in Qwen3.5 RLHF is unrelated to a flash-attention crash on sink-less models." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The error strings are similar, but there is not enough evidence they are the same underlying mask-shape bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video regressions, but one is a broad multi-model input regression and the other is a specific StopIteration in Qwen3-VL embedding; too little evidence for a single bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight shape error vs image-processor void segmentation map handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The accepted duplicate subclusters are supported by the issue titles and look like reasonable merge candidates, and the rejected pairs do not overclaim sameness. No obvious evidence overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 6, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:41553|issue:44488", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:44910|issue:46858", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:42491|issue:43720", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "6f4dfb71cd6f5eb70e5764ebb16a8d6e4674236d5acca5c74352e71d164f2be4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38056, + "estimated_input_tokens": 9514, + "estimated_eval_tokens": 19284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy cluster of mostly unrelated Transformers issues. Only two soft pairs look like true duplicates: the custom-model initialization regressions and the Gemma4 4-bit multimodal dtype-cast failures.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43646 is the broadest, clearest representative of the custom-model initialization regression; 43645 reads like a notebook-specific reproduction of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best umbrella issue here because it names the shared failure mode cleanly and is the most reusable triage target among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different failures: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint-loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading issues, but they affect different models and code paths (NemotronH checkpoints vs Sam3Model text encoder weights)." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both concern tokenizers/loading, but they are different model-specific problems with different symptoms and likely different fixes." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated bugs: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary/position handling, but one is Qwen2.5-VL rope scaling and the other is Qwen3_5Moe meta-materialization of inv_freq; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/gpt-oss issues; one is GGUF architecture support, the other is sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero3/Bert index error is unrelated to generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both audio-related, but one is batched embedding/token leakage in AudioFlamingo3 and the other is Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different bugs: FSDP2 shared_kv_states rebuilding vs PLE device mismatch with device_map=\"auto\"." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The Bert/DeepSpeed Zero3 index error is not the same as a broad torch version incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss GGUF support is unrelated to Float8 storage deserialization errors." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: missing Qwen2_5_VL import vs meta-device loading breakage across some models." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is not the same as general meta-device loading regressions." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model/workflow bugs: Mistral-3 image-preprocessor dtype mismatch vs Qwen3-vl-embedding StopIteration on video." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both touch attention/cache internals, but one is a Flash Attention packed-sequence misread and the other is cache length returning a device tensor for static cache + torch.compile." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5.0 custom-model initialization regression; 43645 is just the Jupyter notebook reproduction of 43646." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba SDPA torch.compile failure and Qwen3.5 Flash Attention packed-sequence bug are different code paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated issues: Qwen3-vl video StopIteration vs MPS histogram not implemented for Int in MoE." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not the same bug: 3d_parallel.py failure vs GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-vl-family workflows, but one is video embedding StopIteration and the other is SFT unpacking of embeddings; different failures." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to a torch 2.4.1 incompatibility claim." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch with device_map=\"auto\" is not a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like/TOKENIZER_MAPPING_NAMES failure is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 output quality, but one is zero probabilities and the other is nonsensical AutoModel/pipeline results; not enough to treat as the same bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different causes: video StopIteration vs generic mask shape mismatch." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 multimodal 4-bit quantization bug family; 46899 generalizes the unsafe dtype cast issue that 45672 reports in audio modules." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation regressions affecting different models." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA/hf5.x compatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert initialization failure is unrelated to tokenizer-mapping constraints in add-new-model-like." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Bert Zero3 index error is not the same as the add-new-model-like tokenizer mapping failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft pairs are plausible duplicate families based on the titles, and the rejected pairs are appropriately cautious about model/code-path differences. The custom-model initialization cluster call on 43646 vs 43645 is also well supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 7, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "4648e604b55b0e2b2c12ef317be62eb64b2546a62bdc4f92aeff2f9206a1288f", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36658, + "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 mostly a mix of unrelated issues. The clearest duplicate pairs are 43644\u219444534 and 45276\u219445335; 46897\u219446901 looks similar in symptom shape, but the evidence only shows a shared training-loss double-shift pattern across different models, not enough to call them the same bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43644 is the strongest canonical issue here because it describes a concrete Transformers v5 regression and has a near-identical duplicate in 44534, making it the cleanest representative of a clearly duplicated bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best standalone issue to keep as the representative for the duplicate set: it is specific, concrete, and has the strongest duplicate match in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: device_map/offload quantization loading failure vs Strix Halo mmap/OOM mitigation." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated failures: TOKENIZER_MAPPING_NAMES add-new-model-like bug vs a tensor mask shape mismatch IndexError." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but the reported problems differ: zero probabilities vs doc-example mismatch and quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer regression; the titles and descriptions point to the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is an auto device-map CUDA assert and the other is a FineGrainedFP8Config failure; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3 MoE FP8 failure vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different issues: LoRA/qwen3_moe compatibility across versions vs resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM5 vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different BERT models, but there is not enough evidence they share the exact same root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs Qwen3.5 TP-plan missing linear_attn entries; unrelated root causes." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related to dtype handling, but one is ignored dtype on composite checkpoint loading and the other is stale config.dtype after from_config; not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: ZeRO-3 weight loading for language_model vs save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different problems: invalid method call in GraniteMoEHybrid vs a broken official Nemotron example." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is a custom-model/Jupyter notebook initialization breakage." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different load paths and symptoms: Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash load failure in tests." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken documentation example and the other is a model output regression; not clearly the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/load regressions affecting different model families." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both discuss memory/offload, but one is Qwen3 MoE training memory inefficiency and the other is quantization offloading behavior; not the same defect." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models and mechanisms." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Unrelated issues: version-specific LoRA compatibility vs resize_token_embeddings not affecting output embeddings." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is training memory usage and the other is int4 quantization reserved-memory inflation; distinct bugs." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step calculation bug vs optimizer argument handling bug; not duplicates." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different bugs and model families; no shared code-path evidence." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue vs quantized model save/load corruption; unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different save/load failures: extra_state handling vs init_empty_weights/_is_hf_initialized argument mismatch." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "They share a similar training-loss double-shift symptom, but the packet only shows the pattern across different models; that is not enough evidence for the same underlying bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and failure modes differ; not enough to call them the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug: the embedding resize does not consistently reach the model's output/decoder embeddings." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different runtime failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention related, but one is a packed-sequence misinterpretation crash and the other is an AttributeError on s_aux=None; different code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports some duplicate calls, but the analyst overstates at least one soft-edge verdict. `issue:43644` \u2194 `issue:44534` and `issue:45276` \u2194 `issue:45335` are well-grounded by nearly matching descriptions. However `issue:46897` \u2194 `issue:46901` is not strongly evidenced from the packet: it only shows a similar training-loss double-shift pattern across different models, so calling them \u2018same underlying bug\u2019 / \u2018true duplicates\u2019 is too strong. The summary and canonical/best-issue reasons also lean more confident than the evidence justifies (e.g. \u2018broadly applicable\u2019)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 8, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "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:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:45663|issue:45759", + "issue:42947|issue:45704", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue: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:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43646|issue:43708", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "4f939df00ea555c8c94c40b91c14645c63d3164f1901cdff1bd6030d83f33fcd", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37087, + "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 mostly a set of unrelated issue reports; only the resize_token_embeddings reports form a clear duplicate subcluster.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45292 is the cleanest and most generic representative of the resize_token_embeddings bug; it captures the shared failure mode without model-specific framing.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the best cluster anchor because it is the broadest formulation of the shared embedding-resize regression and can subsume the Gemma4 and T5Gemma variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading problems, but one is a vocab-size/token issue and the other is a specific failure to load a checkpoint; too different to be the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models, different failure modes, and no shared code-path evidence; the similarity is only superficial." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen device-mapping CUDA assert and AudioFlamingo3 batched token leakage are unrelated bugs." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is a Torch version compatibility complaint, the other is a meta-device model-loading regression; not the same underlying issue." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Both involve model initialization/loading, but one is an FSDP2 attention-state bug and the other is a from_config text_config unwrap issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are different code paths and different symptoms." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention tied lm_head / generation behavior, but they affect different model families and the described failures are not the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization/memory, but one is offloading behavior and the other is a Transformers 5.x int4 reserved-memory regression; too broad to merge." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment and VideoPrism output fields are not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "FSDP2 shared_kv_states rebuilding and CPU-offload incompatibility in Qwen3_5Moe rotary embedding are distinct failures." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "NVFP4 loading failure and MXFP4 fallback-to-bf16 behavior are separate quantization issues." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language regression only overlap at a very broad transformers/import layer." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Reserved-memory OOM under int4 quantization and mmap OOM on Strix Halo are different root causes." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 token/embedding leak and Gemma4 PLE device mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with LoRA and the other is an eval-mode restriction; not the same bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and mmap OOM are separate loading/runtime issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig and Gemma4 FSDP2 attention state handling are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example being broken are related only by model family, not by a shared concrete defect." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report the same resize_token_embeddings regression: updated token embeddings are not propagated to output embeddings / related tied embeddings." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression for Qwen VL models and strict granite_speech config loading are different issues." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation and RLHF NaN explosion from Qwen3.5 SDPA fallback are not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/from_pretrained handling and mmap OOM on Strix Halo concern different mechanisms." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and continue_final_message logic are both tokenizer-related but not the same concrete failure." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuilding are distinct code paths." + }, + { + "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 bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "These are the same resize_token_embeddings bug expressed for different model variants: output embeddings / decoder.embed_tokens are not updated after resizing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well-grounded in the packet and stays conservative on the soft-edge pairs. The resize_token_embeddings issues are the only clearly mergeable duplicate subcluster, and 45292 is a reasonable generic anchor/canonical issue for that cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 9, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:44402|issue:44451", + "issue:46894|issue:46901", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "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:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:36032|issue:43452", + "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" + ], + "prepared_review_unit_hash": "6a96ecc8849b599d15d67b0eeeffdaf06d8fb6cfa18cebe948a16e8a954f92a6", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37759, + "estimated_input_tokens": 9440, + "estimated_eval_tokens": 19136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer/load regressions, model-shape mismatches, torch/dtype issues, docs, export, and quantization bugs. The only pair that looks like the same underlying bug is the training-loss double-shift reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:46901 is the clearest concrete writeup of the double-shift loss bug, and issue:46894 appears to describe the same symptom pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46901 is the best representative duplicate target because it states the root cause directly (`labels[..., 1:]` vs `labels`) and is more actionable than the higher-level symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-loading failures, but one is a vocab-size/special-token mismatch and the other is a generic model load failure; not clearly the same bug." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern; one is a concrete instance of the same underlying label-shift error." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Both involve torch-related errors, but the reported problems are different (version incompatibility vs autocast dtype mismatch)." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: performance slowdown in conversion vs leading-space round-trip behavior." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Different bugs in tokenization: wrong Granite token IDs vs slower convert_tokens_to_ids." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization behavior, but one is a Whisper pipeline regression and the other is a broad tokenization-version complaint." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths and symptoms: PagedAttention cache group-type crash vs template compilation failure." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 loading regressions, but one is about `base_model_prefix` and the other about custom models in Jupyter notebooks." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Different loading contexts: Whisper pipeline `return_language` vs `from_pretrained` inside Python classes." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility vs multi-GPU device-map failure are distinct issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: compiled flex_attention on newer torch vs Gemma4 device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Both are dtype/runtime issues, but one is a torch version incompatibility and the other is a model/preprocessor dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Generic torch incompatibility does not match the Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different regressions: video-input pipeline behavior vs a mask/tensor shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "No shared underlying bug; one is a storage lookup failure and the other is a compilation/template error." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The first is a reproduction of an earlier issue; the second is a Qwen3.5 cache crash. Not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different removed/deprecated pipeline APIs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "One is a model/pipeline output problem, the other is a `ModelOutput` key-assignment bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different failures: `torch.export` with `torch_compilable_check` vs Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Different areas: quantization save/load breakage vs tokenizer `continue_final_message` behavior." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method conflict in T5 is unrelated to `gguf_file` breakage for from_pretrained loading." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Different loading/config bugs: `extra_state` persistence vs `text_config` unwrapping for composite multimodal configs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of an earlier issue is not the same as the mistral_common `continue_final_message` bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model bugs: incorrect masked LM predictions vs tokenizer load failure." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal, but one is a device-map forward issue and the other is a 4-bit dtype-cast bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer load failures, but the concrete causes are different (est-roberta load regression vs mistral regex patch crash)." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a dev-version regression and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Both are loss-related, but one is a degenerate single-label classification loss issue and the other is a seq2seq double-shift bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Different resource problems: Qwen3 MoE training memory usage vs mmap-related OOM avoidance." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Distinct from_pretrained/config vs TimesFM window_size attribute behavior." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different loss bugs with different root causes; only the symptom domain overlaps." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted near-duplicate, issue:46894 vs issue:46901, is reasonably supported by the titles describing the same training-loss double-shift bug pattern. No clear overstatement elsewhere." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 10, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "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:43596|issue:44683", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44488|issue:45081", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:43643|issue:44530", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:34567|issue:40444", + "issue:43541|issue:45084", + "issue:43644|issue:43646", + "issue:43582|issue:43632", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43883|issue:44488" + ], + "prepared_review_unit_hash": "7b294a7543d1d1b287da51634c8251617fab37d702a49fcf4b71e87e0d3b6643", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers regression reports, many around tokenizer/model loading in v5, but they do not look like true duplicates or mergeable PR-equivalents. I did not accept any soft-edge pair.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44462 is the best anchor for the cluster because it is a broad, high-signal tokenizer-loading regression and sits closest to several of the other v5 loading complaints, while still being concrete enough for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the most useful representative issue: it is specific, externally referenced, and broadly aligned with the tokenizer-loading subset of this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: DeepSpeed/Zero3 BertModel index error vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different models and different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and junk non-persistent buffers are unrelated bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer issues: loading a specific BERT checkpoint vs Mistral regex patch crashing." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Mistral lm_head weight tying." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer loading, but one is repo tokenizer.json precedence and the other is a DeepSeek-Coder-specific output regression." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token method conflict is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structural inconsistency and Sam3Model text-encoder weight loading are different model-specific problems." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to template compilation errors." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to CamemBERT masked-LM prediction drift." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device placement, but XLNet CPU arange and Qwen3_5Moe CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache linear_attention crashes." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name edge case is unrelated to flex_attention compilation on newer torch." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model is not the same bug as runtime special-token post-processor updates." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and PagedAttentionCache linear_attention crash are distinct issues." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different checkpoints and different load-time failures; no shared underlying bug is evident." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count bookkeeping and multi-image IterableDataset finetuning are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "TorchDynamo grouped_mm tracing failure is not the same as non-template compilation errors." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Custom model initialization regression is broader, but the junk non-persistent buffers bug is a distinct concrete failure." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image iterable finetuning failure is unrelated to continue_final_message behavior on mistral_common tokenizers." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend inclusion issue is not the same as an unknown BACKENDS_MAPPING backend error." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "LASR feature-extractor center-arg regression and _torch_extract_fbank_features are too underspecified to treat as the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to Jupyter custom model initialization breakage." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are different issues." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF, but one is generic AutoTokenizer/AutoModel loading breakage and the other is a specific Qwen2.5-GGUF v5 failure." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different checkpoints with different tokenizer-load failures; too broad to call duplicates." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure is a different path than Qwen2.5-GGUF loading." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading a specific tokenizer model." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 11, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46326", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43208|issue:47013", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:44008|issue:46899", + "issue:43883|issue:44991", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:44062|issue:44987", + "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:43089|issue:45987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "2f07ad0d3d3cb55e964f24cef5133e3dd7efd2b0a6599982e83ac9f4af9d5ecd", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36014, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No safe duplicates here: the items are mostly superficially similar Transformers/model-loading regressions, but they split into distinct bugs across different code paths. I rejected all soft edges.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the broadest v5 initialization regression in the set and is the closest umbrella-style report, but it still does not safely subsume the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Chat-template sampling-rate default bug vs batched/single-output padding-mask bug; both audio-related but clearly different defects." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading vs mistral_common continue_final_message behavior; unrelated subsystems and failure modes." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both xLSTM, but one is a trio of training blockers for small models and the other is a train-mode unpacking crash with return_last_states=False." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage vs non-persistent buffers being filled with junk; both v5 regressions, not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter/custom-model initialization issue vs buffer serialization/initialization corruption; different concrete code paths." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise vs Mistral tokenizer regex patch crash; no shared underlying defect." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure vs YOLO auto device-map multi-GPU failure; unrelated model families and root causes." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs template-node compilation TypeError; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs DAC latent-path mismatch due missing STE; both audio models but distinct issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; different model families and logic." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent serialization inconsistency; related area, not one bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward vs StaticCache returning a shape-(1,) tensor; separate cache/generation issues." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric resolution problem vs TrainerState num_input_tokens_seen not updating; unrelated Trainer bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs vs OmDet-Turbo processor/model resolution mismatch; different model/processor problems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast vs Mistral regex patch crash; not the same code path." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both touch v5/init behavior, but one is FineGrainedFP8Config failure and the other is unexpected _is_hf_initialized kwarg handling in init_empty_weights." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs Gemma4 4-bit multimodal dtype-cast regression; different multimodal bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM vs tokenizer loading failure for EMBEDDIA/est-roberta; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens method/name collision vs MobileLLM load key error; different tokenizer/model issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT load failure vs Mistral regex patch crash; no shared concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check vs processor resolution mismatch; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-arg duplication vs model loading failure for a specific checkpoint; different tokenizer/model paths." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Both are v5 API regressions, but one is _is_hf_initialized flag breakage and the other is TimesFM window_size AttributeError; not the same change." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault vs Qwen3OmniMoe video-processing ValueError; different failure classes." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs cache-length return-type contract bug; separate issues." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage registration; related quantization area but distinct bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression across Qwen VL variants vs Qwen2.5-VL rope-index scaling for still images; not the same defect." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer constructor conflict vs Qwen3 auto device-map cuda assert; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict-config loading failure; different models and roots." + } + ] + }, + "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": 26, + "review_unit_index": 12, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:40444|issue:45325", + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:42796|issue:46710", + "issue:44291|issue:44589", + "issue:44079|issue:45663", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:43482|issue:45538", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "abf61e4ed7d6e68370eebad52bcaeefd74ed0f979deebffafbfa3b916b054cc2", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37258, + "estimated_input_tokens": 9315, + "estimated_eval_tokens": 18886 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issue reports. The 45216/45357 pair is the strongest thematic match, but only as a tentative similarity around Qwen3.5 `save_pretrained` regressions; nothing in the packet deterministically establishes a confirmed duplicate or shared bugfix. No pair should be treated as a settled duplicate.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative issue by theme, but only as a tentative similarity candidate rather than a confirmed duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Very similar Qwen3.5 checkpoint-saving regressions, but the evidence here is only soft similarity and does not justify treating them as the same concrete bug." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer-related, but one is repository tokenizer loading and the other is a performance regression in `convert_tokens_to_ids`." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different failures: Torch 2.10 compatibility versus noisy model-loading output." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but the concrete problems differ: multi-image finetuning failure versus rope/position-id scaling." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both mention multimodal dtype behavior, but they affect different models and code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 loading regressions, but the specific breakages are different and not one mergeable fix." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated: PaddleOCR-VL loading failure versus Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: fbank feature extraction versus compiled flex_attention on newer torch." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one changes Granite token IDs and the other is a CodeLlama whitespace round-trip issue." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated bugs." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "One is gradient-checkpointing eval-mode behavior; the other is a missing capability flag on a remote-code model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions: `_is_hf_initialized` handling versus mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "No shared underlying bug: noisy loading messages versus tokenizer.json resolution." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen-VL training problems; multi-GPU training is not the same as multi-image dataset failure." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely different models and code paths: perplexity anomaly versus Whisper batch decode behavior." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: Whisper runtime issue versus missing Float8 storage type." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker bug and DeepSeek accuracy regression are not the same change." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading/runtime failures in v5, but the concrete causes are different and not one mergeable fix." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 attention state rebuilding are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different failures: GGUF loading in transformers v5 versus missing `pad_token_id` on `Llama4Config`." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: `_is_hf_initialized` versus junk-filled non-persistent buffers." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the `init_empty_weights`/`_is_hf_initialized` issue." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "The first is a backend post-processor update issue; the second is a tokenizer-specific BOS/EOS regression." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max-length constant are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve backend packaging, but they describe different dependency/installation failures." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Auto device mapping CUDA assert and Mistral regex patch crashes are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different issues in separate parts of the codebase: ModelOutput key handling versus buffer initialization." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map dequantized loading/offload and Qwen3 MoE training memory usage are different problems." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one ignores `tokenizer.json` while the other miscomputes Granite token IDs." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL loading and TimesFM `window_size` AttributeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion overstates the evidence. In the packet, every pair is only a soft_similarity suggestion and every `deterministic_accept` is false, so there is no 'accepted pair' or 'only clear duplicate pair' to ground a canonical choice. The 45216/45357 pairing may be the strongest thematic match, but it should be described conservatively as a tentative similarity, not a confirmed duplicate. Please revise the summary to reflect that the cluster is mostly unrelated and that no pair is deterministically established as the same bugfix." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 13, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:44509|issue:46909", + "issue:41553|issue:43582", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:44829|issue:45479", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:41720|issue:45823" + ], + "prepared_review_unit_hash": "a3285765924345549143a2362605269e300c1999064865334b3bd0151a8915d4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36925, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with only two likely duplicate sub-pairs: SigLIP2 implementation/output problems and Qwen2.5-VL position-id regressions. The rest look like separate bugs or docs issues.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45325 is the strongest canonical candidate among the true duplicate-like pairs because it names the concrete Qwen2.5-VL `get_rope_index` / position-id bug, and issue:45381 appears to be the same failure mode from the video-input side. The broader cluster is too mixed to share one real canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "As a global representative, issue:45325 is the most specific, root-cause-oriented report and has a close duplicate-style companion. It is still not a good umbrella for the whole cluster because most other items are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching-related, but they describe different failures in different models/code paths: MIMI padding-mask mismatch vs Gemma3 NaNs from sliding-window/all-padding windows." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues, but they concern different examples and different removed/misleading docs content." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures: Voxtral tokenizer loading error message vs Apple Silicon `caching_allocator_warmup` TypeError." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different code paths: non-persistent buffer initialization junk vs `ModelOutput` key assignment bookkeeping." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs a model-loading failure in vLLM; not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training, but one is FlashAttention-3 degeneration and the other is single-label classification with `num_labels=1`; distinct root causes." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different failures: Video-LLaVA architecture/weights issue vs Sam3Model text-encoder loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are visual-model issues, but one is Video-LLaVA architecture/weight sharing and the other is Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal paths: iterable-dataset multi-image finetuning failure vs Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure vs bfloat16 dtype mismatch in inference; not the same underlying bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 family and same symptom class: the HF vs JAX implementation discrepancy is the likely root cause of the nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both mention indexing, but one is a Qwen2.5-VL rope/position-id bug and the other is a Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL 5.3.0 position-id / rope-index regression, just from different generation paths." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related theme of tied weights, but one is AyaVision failing to tie `lm_head` weights and the other is device-dependent serialization inconsistency; not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different loading problems: Qwen3Moe with FineGrainedFP8Config vs Qwen2.5-GGUF loading under transformers v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Separate config/init failures: `init_empty_weights` unexpected argument vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior vs version-dependent tokenization changes; too broad and not the same defect." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the Qwen2.5-VL position-id regression." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs Qwen2.5-VL video position ids; different subsystems." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on GPT-OSS vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark vs `torch.export` failures from `torch_compilable_check`; different problems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs PEFT local-checkpoint loading failure; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both touch vision/device behavior, but one is a Qwen video-input regression and the other is a Gemma4 auto-device-map forward mismatch." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen3 auto device-mapping cuda assert." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated failures: autocast dtype mismatch vs `window_size` raising `AttributeError`." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset issue and progressive generation inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Different model families and different bug classes: SigLIP2 docs errors vs Qwen2.5-VL finetuning with multi-image iterable data." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs export/check-hook failure; not the same code path." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision tied-weight loading issue vs Bamba SDPA torch.compile failure; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention auto device mapping, but they affect different models and report different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are generally conservative. The two accepted pairs are plausible duplicate-like matches by title/content, while the rest are appropriately rejected as different bugs or docs issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 14, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43606|issue:43819", + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:46305|issue:46315", + "issue:45823|issue:46821", + "issue:43881|issue:44488", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:40990|issue:45701", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "a38847246c128c32bff3361a7d72ddfc1e05bf718b14227c27d7b50e6b8af784", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36670, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a broad false-positive group: the issues share only generic ML/Transformers vocabulary, but they describe different models, different failure modes, and different code paths. No soft edge looks like a true duplicate pair.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are inference/loading bugs, but one is a CPU-offload device mismatch in suno/bark-small and the other is a DAC latents/STE mismatch; different models and causes." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both mention batched inputs, but one is a MIMI encoder padding-mask bug and the other is a video processor shape bug; not the same code path." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen MoE loading with accelerate/deepspeed is unrelated to a missing supports_gradient_checkpointing flag on a Nemotron trust_remote_code model." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and model families with different symptoms; not a shared underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference failure on B200 are unrelated failures in different subsystems." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying/garbage generation and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different problems." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "An off-by-one sliding-window mask bug is unrelated to a tokenizer conversion performance regression." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map forward mismatch in Gemma4 PLE is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both fail to load models, but the affected models and root causes differ completely." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and ineffective gradient checkpointing with LoRA are not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A script execution failure and a FineGrainedFP8Config model failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are batched-input issues, but one is MIMI encoder padding and the other is Perceiver image resolution handling; different components and fixes." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight tying in AyaVision and packed-weight unpacking in BitNet are distinct weight-loading bugs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "CPU-RAM-efficient loading and non-persistent buffer initialization are different v5 regressions with no concrete shared bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is dequantized model loading with gpu+cpu offload and the other is a broader offloading regression; too different to merge." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and not unwrapping text_config in composite Qwen configs are different config-shape issues." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A segmentation fault while loading Llava Next is unrelated to sinq save/load breakage after quantization." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Llava Next load-time segmentation fault are different models and failure modes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "A Trainer API signature change is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory growth and an apex FusedRMSNorm memory leak are different memory issues with different causes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen models, but one is an auto device-mapping assert and the other is flash-attention generation corruption; not the same code path." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwargs and FineGrainedFP8 load failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on a specific model and tokenizer-version-dependent tokenization changes are not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization bugs, but one concerns lm_head weight tying and the other incorrect visual encoder keys in Qwen3.5; different payloads and fixes." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "A batched video-processor shape bug is unrelated to a tokenization behavior regression." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech and tokenizer loading failure for est-roberta are different loading paths." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 PixelDecoder dummy Conv2d and missing Sam3Model text-encoder weights are separate issues within the same family, not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "A Qwen3 device-map assert and a 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resumption failure and early-stopping metric lookup failure are different Trainer behaviors." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/batched truncation and bf16 dtype mismatches 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": 26, + "review_unit_index": 15, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:44451|issue:47020", + "issue:43550|issue:43606", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "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" + ], + "prepared_review_unit_hash": "de51eca8345f784459132cbcdc6e7c662a7272dd9febcdad89fc08d1b7d090b4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35904, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of Transformers issue reports. The soft pairs mostly share only broad subsystem overlap (loading, generation, device_map, tokenizers/processors, offloading), not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "If a single issue must represent the cluster, 43873 is the strongest candidate: it has the highest discussion/activity and inbound references, and it describes a concrete, user-facing offloading/quantization regression.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most active and broadly representative issue here, with the clearest evidence of an externally visible bug and the widest downstream impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload behavior, but one is quantization/offloading correctness and the other is a Strix Halo mmap OOM workaround; different bugs and fixes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Completely different components: BEiT image label reduction vs Molmo tied-weights attribute error." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are model loading failures, but one is a specific GLM-4V-9B load issue and the other is a tokenizer regression for a different model; not the same bug." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/generation internals, but one is skipped beam-search cache reorder for several models and the other is a static-cache slice arithmetic bug under torch.compile on non-CUDA backends." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype propagation issue in Blip2 loading; the other is Trainer checkpoint resume step \u0a97\u0aa3ation. Different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Torch.compile + SDPA failure in Bamba is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "The first is a regression in processor/tokenizer access for custom model code; the second is a broad tokenization-change report. Too generic to be the same underlying bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram op limitation for MoE is unrelated to TimesFM's missing window_size attribute." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both touch model instantiation/loading, but one is a Transformers 5.0 custom-init breakage and the other is inconsistent from_pretrained behavior inside Python classes; not the same failure." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are preprocessing-related, but one is LayoutLMv2Tokenizer NER/padding crashes and the other is OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer-loading failures for different tokenizers/models; only share a broad loading theme." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Distinct bugs: SDPA/torch.compile on Bamba vs device mismatch during CPU offload in bark-small." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and inability to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is missing lm_head weight tying in Mistral3ForConditionalGeneration; the other is incorrect visual encoder keys on save_pretrained. Different model lifecycle stages." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision inputs and resolution, but they affect different models and different failure modes; not a single bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization/model-loading problems, but one is FineGrainedFP8 config failure and the other is device_map auto loading for dequantized models; separate issues." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is serve-side KV-cache continuation indexing and the other is static cache seq_length arithmetic under torch.compile." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal processor crashes, but one is a tensor `.to` error in continuous batching and the other is a missing `_tokenizer` attribute in Gemma4Processor." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Different models and different device-map failures; only share the phrase 'multi GPU/device_map auto'." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under auto device mapping." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve distributed/model-parallel deployment, but one is Qwen3 auto device mapping on A800 and the other is GPT-OSS MoE tensor-parallel behavior; not the same bug." + }, + { + "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 involve compiled generation, but one is inconsistent outputs from chunked generation with compiled forward and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Trust-remote-code cache-path collisions and read-only permission propagation in save_pretrained are unrelated file-system issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset under cache are different model bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and missing pad_token_idx in StableLmConfig are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8 model failure and kernels v0.15 import/version-revision requirement 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": 26, + "review_unit_index": 16, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44913", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:43526|issue:43881", + "issue:43531|issue:45759", + "issue:43452|issue:47020", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:34567|issue:35707", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:43531|issue:46821", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:43531|issue:44589" + ], + "prepared_review_unit_hash": "d91381ca873222036d2727d14bb3fdf618b6f38a508c70a458ad7141bdfcaef7", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36678, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly link unrelated Transformers bugs across different models, subsystems, and failure modes. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Different problems: trainer API incompatibility vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer failures, but they affect different models and different code paths." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated issues: Torch version incompatibility vs TimesFM window_size attribute error." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config APIs, but they are different config fields and unrelated regressions." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and image segmentation-map processing are unrelated bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different failures in different models: FineGrainedFP8Config vs Llava Next load crash." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are distinct issues." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen3 variants, but the failing paths are video processing vs weight_only loading." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different root causes." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA OOM under int4 quantization and tokenization changes across versions are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency vs T5Tokenizer add_special_tokens conflict are different tokenizer bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset are separate features." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure and BigBird special-token registration are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 CUDA assert and GraniteSpeech PEFT checkpoint loading are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen-related, but one is sliding_window behavior and the other is config unwrapping." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file from_pretrained breakage and XLMRobertaTokenizer Unigram init bug are different tokenizer/model-loading issues." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Device-mismatch CPU offload bug and packed-weight unpacking bug are not the same change." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and stale docs for removed pipelines are not duplicate bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash warning and undefined video-branch symbols in multimodal token counting are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failure are different serving bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update bug and progressive generation bug are separate issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and BigBird special-token registration do not share a code path." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor preset handling and Qwen3 device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window and TimesFM window_size are different model-specific parameters." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input handling in Qwen3OmniMoe and static-cache slice arithmetic on non-CUDA backends are distinct." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite-config unwrapping and CPU-offload rotary embedding incompatibility are different Qwen3.5 bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding window behavior and missing Float8 storage 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": 26, + "review_unit_index": 17, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:44451|issue:44991", + "issue:43644|issue:46665", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44625|issue:45479", + "issue:44062|issue:44451", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:46655|issue:46693", + "issue:43381|issue:45704", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:44514|issue:44545", + "issue:43994|issue:44671", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43421|issue:43653", + "issue:43782|issue:45381", + "issue:30064|issue:36010", + "issue:45081|issue:45356", + "issue:43421|issue:44186" + ], + "prepared_review_unit_hash": "a16ddd889aa77914786f6fea212c1eb91707e027d2c1770d05067776bd5cd05d", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37086, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. Only two soft pairs look like true duplicates: 42886\u219444843 (offline tokenizer/cache failure caused by an unconditional `model_info()` call) and 44514\u219444545 (the same `Qwen2_5_VLProcessor.apply_chat_template` crash with `padding=False`). The rest are distinct bugs or feature requests in different code paths.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44843 is the clearest canonical for the offline-tokenizer duplicate pair because it pinpoints the root cause (`model_info()` inside `_patch_mistral_regex`) and covers the HF_HUB_OFFLINE/cache failure described in issue:42886.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor this cluster, issue:44843 is the best single representative because it is specific, actionable, and describes the concrete failing path; the other items mostly split into separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different bugs: Qwen3.5 visual encoder key regression vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated changes: a `post_init` policy issue vs `num_labels` propagation in Qwen3.5." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but the affected models and failure modes differ; no shared root cause is shown." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different code paths: non-persistent buffer junk in v5 vs inconsistent `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different symptoms and subsystems: image resolution handling vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a model from Hub is not the same as PIL backend processors incorrectly requiring torchvision." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "`num_labels` propagation and zero-loss classification are different bugs, even if both touch sequence classification." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken` argument collision and model-loading failure are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are distinct training issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation/example mistakes for SigLIP2 are unrelated to OmDet-Turbo's image-size mismatch." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings` is not the same as incorrect visual encoder keys on save/load." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-mapping asserts and a T5 apex memory leak are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading and sinq quantized save/load corruption are different failure paths." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation in SmolVLM is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode checkpointing and apex memory leak are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer state, but one is runtime post-processor updates and the other is save/load losing custom token IDs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "SFT embedding unpacking and train\u2192evaluate lifecycle failure are not the same issue." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A memory leak in apex and a missing `supports_gradient_checkpointing` flag are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline-mode tokenizer failure: both describe Hub lookups being triggered despite `HF_HUB_OFFLINE=1`, with 44843 naming the concrete `model_info()` cause." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen config unwrapping and a missing gradient-checkpointing capability flag are different problems." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization offloading behavior are separate code paths." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same bug report: the `Qwen2_5_VLProcessor.apply_chat_template` crash on batched input when `padding=False`." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "`use_cache` correctness with seq_len>1 and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/example issues are unrelated to quantization offloading behavior." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updating and BigBirdTokenizer mask-token registration are both tokenizer-related but not the same concrete bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and symptoms: Qwen3VL `weight_only` load error vs Qwen2.5-VL video position IDs bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to the `GenerationMixin` import error." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the failing paths differ: a Mistral regex/backend-tokenizer crash vs Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer failures: runtime special-token updates vs LayoutLMv2 NER/batched padding crashes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonicalization to issue:44843 is supported by the packet, and the only positive soft-edge calls are the two near-identical duplicate pairs (42886\u219444843 and 44514\u219444545). The remaining rejections are conservative and do not overclaim shared root cause from the titles/body summaries provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 18, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:44995|issue:46858", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:46829|issue:46832", + "issue:43653|issue:43720", + "issue:43295|issue:45834", + "issue:45987|issue:46829", + "issue:43550|issue:43927", + "issue:43550|issue:45072", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:44062|issue:44488", + "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:45987|issue:46932", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:43643|issue:44877", + "issue:44488|issue:47020", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44821|issue:45084" + ], + "prepared_review_unit_hash": "73a6214682539538312da458a3901f8338e167f323d5cb02b951af822962579e", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: tokenizer/load regressions, vision/video bugs, cache issues, config/loading problems, and unrelated training/runtime errors. None of the soft pairs look like the same concrete underlying bug or change, so all soft edges should be rejected and no single canonical issue emerges.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated subsystems and failure modes, so there is no single issue that represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the soft links are only loose semantic similarities, not duplicates of the same bug or fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/sequence-length behavior, but one is a GlmMoeDsa second-forward stale indexer bug and the other is a static-cache tensor type issue in prefill; different code paths and fixes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs Hub API forwarding bug; unrelated components and root causes." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet loading/unpacking packed weights and DAC STE mismatch are different model-specific bugs." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT/vision output issues, but one is VideoPrism output field mapping and the other is RT-DETR feature-level shape handling; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird tokenizer special-token decoding and BitNet accelerate loading are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both involve multimodal inputs, but one is processor/tokenizer API regression and the other is Kosmos2.5 OCR long-input indexing; different failures." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length return type vs VideoPrism hidden_states field are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and DiaConfig save-load token ID loss are separate issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/compile-related at a high level, but they affect different models and different mechanisms." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video-input bugs, but one is a processing ValueError in Qwen3OmniMoe and the other is apply_chat_template feature/token mismatch in Qwen3.5-9B." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision and sleng-bert load failure are different tokenizer problems." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoConfig trust_remote_code field loss are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/BertModel init indexing error and _torch_extract_fbank_features are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern from_pretrained/loading, but one is base_model_prefix breakage and the other is class-embedded loading inconsistency." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenization crash and Perceiver image-classification resolution handling are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration and DAC latent reconstruction mismatch do not share a concrete bug path." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable collision in forward vs static-cache seq-length tensor return are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type bug and Gemma4 quantized embedder dtype casting are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and est-roberta tokenizer loading failure are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer loss signature mismatch are different layers entirely." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction and add-new-model-like tokenizer mapping logic are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both involve output differences in v5, but CLIP attentions field loss and RTDetrV2 output drift are distinct model regressions." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are different architecture/config issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading strictness issues, but they affect different loaders and failure modes." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer loading failures, but one is a model-specific load regression and the other is an XLMRoberta Unigram constructor type mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and DAC from_latents STE mismatch are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; separate bugs." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example errors and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and template-node compilation 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": 26, + "review_unit_index": 19, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44291", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46846", + "issue:47020" + ], + "soft_pairs": [ + "issue:44448|issue:44671", + "issue:34634|issue:36010", + "issue:44186|issue:44442", + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:44991|issue:47020", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:43931|issue:46846", + "issue:43716|issue:44008", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:28218|issue:29159" + ], + "prepared_review_unit_hash": "ef229d15aa7bc92cbe6dab9d9412b86b253255823c279b2737bfe13ad5f1a21a", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36119, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose set of mostly unrelated Transformers issues, with several tokenizer/loading/model-regression reports but no clear duplicate pairings from titles alone. I would use the broad tokenizer inconsistency report as the canonical issue, and there are no PRs in the set.", + "confidence": 0.63, + "canonical_issue_reason": "issue:29159 is the broadest, most umbrella-style tokenizer report in the set, so it is the best anchor for nearby tokenizer duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the most general issue here and the most plausible duplicate target among the issue-only items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output regressions, but they affect different models and different code paths; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "One is a BarkProcessor voice_preset problem, the other is a GenerationMixin import error; unrelated failures." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but one is a LayoutLMv2 tokenizer crash and the other is AutoTokenizer failing to load a specific tokenizer; not the same underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and different failure modes (video-input processing vs a Gemma3n variable collision)." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal input bugs, but they concern different models and different input pipelines; not a duplicate." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation/error-message logic, the other is a training-loss bug for single-label classification; distinct problems." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A Llava loading segfault is unrelated to an MPS MoE histogram/int issue." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both touch loading behavior, but one is non-persistent buffer initialization and the other is FSDP CPU RAM efficient loading; different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device-mismatch under CPU offload and dtype-mismatch in bfloat16 inference are different bugs." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer load failures, but the reported constructor/pathology is different and model-specific; not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "One is a from_pretrained weight_only load error, the other is a flash-attention generation issue for a different model family." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is batch_decode skip_special_tokens handling; separate issues." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "A dtype propagation bug in BLIP2 is unrelated to Video-LLaVA temporal-attention/weight-sharing issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering label truncation and Mamba2 use_cache correctness are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal regressions, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A misleading pipeline error message is not the same as wrong outputs from AutoModel/pipeline on siglip2." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/trust_remote_code breakage, but the concrete issue here is the removal of a specific helper, while the other is a broader regression report." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a model and pipeline import failing due to kernels version requirements are unrelated." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "A Qwen3-VL weight-shape load failure and a TP-plan omission causing OOM/shape errors are different root causes." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "A preprocessing/model dtype mismatch is unrelated to a Gemma3n attribute error from variable-name collision." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape mismatch at indexing time is unrelated to trainer.evaluate failing after train." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues in nearby model families, but the concrete failures differ and do not look mergeable into one fix." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output size mismatch and bfloat16 dtype mismatch are different problems." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM loading and init_empty_weights _is_hf_initialized TypeError are distinct loading bugs." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is specifically about added-token spacing while the other is a broader slow-vs-fast inconsistency report; not enough evidence they are the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 20, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45600", + "issue:45701", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:34634|issue:36331", + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:46697|issue:46728", + "issue:45003|issue:46285", + "issue:43782|issue:45325", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:43257|issue:43329", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43906|issue:46209", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43329|issue:45600", + "issue:45081|issue:45406", + "issue:43452|issue:44991", + "issue:43526|issue:44554" + ], + "prepared_review_unit_hash": "11e4f2168a4fac9729ad2d8d5e7cef804658a3a788588a1102e67134d8fafd21", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36632, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No convincing duplicate clusters here: the paired items mostly concern different models, different components, or different failure modes. I would not merge any of the soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the broadest, most central regression report in the set and is the best representative issue if a single canonical issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the widest apparent scope and strongest generality; it reads like a cross-cutting compatibility regression rather than a narrow model-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: packed-weight loading for BitNet vs dtype mismatch in unrelated models." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both mention from_pretrained/custom models, but they describe different breakages and code paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message regression, the other is stale docs; related theme but not the same bug/change." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures: BLIP2 dtype propagation vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and models: CamemBERT masked-LM predictions vs generic tokenization changes." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely different APIs and failures: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems: optional tensorflow backend packaging vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot position embedding issue and the other is a dtype-casting bug." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both involve image sizing math, but they affect different processors and different calculations." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unrelated: unsafe sys.modules access vs CLIP text model structural inconsistency." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and failures: Qwen3VL weight_only loading vs Qwen2.5-VL RoPE indexing." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback; no shared underlying change." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting vs DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime/platform problems: Apple Silicon TypeError vs CUDA AMP crash." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common/Gemma4 territory, but one is an import failure and the other is a chat-template behavior bug." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Storage-type lookup failure vs torchvision dependency regression; different code paths." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A single-model key error is not the same as the broader remote_code compatibility regression." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different issues: torch.compile SDPA failure vs quantization load fallback." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "MoE weight conversion with accelerate/deepspeed is unrelated to multimodal token counting." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen tie-weights warnings, but they describe different model variants and likely different root causes." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and failures: label reduction bug vs RTDetrV2 output regression." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "No clear shared bug; one is a reproduction of another issue, the other is an FP8 inference failure on B200." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin and Jupyter custom-model init breakage are distinct problems." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated failure modes: import path breakage vs trainer method signature change." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different issues: undefined video-token helpers vs stale auto-mapping references to removed configs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor attribute errors, but they hit different classes and code paths." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading with recent transformers, but they are different models and distinct loading failures." + }, + { + "left": "issue:44554", + "right": "issue:45042", + "accept": false, + "reason": "Different areas entirely: MPS attention correctness vs PIL backend dependency handling." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific model load key error is not the same as a broad remote_code regression." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No overlap beyond being model bugs; one is image processor label handling, the other is an MPS attention correctness issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 21, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43531", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:45084|issue:45538", + "issue:43819|issue:43927", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:34567|issue:40990", + "issue:45459|issue:45803", + "issue:42915|issue:43742", + "issue:46421|issue:46424", + "issue:44291|issue:45042", + "issue:43749|issue:44756", + "issue:43650|issue:43906", + "issue:29159|issue:34567", + "issue:42915|issue:44821", + "issue:43606|issue:45859" + ], + "prepared_review_unit_hash": "ff544ea76e20b97fd348cff98fa8b69d55a9520e5827b00d91a62c42d1e7cd2d", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36063, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated despite superficial overlap. The only credible duplicate is the Qwen video regression pair around shared multimodal token counting; the rest differ by model, subsystem, or concrete failure mode.", + "confidence": 0.7, + "canonical_issue_reason": "issue:43329 is the most concrete root-cause report: it pinpoints the broken `_get_num_multimodal_tokens` video branch and the undefined symbols involved, making it the best anchor for the shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the best overall issue candidate because it identifies the specific code path and likely subsumes the broader video regression report in issue:44479.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer bugs: one is a compilation/template-node error, the other is an extreme `model_max_length` value in CLIPTokenizer." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different models and failure modes: DAC latent reconstruction mismatch vs Dia config losing custom token IDs on save/load." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated subsystems: Qwen3-MoE sliding-window behavior vs PIL backend image processor dependency handling." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both are training/eval failures, but the concrete bugs are different: ZeRO-3 index error vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/import issues in different dependency paths; they do not describe the same missing backend or the same import failure." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different components and symptoms: PEFT local checkpoint loading vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both mention model loading/generation, but one is a GLM-4.7 unit-test load issue and the other is a Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is missing fields from `AutoConfig.from_pretrained`, the other is `text_config` unwrapping for composite multimodal causal LM configs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Different SigLIP2 docs/model-processor mismatch vs GPT-oss-20b MXFP4 quantization fallback." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet accelerate-loading packed-weight bug is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo producing the wrong image resolution." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/conversion issue is not the same as a CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and Whisper decoding flags are different bugs in different APIs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-related, but one is a Transformers 5.x int4 reserved-memory regression and the other is a Sam3Video model memory issue." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-family loading problems: accelerate/deepspeed weight conversion vs shape mismatch for Qwen3-VL." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting bug vs batched video processor output-shape bug; not the same concrete failure." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same shared video-input regression in multimodal processing; the broader Qwen video failure is plausibly caused by the broken `_get_num_multimodal_tokens` video branch." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count bookkeeping is unrelated to GPT-oss perplexity on WikiText-2." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are separate code paths and different failures (tokenizer decode errors vs Fuyu tensor conversion swallowing errors)." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM-125M key error are unrelated loading bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is `max_cache_length` being honored only for Quantized Cache." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Model init with `_is_hf_initialized` in Transformers 5.x is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different performance/memory issues with different triggers." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A low-quality placeholder issue and an isolated reproduction of another issue are not the same underlying bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counter not updating are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL loading are different failures." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but the affected models and code paths differ: Bark device mismatch vs Qwen3_5Moe rotary embedding compatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the verdicts are conservative. The only accepted soft pair, issue:43329 vs issue:44479, is plausibly the same video-input regression, while the rest are reasonably distinguished by model, subsystem, or failure mode." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 22, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43454|issue:43577", + "issue:43540|issue:46701", + "issue:28282|issue:29870", + "issue:43927|issue:44912", + "issue:43525|issue:46291", + "issue:44568|issue:45356", + "issue:28282|issue:34689", + "issue:44987|issue:45538", + "issue:33357|issue:34567", + "issue:44857|issue:46832", + "issue:43425|issue:46291", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:45137|issue:45405", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:45538|issue:46869", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:45081|issue:47020", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43452|issue:43582", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:24643|issue:29159", + "issue:44062|issue:44991" + ], + "prepared_review_unit_hash": "6a27f5373288e19b6c11987727391a2a9cc374b05b1ab13c82bdb30c0cfe3e23", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35476, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated bug reports about tokenizer loading, model config, dtype, trainer state, or backend/runtime errors. The soft-paired matches are mostly false positives and should not be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No single true canonical duplicate stands out; if one representative must be chosen, issue 46512 is the closest as a generic dtype/config API bug, but it does not subsume the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46512 is the best loose representative only because it is an active, broadly phrased model-construction dtype issue; however, this cluster is not a genuine duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different problems: lm_head weight tying vs dtype propagation on Blip2." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failure modes; video input validation is not the same as DiffusionGemma pipeline output handling." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Bart generate() decoder_attention_mask scope bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token IDs loss is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels dependency/version requirements." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but different models and different root causes." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch import missing vs model loading regression are different issues." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading failure for a specific repo is unrelated to CLIPTokenizer max_length behavior." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to TrainerState token counter updates." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR failures: AMP/CUDA loss crash vs feature-level mismatch in forward." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is not the same as kernels package revision constraints." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and unrelated regressions: RTDetr output change vs Qwen3.5 save_pretrained keys." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but they are distinct model-specific bugs with different triggers." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging mistake is unrelated to missing Qwen2.5-VL import symbol." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import is unrelated to LayoutLMv3 box-content error messaging." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max_length bug is unrelated to multi-GPU device_map behavior." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Separate regressions: video-input handling vs FA2 long-context performance." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Quantization config failure is unrelated to CLIPTokenizer max_length." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer code paths and failure modes; not the same underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError while loading a model is unrelated to unexpected _is_hf_initialized argument handling." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle failure is unrelated to TimesFM window_size attribute error." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading bug and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 quantization failure is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Related dtype theme, but different bugs: weights staying float32 vs config.dtype being stale." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict is not the same as the est-roberta loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 23, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:43257", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "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:44291|issue:44821", + "issue:43582|issue:46821", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:43577|issue:45072", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43531|issue:44821", + "issue:44568|issue:46491", + "issue:45672|issue:45674", + "issue:45823|issue:46463" + ], + "prepared_review_unit_hash": "f56ca69e6dc4ccddf4ee809b93931b25e9ec5df08f8a01da2e4b67c970126586", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly heterogeneous. The Qwen2.5-VL video-input reports (44479/45381) are clearly related, but the available metadata only supports a probable duplicate or narrower follow-up, not a confirmed same-root-cause match; the rest are distinct issues across unrelated subsystems.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the best umbrella tracker for the related Qwen2.5-VL video-input regression reports, but issue:45381 looks more like a narrower follow-up symptom than a proven duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest global issue candidate because it is the broadest and most central report in the only closely related pair, making it the most suitable canonical tracker among this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different subsystems and failure modes: Qwen3.5 hidden-state output bug vs tokenizer/version-dependent tokenization changes." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Unrelated: Flash Attention 2 support for XLM-RoBERTa vs a PyTorch import error in AutoModel." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different model paths and errors: auto device mapping/cuda assert vs video-input processing failure." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both mention video inputs, but they affect different Qwen model families and likely different code paths/root causes." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Distinct problems: repo loading failure vs list_repo_files not forwarding revision in CI." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen2.5-VL video-input regressions, but the metadata does not establish the same underlying root cause strongly enough to merge as duplicates." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are Trainer-related, but one is num_input_tokens_seen not updating and the other is an unexpected compute_loss argument; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Install/backend packaging issue vs a model-loading failure; no shared concrete code path." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model bugs, but they concern different architectures and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same general area, but different Qwen model families and different video-input failures; not enough evidence for the same concrete bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures with no clear shared implementation bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer regressions in v5, but on different tokenizers and different mechanisms; too broad to merge." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: MOE weight conversion with accelerate/deepspeed vs RoPE layer-dropping in Smollm3." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: init_empty_weights/_is_hf_initialized constructor issue vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Completely different failures on different models and code paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer-internal errors, but one is AddedToken special handling and the other is Mistral regex patching; not the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression vs Mistral tokenizer regex crash; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch rotary-position machinery, but one is missing RoPE layers and the other is a decorator/registration crash; different fixes." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time errors: config/key lookup issue vs Float8 storage TypeError." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-related, but one is a RoPE-layer issue and the other is a still-image temporal-position scaling bug." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal models and different bugs: dtype mismatch in preprocessing vs pipeline generation failure." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but one is BLIP2 dtype persistence and the other is CI inference mismatches for different wrappers." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Versioning/config issue for MIN_PEFT_VERSION vs CI breakage from removed Sam3LiteText config references." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU tensor creation bug vs T5 decoder-input validation error; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different areas entirely: Qwen3-MoE sliding_window vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different tokenizer implementations and different observable behaviors." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference issues, but one is a uint8/torch.finfo problem in Gemma4 audio modules and the other is BitsAndBytesConfig skip-module handling." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-mapping Gemma4 forward bug vs T5 decoder validation message issue; no shared underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly conservative, but the accepted 44479/45381 edge is a bit too strong for the packet: the metadata only shows overlapping Qwen2.5-VL video-input regressions, not enough to assert the same underlying root cause (e.g. position-id/rope indexing). Please phrase that pair as a likely duplicate or narrower follow-up rather than a confirmed same-bug match. The rest of the soft-edge rejections look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 24, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44625", + "issue:44737", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46693", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:46463|issue:46899", + "issue:28282|issue:32090", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:44493|issue:46050", + "issue:41762|issue:44936", + "issue:43761|issue:46829", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:43452|issue:44843" + ], + "prepared_review_unit_hash": "4232581a9302abde4be7fba669177c561368305355765c04dd87ae0e6be7ffff", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35801, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated regressions across tokenizers, config loading, generation, quantization, distributed training, and model-specific forward paths. None of the soft-edge candidates look like the same underlying bug/change, so they should stay separate. If one issue must represent the set, the broadest concrete regression is the AutoTokenizer token-ID bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45920 is the broadest concrete regression here, affecting multiple models with a clear tokenizer-loading failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest standalone issue: it is specific, regression-like, and impacts several model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Different bugs: one is a reproduction of issue 38071, the other is an FA2 long-context performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated failures: DeepSpeed training weight shape error vs BART generate decoder mask unbound local variable." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Both are reproduction-style reports, but they target different examples and different failure modes." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is num_labels propagation and the other is strict loading of granite_speech config." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Different areas and symptoms: video input validation vs FA2 generation performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading, but one is gguf_file support and the other is a specific model load failure." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different model-parallel bugs: Gemma4 shared_kv_states KeyError vs Qwen3.5 TP plan omissions." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and outputs: RTDetrV2 output divergence vs VideoPrism hidden_states misassignment." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor placement bug is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation messaging and Gemma4 quantized multimodal casting are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and _gpu_broadcast_one NoneType support are different failure classes." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are regressions, but one is save_pretrained visual-key serialization and the other is wrong token IDs in AutoTokenizer." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Different config bugs: GPTNeoX reload defaulting vs rope-validation TypeError on JSON-loaded lists." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT label reduction bug and single-label zero-loss bug affect different code paths." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated model-specific bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the concrete failures differ: serialization inconsistency vs translation-model tied-weight issues." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and T5 decoder-input validation are separate model-family bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field problems, but one is trust_remote_code loading and the other is strict-dropping a Qwen3_5MoeVision field." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different persistence bugs: unexpected position-id key vs quantized model save/load breakage." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load failure and trainer.evaluate-after-train are different stack traces and triggers." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both touch hidden_states, but they are different model families and different incorrect behaviors." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs: MLuke task handling vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities and processor.tokenizer regression are different model/API issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLuke task AttributeError are unrelated tokenizer defects." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading/tokenizer paths, but gguf_file support and offline mistral regex patching are distinct bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 25, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44464", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013" + ], + "soft_pairs": [ + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:46832|issue:46932", + "issue:43525|issue:46701", + "issue:43531|issue:43742", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:29159|issue:33357", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43688|issue:45704", + "issue:43452|issue:43577", + "issue:43688|issue:45701", + "issue:43761|issue:47013", + "issue:43756|issue:46402", + "issue:42898|issue:46491", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:33666|issue:36010", + "issue:44821|issue:46821" + ], + "prepared_review_unit_hash": "f4454435cf1fe2fa6fff7ec7716119130d158a191567076c876a08fc84c139fa", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35382, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues across tokenization, model loading, backend dependency handling, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out: the set spans many different models and code paths, so there is no clear duplicate center to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is heterogeneous rather than a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different features and failures: DAC latent reconstruction vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model complaints, but they involve different models and different bugs (nonsensical outputs vs non-default-resolution failure)." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated: Gemma processor import error vs Windows/ROCm torch.distributed dependency breakage." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both hit detection losses, but the concrete failure modes differ: AMP fp16 crash vs infeasible cost-matrix error." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "Different subsystems: RT-DETR forward shape/type error vs Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Different models and code paths; one is a config attribute error, the other is a diffusion pipeline failure." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug and MobileLLM load-time KeyError are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions around processors/tokenizers, but they affect different models and distinct behavior." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend/optional dependency handling, but the backend names and failure paths are different." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS bus error on CLIP; no shared underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but they are different tokenizers with different concrete failures." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP RAM-efficient loading are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and apex RMSNorm memory leak are separate bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different loading issues: gguf AutoTokenizer/AutoModel path breakage vs Blip2 dtype propagation." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization and tokenization changes are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different model forward bugs: CLIPVision hidden_states regression vs xLSTM tuple-unpacking crash." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weights not loading are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both involve tokenization output, but one is a global clean_up_tokenization_spaces change and the other is a CodeLlama leading-space regression." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked compiled generation inconsistency and Qwen recurrent-state reset are different bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but one is an offline model_info call and the other is a separate tokenizer-loading regression." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different token-ID problems: missing special-token registration vs lost custom IDs after save/load." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Same family but not same bug: video-input regression vs num_labels propagation issue." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the model, trigger, and failure mechanism differ." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training discussion and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 26, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:43550|issue:44361", + "issue:44484|issue:44704", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:43688|issue:45440", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:44734|issue:46612", + "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:33666|issue:36331", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:44514|issue:45290", + "issue:39692|issue:43493", + "issue:43643|issue:44561", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:43525|issue:43572", + "issue:45823|issue:46050", + "issue:28218|issue:33357" + ], + "prepared_review_unit_hash": "3b6f58d4e98090e9972a3a4ea9d9ac0503664477916b8b2902abb6e85422335a", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37423, + "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 a broad semantic pile of unrelated issue reports, not a duplicate set. The soft pairs mostly share generic wording like model/API errors or save/load regressions, but they point to different models, code paths, and failure modes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the items cover unrelated bugs/features across tokenization, training, generation, loading, quantization, and docs, so they are not the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global canonical representative for this cluster because the reports are too heterogeneous to merge as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different failures: Bamba torch.compile/SDPA vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated topics: save_pretrained shard size question vs AutoProcessor cached_file kwargs passthrough." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern serialization, but one is device-dependent lm_head.weight saving and the other is sinq quantization round-trip failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Different bugs: Trainer _gpu_broadcast_one NoneType error vs Qwen2-VL multi-GPU training issue." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model/math problems: auxiliary loss normalization vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Same family only broadly; one is Qwen3.5 flash-attention generation correctness, the other is FA2 long-context performance regression." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different code paths: compiled chunked generation inconsistency vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve generation cache handling, but one is serve KV continuation indexing and the other is beam-search cache reorder skipping across several models." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different failures: Qwen3 auto device map cuda assert vs compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different models and bugs: legacy config field when loading Beit vs Bamba compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading issues: Beit legacy field preset load vs BitNet packed-weights unpacking during accelerate loading." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated: Qwen3VL weight_only=True load error vs FA2 long-context performance regression." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different bugs: Blip2 dtype staying FP32 vs MPS attention correctness when value head dim differs." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both touch v5/model loading, but one is base_model_prefix loading breakage and the other is missing Qwen3.5 TP-plan entries." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different problems: dtype drift in eval vs auxiliary loss normalization." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both involve processors, but one is audio sampling-rate defaulting and the other is a v4.57.5 regression in processor.tokenizer/image handling." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different training issues: Qwen2-VL multi-GPU setup vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Different save/load bugs: BitNet packed weights vs DiaConfig losing custom token IDs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different failures: CPU offload device mismatch in bark-small vs DiaConfig save/load field loss." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different model-loading preset bug vs OmDet processor producing wrong image resolution." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template related, but one is batched padding=False crash and the other is assistant tool-call content handling." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family only; one is broken docs example and the other is an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but the causes differ: missing fields in AutoConfig vs removed is_torch_fx_available breaking remote models." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated: Phi-4 multimodal load failure vs PEFT minimum version bump to an unreleased release." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Completely different bugs: BitNet weight loading vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different issues: SigLIP2 implementation mismatch vs pipeline error message about translation tasks." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated: MPS attention correctness vs Trainer import failing because of datasets." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different model/hardware problems: Qwen3.5 flash-attention output issue vs FP8 inference failure on B200." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme but not the same bug: Llama4 missing pad_token_id vs StableLm missing pad_token_idx after v5 update." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: Gemma4 PLE device mismatch with device_map=auto vs sinq quantized model save/load breakage." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Completely unrelated: tokenizer extra-space behavior vs MacOS bus error with a community CLIP model." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 27, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:43452|issue:44451", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:33357|issue:33666", + "issue:44849|issue:46209", + "issue:43278|issue:43701", + "issue:44568|issue:45812", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44488|issue:44843", + "issue:44849|issue:45357", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:43257|issue:43299", + "issue:43504|issue:43606", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43334|issue:45759", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:46399|issue:46846", + "issue:43572|issue:44291" + ], + "prepared_review_unit_hash": "47fc186a4578f8c69d533206ca5a55d97349607ea74f79139b05e2f327e50df8", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous mix of unrelated model-loading, tokenizer, config, and training regressions. The soft pairs share broad themes but not the same concrete underlying bug, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated model families and failure modes, so choosing one as the cluster anchor would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone report: a broad, silent AutoTokenizer regression affecting all Granite models with a clear user-facing impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load failures, but 43452 is a gguf_file API break while 44451 is a model-specific ScandiBERT loading issue." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and ignored return_tensors are different input-processing bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc/example errors plus quantization failure do not match the processor/tokenizer regression in 43295." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient growth are distinct code-path problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in eval is not the same as the DeepSpeed gradient instability report." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and tied-weight serialization inconsistency are different failures." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and post-upgrade accuracy regression are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions for different model families; no shared concrete root cause shown." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 inference crash are unrelated issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Eval dtype change and resume_from_checkpoint key mismatch are different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer bugs, but for different models and different failure modes." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token persistence and MLukeTokenizer AttributeError are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B TP OOM and MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure and offline-mode regex patch bug are not the same root cause." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden_states behavior and save_pretrained visual-key regression are distinct." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2.5-VL and Float8 storage deserialization are unrelated." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different model bugs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE conversion under accelerate/deepspeed and Qwen3VL MoE loading breakage are different issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading and Bark CPU offload device mismatch are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-limit RuntimeError and accuracy regression after upgrade are not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure inconsistency do not share a concrete fix." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve multimodal config handling, but one is a missing pad_token_id attribute and the other is unwrapping text_config; different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import key error are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id and missing pad_token_idx are different config regressions." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Kernel-registration crash and TP-plan omissions are different Qwen3.5 issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLm pad_token_idx regression and unexpected _is_hf_initialized init arg 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": 26, + "review_unit_index": 28, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832" + ], + "soft_pairs": [ + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:44869|issue:46752", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:29942|issue:30333", + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:15354|issue:38175", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:44423|issue:44734", + "issue:45406|issue:46121", + "issue:44977|issue:46710" + ], + "prepared_review_unit_hash": "586fb8c86151edfe25c102a45cf8ad92cb65fb1b52dea9be0e00ee958bae98be", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34895, + "estimated_input_tokens": 8724, + "estimated_eval_tokens": 17704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the proposed soft pairs are mostly broad topical neighbors, not true duplicates. I would reject all soft edges.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest and most central anchor in this set (quantization/offloading, highest inbound references), but it is still not a true duplicate representative of the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related CI failures, but one is CPU offload mismatch and the other is a stale GraniteSpeech test; different code paths and root causes." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different model/component failures: dtype mismatch in inference wrappers vs RTDetr forward shape/type error." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated tokenizer/token-loading bugs; one is a legacy field when loading Beit semantic segmentation, the other is BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is compiled-forward output inconsistency and the other is cache length config semantics; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "A GenerationConfig validation error and a DiffusionGemma pipeline failure are distinct issues." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading, but one is runtime offloading behavior and the other is save/load corruption after quantization; not the same concrete defect." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Training instability with ZeRO-3 is unrelated to a model-load failure for Phi-4 multimodal." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 incorrect outputs and a generic position-id key warning are different problems." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4/device-map related, but one is CUDA OOM in multi-GPU inference and the other is a specific device mismatch during forward." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Training-time mm_token_type_ids defaulting vs inference OOM are unrelated bugs." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash and empty chat-template input IndexError are different input-validation paths." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "A flash-attention sink-less-model crash is unrelated to quantized save/load breakage." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning with trailing slash is unrelated to GPT-oss CUDA OOM." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and Trainer _gpu_broadcast_one NoneType error are separate subsystems." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are distinct model-specific bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compiler error for non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in a pixel decoder and the other is a memory overflow in sam3-litetext; different underlying problems." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version-check import bug in flex_attention are not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and DeepSeek accuracy regression after upgrade are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different bug classes." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are transformers serve crashes, but one is multimodal continuous batching with string-to-device handling and the other is KV-cache continuation indexing; not mergeable as one PR." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON list handling are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and an accuracy regression after a version upgrade are different concrete 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": 26, + "review_unit_index": 29, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44737", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue: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:37428|issue:43824", + "issue:39692|issue:46192", + "issue:42490|issue:43493", + "issue:44554|issue:45356", + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:44466|issue:45127", + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:42915|issue:43824", + "issue:44737|issue:46894", + "issue:43824|issue:43975" + ], + "prepared_review_unit_hash": "fbd422a694642fe0ac8bdbcfd4a53292500b931f464dff77918414bd0da4bd45", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "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 highly heterogeneous: most items are unrelated Transformer bugs/regressions that only share broad vocabulary (tokenizer, processor, multimodal, loading, dtype, attention). None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43295 is the broadest and most central recurring theme in the cluster: a user-facing regression around processor/tokenizer behavior in multimodal workflows. It is the best anchor, though the cluster overall is not a true duplicate set.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "Issue 43295 is the strongest representative issue because it sits closest to the repeated processor/tokenizer regression theme that the soft matches are loosely clustering around.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both involve processor-side multimodal inputs, but one is a tokenizer/processor regression and the other is a batched video-shape bug; different code paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "An import error for a flash-attention helper is unrelated to model loading with torch.device(\"meta\"); different failure modes and subsystems." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "One is a bfloat16 dtype mismatch in inference, the other is Wav2Vec2 save_pretrained/tokenization failure; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaults are distinct multimodal issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are different underlying problems." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/batched padding, while the other issue is about return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to the return_tensors/text_kwargs precedence bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor/tokenizer regression is not the same as OmDet-Turbo producing the wrong image resolution." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size raising AttributeError." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both touch Gemma4, but one is about defaulting mm_token_type_ids and the other is a forward-pass device mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth during training." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate UnboundLocalError and failing Flash Attention 2 tests are different issues with no shared concrete bug." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch-shape handling and tensor-parallel OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "A Python 3.13 flash_attn import KeyError is unrelated to an unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast on transformers>=5.1.0 are not the same defect." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different root causes." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A local-path import warning and a SigLIP2 HF-vs-JAX discrepancy are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to the Kimi tokenizer regression." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 implementation discrepancy are not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency and LoRA merge collapse with extended vocab are related only loosely by weights; not the same fix." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong vision_position_ids for Qwen2.5-VL video input is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Extra space after added token and output embedding reinitialization after resize are different tokenizer/model-init issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 dtype change in evaluate and Qwen3 MoE memory inefficiency are not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and a Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU placement bug and CohereASR double-shift training loss bug are unrelated model-specific defects." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "A missing Qwen2_5_VL export import error is unrelated to deepseek-coder detokenization in v5." + } + ] + }, + "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": 26, + "review_unit_index": 30, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:43950|issue:46285", + "issue:43262|issue:43450", + "issue:45200|issue:46899", + "issue:43334|issue:43525", + "issue:45200|issue:46932", + "issue:44442|issue:45198", + "issue:44898|issue:45412", + "issue:44792|issue:45563", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:44857|issue:45593", + "issue:44206|issue:45584", + "issue:43606|issue:45083", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:43335|issue:43653", + "issue:37428|issue:43425" + ], + "prepared_review_unit_hash": "ef1342a6eefe20c51c86e43c26e3fd96f529853800300506f0266a8439d66530", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36220, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated regressions or different model-specific bugs. The only strong duplicate-looking pair is the Gemma4 quantized multimodal embedder dtype-cast issue (#46899 and #46932).", + "confidence": 0.79, + "canonical_issue_reason": "Issue #46899 is the clearest primary report: it describes the concrete Gemma4 4-bit quantization failure in audio/vision embedders and is broader/more foundational than the follow-up phrasing in #46932.", + "canonical_pr_reason": null, + "best_issue_reason": "#46899 is the best issue candidate overall because it most directly captures the underlying bug and can serve as the canonical ticket for the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but they describe different failures in different components (BigBirdTokenizer special-token decoding vs GraniteSpeech stale device override)." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Unrelated bugs: GGUF loading/from_pretrained failures versus stale config dtype after from_config(dtype=...)." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model loading/structure regressions, but the concrete problems differ: non-persistent buffers versus CLIP text model attribute structure mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio sampling-rate defaults and batched video shape handling are separate processor bugs with different code paths." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4 multimodal inputs, but one is about missing mm_token_type_ids defaults and the other is a 4-bit dtype-casting regression." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they involve different configs/models and likely different fixes." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Same broad model family, but not the same underlying bug: token-type-id defaults versus quantized embedder dtype casting." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer save/load failure is a different issue from Wav2Vec2 save_pretrained/tokenization behavior." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default resolution failure and RT-DETR memory not releasing are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale paged-generate warning are different generation issues." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video input regression for Qwen VL models and return_tensors being ignored with text_kwargs are separate API regressions." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC from_latents mismatch and GraniteSpeech CI failure are not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type-id defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal issues." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are different hardware/runtime problems." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are separate model/config issues." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve removed/available utility APIs, but one is trust_remote_code breakage from is_torch_fx_available removal and the other is a missing falcon mamba availability helper." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Documentation-only pipeline reference mismatch is different from docs mentioning return_all_scores." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are unrelated vision bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and qwen3_omni_moe feature-length helper behavior are distinct internals." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both affect label handling, but gather_for_metrics tuple truncation and BeitImageProcessorFast reduce_labels returning one label are different code paths." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after from_config and TimesFM window_size AttributeError are unrelated config bugs." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen multimodal config unwrapping and CLIP text-model structure inconsistency are separate model-construction issues." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are not the same defect." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor center-arg regression and Whisper empty-transcription failure after align_special_tokens are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length computation are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and RT-DETR memory cleanup are completely different issues." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max length behavior and static-cache get_seq_length device-tensor arithmetic are distinct cache-system bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import error and Torch 2.10 incompatibility are different compatibility 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": 26, + "review_unit_index": 31, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:28282|issue:33357", + "issue:29942|issue:32090", + "issue:43611|issue:44466", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:45520|issue:46170", + "issue:44855|issue:45083", + "issue:44448|issue:44743", + "issue:44514|issue:44521", + "issue:43335|issue:45083", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:29127|issue:32090", + "issue:43278|issue:43825", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43720|issue:44112", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:44617|issue:46697" + ], + "prepared_review_unit_hash": "19fe861210074ed3b64380b64d280f75ce93e8a4cb72ff38a60b326a3b86765f", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated issue reports. Only one soft pair looks like a true duplicate: the two identical Qwen3.5 MoE from_pretrained errors. All other proposed pairs are related only by broad subsystem or vague symptom similarity and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it is the earlier report of the exact same Qwen3.5 Moe from_pretrained failure later repeated in issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best global issue candidate because it has the strongest duplicate evidence in the set and represents the only clearly merged-under-one-bug pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are import/runtime failures, but the causes are different (missing PyTorch vs Mac bus error on CLIP)." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both involve training/attention behavior, but one is Flash Attention 2 test failures and the other is a Trainer NoneType broadcast error." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both concern model loading/serialization in v5, but one is base_model_prefix loading and the other is tied lm_head.weight serialization; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/runtime failures, but one is Bamba torch.compile+SDPA and the other is a stale GraniteSpeech device override test." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model families and failure modes: SwitchTransformers config creates the wrong sparse layer, while BEiT semantic segmentation fails due to a legacy preset field." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import-related, but one is a Python 3.13 flash_attn KeyError and the other is a Windows ROCm/torch.distributed dependency issue." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Both are model/helper bugs, but one is a Python 3.13 JIT parsing error and the other is unexpected output-length helper behavior in qwen3_omni_moe." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both mention output/state mismatches in v5-era code, but one is Pegasus generation differences and the other is recurrent-state reset in modular_qwen3_5.py." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat-template processing, but one crashes on batched padding=False and the other returns zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs in different subsystems: SwitchTransformers sparse-layer construction vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template issues, but one is tool-call content handling and the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern unrelated symbols and root causes (_flash_supports_window_size vs HybridCache)." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model bugs: SwitchTransformers config creates a sparse layer incorrectly, while D-FINE omits auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "These are unrelated: SwitchTransformers config construction vs a CI stale device override issue in GraniteSpeech." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different error surfaces and code paths: LayoutLMv3 box validation messaging vs Trainer GPU broadcast of NoneType." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "One is a dtype regression in training/eval, the other is a pipeline error message about unsupported translation tasks in v5." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash/CPU-offload adjacent code, but one is a sink-less flash_attention AttributeError and the other is a Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both mention loading models, but one is a slash-path import warning and the other is a unit-test failure loading a specific GLM-4.7-Flash model." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are model-loading or state-related regressions, but one is Llama 3.2 Vision load breakage and the other is embedding reinitialization after resizing." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: BitNet packed-weight loading under accelerate versus a GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different model components and symptoms: DAC from_latents mismatch vs unexpected position-id keys across many models." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "One is documentation/example errors for SigLIP2, the other is a BeitImageProcessorFast bug in reduce_labels; not the same bug." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different loading failures: missing chat template on a processor versus DiffusionGemma weights staying on meta with device_map auto." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both are device/precision failures, but one is CPU-offload device mismatch in Bark and the other is float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same concrete bug: identical Qwen3.5 Moe from_pretrained error reports with matching titles and scope." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer/model behavior regressions: Pegasus output differences vs Deepseek tokenizer incorrect results in v5." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different categories: SigLIP2 documentation/example mistakes versus a broad runtime issue with unexpected position-id keys." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token is a text-processing bug, while the other is a Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Both are image/video model issues, but one is CUDA OOM for Sam3Video and the other is Swin2SR over-padding in the image processor." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and the soft-edge rejections stay conservative. The only clearly supported duplicate is issue:45310 / issue:45478, which have matching titles and closely aligned scope. The rest of the pairwise refusals are appropriately cautious and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 32, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45593", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655", + "issue:47000" + ], + "soft_pairs": [ + "issue:26413|issue:31501", + "issue:45459|issue:46234", + "issue:45127|issue:45245", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:10000|issue:15354", + "issue:44360|issue:44561", + "issue:44977|issue:45229", + "issue:44855|issue:46399", + "issue:29870|issue:33290", + "issue:45290|issue:46655", + "issue:40444|issue:43526", + "issue:43927|issue:45698", + "issue:43278|issue:43381" + ], + "prepared_review_unit_hash": "10eed0bfe33365fece08d53fd618f5478f883ffcb103af88729b3da971265230", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35883, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a heterogeneous similarity bucket, not a duplicate cluster: the issues span checkpoint/resume logic, tokenizer/config loading, multimodal/video handling, dtype/runtime regressions, OOMs, and model-specific bugs. None of the soft pairs appear to be the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster well because the items are unrelated across several code paths and models; the overlap is mostly generic failure wording.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative here, since the soft matches are not true duplicates and don't collapse to one concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume failure and training startup failure are different bugs in different stages of the training flow." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "One is tokenizer error masking around protobuf imports; the other is a missing import_utils availability helper." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA vocab/tied-embeddings collapse is unrelated to the 2^24 categories limit error." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor arg and Gemma4 device-map mismatch are separate code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-checkpoint key mismatch is unrelated to qwen3_omni feature-length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but one is a training loss crash under AMP and the other is an inference bfloat16 mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Distributed trainer broadcast NoneType and MacOS CLIP bus error are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A trailing-slash import warning and a tensor-parallel OOM are unrelated loading issues." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Missing auxiliary losses and infeasible cost matrix are different detection-loss failures." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to the qwen3_omni output-length helper." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and a Llama 3.2 Vision loading regression are different problems." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are distinct symptoms with different causes." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate() decoder mask error and _gpu_broadcast_one NoneType error are different failures." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Eval/training dtype drift is unrelated to undefined variables in the video token-count helper." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call chat templating crash and video vision_position_ids bug are separate multimodal issues." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs and ignored return_tensors are different tokenizer API bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output change and Qwen3.5 flash-attention generation failure are unrelated regressions." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are not the same concrete problem." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve decorator/registration wording, but one is Python 3.13 JIT parsing and the other is a missing registration decorator." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generation error and Adafactor/deepspeed OOM are different training/runtime failures." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and video padding calculation bug are distinct multimodal issues." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multiple-images iterable dataset failure and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs not persisting and wrong custom module loading are different save/load bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16-to-FP32 eval dtype change and gradient-checkpointing-in-eval error 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": 26, + "review_unit_index": 33, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:44568|issue:45491", + "issue:29127|issue:34567", + "issue:44561|issue:44779", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:45588|issue:45823", + "issue:43381|issue:43701", + "issue:43278|issue:43575", + "issue:45198|issue:45803", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:29942|issue:30064" + ], + "prepared_review_unit_hash": "6f25178303c6ffd9c82fe69706c7b280194bec6d3324a8f8b3446edc1e3ff5de", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35935, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; the soft pairs are related only at a high subsystem level, not the same concrete bug/change. I found no duplicate-worthy PRs and no convincing issue-to-issue merges among the candidates.", + "confidence": 0.41, + "canonical_issue_reason": "Issue #43873 is the strongest standalone issue here: it is open, has multiple inbound references, and has the most active discussion, making it the best representative candidate for follow-up despite the overall set not forming a tight duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43873 is the best global issue candidate because it is still open, appears to describe a concrete runtime problem, and has the highest observed external attention in this list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated failures: a flash-attention import error versus TensorFlow missing from a pip extra." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different bugs: GPU broadcast NoneType error in Trainer versus OOM with Adafactor/DeepSpeed." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but the concrete failures differ: spurious recompilation from lazy init versus device-tensor slice arithmetic on static cache." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both are memory-related inference issues, but one is quantization/offloading behavior and the other is multi-GPU CUDA OOM for a specific model." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Completely different areas: pipeline top_k nesting versus Trainer broadcast/type handling." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility breakage is unrelated to DeepSeekV3MoE remote/native divergence." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one concerns generation output differences and the other serialization of lm_head.weight; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 box validation messaging versus TrainerState token counters not updating." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths: trust_remote_code imports versus DeepSeek tokenizer behavior." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention CLIP/SigLIP-style models, but one is a MacOS bus error and the other is documentation example/model-processor mismatch plus quantization failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma EOS-token config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different concrete problems: flash_attention.py crashing on s_aux=None versus PLE device mismatch under auto device mapping." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to tensor-parallel OOM when loading a large Qwen model." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Both touch preprocessing/tokenization, but one is save_pretrained/tokenization failure in Wav2Vec2 and the other is an exception-handling bug in FuyuBatchFeature." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both involve GPU inference, but one is cudaErrorAssert with auto device mapping and the other is multi-GPU OOM." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but one is a flash-attention regression and the other is a stale warning for num_return_sequences." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer bugs, but different models and failure modes: NER/padding crashes versus save_pretrained/tokenization failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model issues with no shared concrete code path." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Model-loading/base_model_prefix breakage is unrelated to rope-parameter dict conversion and JSON list typing." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Separate regressions: BART generate unbound variable versus Llama 3.2 Vision model-loading failure." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to Qwen recurrent-state reset in cached decoding." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions, but one is a feature extractor arg mismatch and the other is a video-input regression for Qwen VL models." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both concern quantization, but one is FP8Config failure during use and the other is quantized model saving." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures 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": 26, + "review_unit_index": 34, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44857", + "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:45834", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:45372|issue:45588", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43412|issue:45588", + "issue:43065|issue:43994", + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:45372|issue:45406", + "issue:45245|issue:45563", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:45372|issue:45459", + "issue:43421|issue:45491", + "issue:45406|issue:46701", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:43066|issue:44462", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:44857|issue:45588", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:43526|issue:44186", + "issue:33290|issue:35141" + ], + "prepared_review_unit_hash": "a8df0409502825a9c8579716feaf179298349a5dc1c21079bea46a0137b9cf7d", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37826, + "estimated_input_tokens": 9457, + "estimated_eval_tokens": 19170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: tokenizer, model-loading, export, attention, memory, and optimizer issues are all mixed together. No soft pair looks like the same underlying bug or change, so there is no safe duplicate collapse here.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits: these items span unrelated tokenizer, processor, export, attention, and memory failures across many models and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45406 is the closest thing to a representative only because it is a concrete Gemma4 processor crash, but it is still not a valid duplicate anchor for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import error vs flash-attention crash on sink-less models; different code paths and failure modes." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs DeepseekV3MoE divergence; unrelated model implementations." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs FastSpeech2ConformerTokenizer AutoTokenizer load failure." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv failure vs flash-attention attribute error; unrelated export vs attention bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs SigLIP2 nonsensical AutoModel/pipeline output; different models and symptoms." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf exception masking vs leftover dummy classes; unrelated tokenizer error handling and repo hygiene." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaNs in mixed-length sliding-window batching vs FA2 long-context performance regression; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization failure; different subsystems." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box validation error message vs CLIP bus error on macOS; unrelated issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer vs RT-DETR memory leak; different models and different failure types." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B-A14B tp OOM vs resume_from_checkpoint key mismatch; unrelated loading/runtime problems." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4, but one is a mistral_common import dependency break and the other is a missing _tokenizer attribute in serve; not the same code-path bug." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count RuntimeError vs stale num_return_sequences warning; unrelated generation issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path trailing-slash import warning vs gradient checkpointing in eval mode; unrelated behavior." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs embedding reinitialization after resize; different components and outcomes." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior; unrelated model bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output quality issue vs RT-DETR memory leak; unrelated vision-model problems." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 dependency import break vs protobuf-related tokenizer exception masking; different failure surfaces." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor update bug vs Gemma3 NaNs under sliding-window batching; not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor serve crash vs DiffusionGemma image-text pipeline failure; related family names but different concrete failures." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak vs sam3-litetext memory overflow; both memory-related but not the same issue." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2 tp OOM vs int4 quantization reserved-memory regression; different models and different root causes." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer bugs but not the same underlying defect." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer class load failure vs dtype mismatches in bfloat16 inference; unrelated problems." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward vs Whisper empty-transcription failure after token alignment; different paths." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 long-OCR index error; different preprocessing failures." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch; different models and incompatibilities." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs generic dependency issue; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Beit label reduction bug vs FA2 long-context performance regression; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 issue vs Adafactor+deepspeed OOM; different subsystems and symptoms." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 bug vs LayoutLMv3 error-message clarity; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss float16 AMP crash vs flash-attention s_aux=None AttributeError; unrelated failures." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 output issue vs sam3-litetext memory overflow; different models and bug classes." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM vs Llama 3.2 Vision model-loading breakage; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Beit image-processor label reduction bug vs LayoutLMv2Tokenizer NER/padding crash; different tokenization/preprocessing paths." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer-related OOM vs embedding reinitialization after resize; 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": 26, + "review_unit_index": 35, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46640", + "issue:46697", + "issue:46821" + ], + "soft_pairs": [ + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:45003|issue:45440", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:44855|issue:45137" + ], + "prepared_review_unit_hash": "9e75cc7b014977527dc733a26c2fc139b1206388ddcff2d38beb8697fa4186b4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35548, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly keyword-level similarities, not the same underlying bug/change. None are strong enough to merge as duplicates or the same PR.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the most active open issue with the broadest regression scope and the strongest discussion/inbound-reference signal, so it is the best cluster anchor despite the overall set being heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative issue here: open, heavily discussed, and broad enough to serve as the nearest umbrella for this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rope-related code, but one is a validation/type issue and the other is a kernel registration crash for Qwen3.5; different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different models and different symptoms: missing pad_token_id vs a sliding_window behavior issue." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic Flash Attention 2 reports, but there is no concrete shared bug path or identical failure description." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are unrelated runtime paths." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems entirely: flash_attention integration crash vs TimesFM window_size attribute handling." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL reports, but one is batched chat-template padding and the other is video position-id computation." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage is not the same concrete issue as disallowing optional post_init in patchtsmixer." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen rotary embedding CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation problems and a category-cardinality runtime limit are different bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache reset is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and an unsupported center argument in LasrFeatureExtractor are separate issues." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image padding/resolution failure are different code paths." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import-warning path normalization is unrelated to Qwen recurrent-state caching." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in BitNet and FastSpeech2ConformerTokenizer loading are unrelated failures." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend extra-install packaging and a missing import_utils helper are different repository issues." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder_attention_mask initialization are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init policy and Qwen video-input regression do not share a concrete fix." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both involve config API consistency, but they are different models and different missing fields/behaviors." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope/temporal position IDs and Swin2SR image over-padding are separate image-processing bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading and Gemma-3 eos_token_id configuration inconsistency are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor duplication and list_repo_files revision forwarding are entirely different concerns." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing custom config fields under trust_remote_code and GPTNeoX rotary_pct persistence are similar only at a very high level." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated errors." + } + ] + }, + "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": 26, + "review_unit_index": 36, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43316|issue:45759", + "issue:44442|issue:45803", + "issue:44190|issue:44496", + "issue:44987|issue:46178", + "issue:43761|issue:44079", + "issue:43931|issue:45216", + "issue:46829|issue:46932", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:43550|issue:43701", + "issue:27957|issue:32090", + "issue:42907|issue:45698", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:44464|issue:46421", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496" + ], + "prepared_review_unit_hash": "bc7a3f69593f013b815e4b3e67fcd390d59ff4b5d23a07a3ee52f87dd92cd001", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single-issue reports; none of the soft pairs look like true duplicates under strict triage. The only loosely related groups are save/load regressions and config/API consistency issues, but they still point to different code paths.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the broadest representative of the save/load regression subset, but this set is too heterogeneous for a true cluster-wide canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and APIs; Gemma config inconsistency vs. Qwen composite-config unwrapping." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and Fuyu exception-handling bug are unrelated code paths." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset script failure vs. unrecognized model/config loading error." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Specific model load failure vs. backend registration/import_utils error." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states regression vs. generic ModelOutput key bookkeeping bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen, but one is a load-time shape mismatch and the other is a save_pretrained regression." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output-field mix-up vs. Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update bug vs. metric gathering on tuple labels." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP output regression vs. attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch vs. CPU/CUDA output divergence." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Parallel script execution problem vs. tensor-parallel OOM on a specific model." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different load failures: OOM under tp vs. key error on model load." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA bug vs. checkpoint resumption key mismatch." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support issue vs. Trainer broadcast NoneType error." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load, but dequantized saving and wrong custom-module reload are different bugs." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output nesting bug vs. missing PyTorch dependency error." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs. checkpoint key mismatch." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length behavior vs. missing transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression vs. incorrect pipeline error message." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression vs. Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: Gemma eos_token_id config vs. Whisper empty transcription generation." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing utility symbol vs. kernels package version/revision import failure." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled-forward inconsistency vs. chunked-prefill cache recompilation." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init validation vs. non-persistent buffer initialization." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy vs. vision preprocessor/model dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend install metadata issue vs. Gemma config API inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "eos_token_id config mismatch vs. quantized save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression vs. GPTNeoX rotary_pct reload bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file-specific tokenizer/model loading vs. generic unrecognized model config error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 37, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:44162", + "issue:44190", + "issue:44242", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:44242|issue:46894", + "issue:44610|issue:46369", + "issue:45803|issue:46170", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43650|issue:46202", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:43572|issue:46178", + "issue:44792|issue:45600", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43673|issue:44743", + "issue:43352|issue:46640", + "issue:44534|issue:44913", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "c9b80adf320fd7bc33cba073f8b6f6c7ca29a530c1fd20a7733c6fc0eefdc0f7", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34482, + "estimated_input_tokens": 8621, + "estimated_eval_tokens": 17498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated standalone bugs. A few share broad themes (imports, cache, flash-attention), but none appear to be the same concrete underlying bug or change, so I\u2019d reject all soft-duplicate candidates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue stands out because the set is heterogeneous; if one issue must anchor the cluster, 45698 is the strongest standalone report by engagement and specificity, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Both involve import/runtime failure, but one is a bare-except bug in tensor conversion and the other is a Trainer import conflict with datasets; different code paths and fixes." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different models and failures: ESM2 is broken vs a Janus image-generation test failure; no shared underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs Ministral-3 FlashAttention 2 support failure; separate model issues and remedies." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length handling; distinct cache subsystems." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both concern training loss, but the bug mechanisms differ (router/load-balancing loss vs double-shift in ASR training)." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: processor output size mismatch vs memory overflow on sam3-litetext." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Import-related, but one swallows interrupts/errors and the other is a Windows/ROCm torch.distributed dependency problem." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3 family, but one is a dummy Conv2d/pixel decoder implementation issue and the other is an OOM problem." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal input issues, but one is Qwen3OmniMoe video input validation and the other is Qwen2_5_VL batched chat-template padding behavior." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Both are dependency/import issues, but they affect different backends and symbols; not the same defect." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap: placeholder issue vs Gemma pipeline roundtrip bug." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Pretrained preset legacy-field load failure vs wrong custom module loaded after save/load; related to loading, but not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A test failure for Janus is not the same as Qwen3.5 flash-attention generation breakage." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Pad token config regression and tensorflow_text backend registration error are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure vs auto_mappings referencing removed Sam3LiteText configs; different areas and fixes." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Both touch model inputs/weights, but one is LoRA merge with extended vocab and tied embeddings, the other is Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: metric gathering drops tuple labels vs auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but one is GenerationMixin chunked-prefill cache plumbing and the other is recurrent-state reset in a specific Qwen module." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is explicit unsupported-model gating and the other is a generic flash-attention issue with no concrete same code path." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk values vs rotary_pct not persisting on reload; different persistence bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor mismatch vs Sam3VisionEncoderOutput missing attribute; different components and symptoms." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script vs loading a specific multimodal model; not the same defect." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resize/reinit bug and trailing-slash local-model import warning are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash vs missing _tokenizer on Gemma4Processor; different code paths and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 38, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:45072|issue:46932", + "issue:45632|issue:46617", + "issue:44855|issue:45588", + "issue:46082|issue:46697", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:44617|issue:45584", + "issue:43827|issue:43994", + "issue:43673|issue:46421", + "issue:29870|issue:35141", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:44242|issue:46897", + "issue:25251|issue:27957", + "issue:45563|issue:45584", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:43854|issue:44792", + "issue:44617|issue:46369", + "issue:39692|issue:44190", + "issue:44464|issue:45563" + ], + "prepared_review_unit_hash": "4b4b3d0424f643de6115204cad11f719494bbbfab0177b1462e9bba284423955", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like a strict duplicate; the set is mostly unrelated model-specific bugs, docs regressions, and generation/cache issues. The best single issue anchor here is the broad Transformers 5.0.0 non-persistent-buffer regression.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43644 is the broadest, most infrastructure-level bug in the set and reads like a reusable root-cause anchor rather than a model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best overall duplicate anchor because it describes a repo-wide regression with likely downstream symptoms across many models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype/quantization-related, but they involve different models and different failure modes, so they do not look like the same bug." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code caching, but one is a leaf-directory collision and the other is a cache FileNotFoundError; the underlying bugs differ." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "These are unrelated failures: a Python 3.13 parsing/import issue versus a flash-attention attribute error." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "One is a config validation problem in LlamaConfig; the other is an image preprocessor padding bug in Swin2SR." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are entirely different code paths and bugs." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "A category-cardinality runtime error is unrelated to the cache seq_length tensor/device arithmetic issue." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same underlying problem as Whisper empty-transcription handling." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs reference stale after pipeline removals; the other is a model/pipeline correctness bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve chunked prefill/cache, but one is a missing cache regression and the other is a recompilation issue from lazy initialization." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart decoder kwargs initialization and embedding reinitialization in post_init are different defects." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "A weight-shape mismatch on model load is not the same as an incorrect tied-weights warning." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "General buffer initialization corruption and GPTNeoX config reload behavior are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "These are different loss-accounting bugs in different models, not the same concrete change." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention support are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import and a Qwen3.5 chat crash are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and a Python 3.13 import parse failure are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "One is about an optional post_init policy, the other about strict config loading; they do not share the same defect." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure and local dataset loading failure have no shared underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Device-map CUDA asserts and a categories-limit runtime error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "A video-input regression and a KV-cache continuation indexing crash are different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as the OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "These issues concern different subsystems entirely." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sink handling and xLSTM state unpacking are unrelated implementation bugs." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "A GLM-4.7-Flash loading problem and a janus image-generation test failure are different issues." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory pressure, but one is an OOM symptom in video inference and the other is a model-specific overflow report." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "A SigLIP2 docs/model mismatch is not the same as a local dataset loader problem." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency and a stale warning about num_return_sequences 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": 26, + "review_unit_index": 39, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:43295|issue:45276", + "issue:44112|issue:45600", + "issue:44779|issue:46489", + "issue:45290|issue:46752", + "issue:43526|issue:46697", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:44521|issue:45381", + "issue:44737|issue:45803", + "issue:25251|issue:29870", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:43854|issue:44964", + "issue:43673|issue:46858", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:45632|issue:46234", + "issue:42175|issue:44279", + "issue:27957|issue:35141", + "issue:44112|issue:44964", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:46082|issue:46121", + "issue:32090|issue:35141", + "issue:43404|issue:45216" + ], + "prepared_review_unit_hash": "21367d854fd4ca4034e2e6494965fc7a1a55ec833911d230e5afc85d3ee10367", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a collection of mostly unrelated Transformer bug reports. The soft-similarity links are superficial and do not describe the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44521 is the most concrete and currently active bug report in the set, with multiple inbound references and a clear reproducible failure path; it is the best representative issue only in the sense of being the most actionable one here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest issue candidate overall because it is open, well-scoped, and has the most evidence of downstream impact among an otherwise heterogeneous group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern tied embeddings / save-pretrained behavior, but one is LoRA merge collapse and the other is Qwen3.5 checkpoint serialization; different failure modes and code paths." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both mention vision/video inputs, but one is wrong vision_position_ids in qwen2.5-vl and the other is padding calculation in SmolVLM's video processor." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve multimodal model saving/loading behavior, but one is a regression around processor.tokenizer and tokenizer images, while the other is resize_token_embeddings not updating Gemma4 weights." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures only; one is a stale device override test, the other is an auto_mappings reference to removed configs. Different root causes." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer complaints, but one is a v5 regression and the other is a specific DeepSeek-Coder v1 gap in an earlier fix; not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes on edge cases, but one is tool-call assistant messages and the other is an empty list input." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image-processor padding/label handling issues, but one is reduce_labels returning a single label and the other is over-padding images in Swin2SR." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different model families and failures: Gemma4 embedding resize propagation versus Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are runtime ValueErrors in generation-like flows, but one is Qwen3OmniMoe video input validation and the other is transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both touch multimodal chat/template flows, but one is assistant mask generation and the other is video vision_position_ids; not the same defect." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor allocation bug versus Fuyu batch feature exception masking; unrelated code paths." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "One is pipeline output nesting with top_k; the other is BART generate() decoder_attention_mask initialization. Different subsystems and symptoms." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both relate to repo/file listing, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure versus a backend-installation mismatch between tensorboard and TensorFlow; not the same problem." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but one is GLM-4.7-Flash unit test loading and the other is Phi-4 multimodal model loading; distinct causes." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is missing GenerationMixin cache in v5 chunked_prefill and the other is device-tensor seq_length arithmetic in static cache under torch.compile." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency issue versus unsafe sys.modules access in modeling_utils; different bug class and fix." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading failures: missing fields with trust_remote_code versus unrecognized model_type in config.json." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading regression versus CI breakage from stale auto_mappings references; unrelated artifacts." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision, the other is a missing utility export. No shared underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/install dependency complaint versus generic dependency issue; titles and likely causes are too broad and not the same concrete defect." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to post_init reinitializing output embeddings after resize_token_embeddings." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Stale CI device override test and model-loading failure are unrelated; only both are test/CI-visible." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral-3-8B-Instruct is unrelated to multimodal assistant mask generation." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols and modules: Qwen2_5_VLImageProcessor versus AutoImageProcessor." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are separate configuration-validation bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error versus embeddings reinitialization after resize; no common code path." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen3.5-related regressions, but one is untied lm_head weights in generation and the other is incorrect save_pretrained checkpoint contents." + } + ] + }, + "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": 26, + "review_unit_index": 40, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:36246|issue:38617", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "issue:43295|issue:45335", + "issue:43650|issue:44220", + "issue:43976|issue:44987", + "issue:45083|issue:46506", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:44683|issue:45446", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:43673|issue:44336", + "issue:43479|issue:45375", + "issue:44496|issue:45759", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44016|issue:44062", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:46123|issue:46369", + "issue:44327|issue:46752" + ], + "prepared_review_unit_hash": "fd54bdb82d082df8ac83db0b34dc9734b10fc007099bb062444d50997a325136", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36028, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports; none of the soft-edge pairs looks like the same underlying issue or change. No PRs are present, and if a representative issue is needed, issue 44521 is the strongest standalone bug report.", + "confidence": 0.95, + "canonical_issue_reason": "No clear duplicate cluster emerges from the candidates; 44521 is the most representative standalone issue because it is open, has inbound references, and describes a concrete multimodal bug with clear impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best single issue to anchor the cluster: it is specific, reproducible, and more broadly impactful than the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they involve different missing symbols in different modules and unrelated code paths." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window bug; the other is an auto-mapping/config reference regression for Sam3LiteText. Different problems." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "A position_ids buffer read error is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification pipeline bug and a notebook syntax error are not the same underlying defect." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is missing GenerationMixin cache during chunked prefill while the other is about max_cache_length only applying to quantized cache." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Gemma4 dtype casting in quantized embedders are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "A processor/tokenizer regression is not the same as t5gemma resize_token_embeddings failing to update decoder.embed_tokens." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The vague 'ADD THE DATA' issue does not match the fbank feature extraction error." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A packaging/Python version compatibility complaint is different from a model-loading failure for a specific repo on 5.1.0." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different model families and different bugs: helper output lengths in qwen3_omni_moe vs CPU/CUDA result mismatch in PPDocLayoutV3." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error is unrelated to the _torch_extract_fbank_features() failure." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized-model config error is not the same as PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a runtime failure on torch >= 2.9 and the other is an incorrect version check for an AuxRequest import; not the same code-path bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for text classification does not match an unrecognized model/config loading error." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and a FlashAttention failure for Ministral-3 are different defects." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses when denoising is off are unrelated training/runtime behaviors." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling and ANSI logging output are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config bugs, but they affect different models and different fields; not the same underlying issue." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model loading and failing to unwrap text_config for composite multimodal configs are distinct loader problems." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python compatibility bug is not the same as a generic dependency issue." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failed janus image-generation test and cache max length semantics are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they fail in different places and for different reasons." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import errors from different symbols/modules; no shared code-path." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax failure and AddedToken keyword duplication are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Both concern multimodal generation, but one is a functional assistant-mask bug and the other is a performance regression in FA2 long-context generation." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency issue is not the same as a torch version incompatibility." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "A resize_token_embeddings wiring bug is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline partial-batch handling and a sam3-litetext memory overflow are different failure modes." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds and apply_chat_template empty-list IndexError are separate pipeline crashes." + } + ] + }, + "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": 26, + "review_unit_index": 41, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:47000" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:46082|issue:46399", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44075|issue:44368", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:44466|issue:45276", + "issue:43381|issue:47000", + "issue:43299|issue:43854", + "issue:43653|issue:45593", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:43479|issue:43525", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45081|issue:45907" + ], + "prepared_review_unit_hash": "84a494843c8b98e36c8311c30d8e3603da9846a6e09c25b8636392367fbfb030", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36470, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; none of the soft-edge pairs look like the same underlying bug or change, so all are rejected. The most actionable standalone issue is the Qwen3.5 save_pretrained regression, but it is not a duplicate of the others.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 45216 is the clearest, most concrete regression report in the set: it has a specific version cutoff, a user-visible failure, and a narrowly scoped fix target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is a strong triage anchor because it is specific, reproducible, and framed as a regression; the rest are mostly unrelated subsystems or vague reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen models, but one is a loading failure and the other is a save_pretrained regression affecting different code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated topics: a generic dependency issue versus a PEFT minimum-version bump." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different model families and failures: LlamaConfig validation versus Qwen3.5 rotary registration." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but they affect different models and distinct behaviors." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but one is about a SigLIP2 example and the other about pipeline docs wording/behavior." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Different problems: optimizer arguments being ignored versus a warning about tied embeddings in LoRA fine-tuning." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "No underlying overlap; 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none of the soft candidate pairs look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44246 is the broadest and most central-looking issue in the set, with the highest discussion activity and an import-path symptom that could plausibly relate to multiple adjacent reports, though the actual pairwise overlaps are still too weak to merge.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best single representative issue here because it is generic, high-traffic, and more cluster-central than the model-specific or environment-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto; different failure modes and code paths." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and a Gemma 4 processor import dependency error are unrelated subsystems." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Loading-report ANSI coloring and Qwen3.5 variable-length position_ids are unrelated bugs." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU offload in rotary embeddings and the other is variable-length position_ids; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving processor files and a data-filtering slowdown after upgrade are unrelated issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "These are different model internals with different symptoms: missing rms_norm_eps precision drift versus torch.split return values." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo-maintenance machinery, but one is stale auto_mappings references and the other is leftover dummy classes leaking into dir(); not the same defect." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backends vs Python version compatibility; same general area, but not the same underlying bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction drift and DeepSeek tokenizer output errors are model-specific and unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and Gemma-4 zero3 loading failure are different stages of different workflows." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs drift for return_all_scores and intermittent slow import are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache regression and CLIPVision hidden_states regression are separate model/runtime issues." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage are different models and different failure points." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure do not point to the same code path." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and RTDetrLoss infeasible cost matrix are unrelated model components." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "A specific Qwen2.5-VL import/export issue and a Python-version compatibility problem are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different layers and likely separate fixes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error and Gemma4 device-mismatch during forward are completely unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend packaging and torch/transformers version incompatibility are distinct environment issues." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing config attribute on Llama4 and trust_remote_code dropping fields are separate config-loading bugs." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI escape generation in loading_report are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage-object lookup failure and Qwen3.5 chat crash are different low-level/runtime problems." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels integrations, but one fails on importing pipelines due to version/revision requirements while the other fails in rotary embedding registration; not mergeable as one fix." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but the first is a Qwen2.5-VL still-image temporal scaling bug and the second is a Qwen3.5 variable-length input bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code output and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video-processor padding math and missing vision-backend image-processor handling are different processor bugs." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow imports and an unrecognized model/config parsing error are not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and missing TensorFlow backend are distinct import-time failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 43, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:43526|issue:45003", + "issue:45072|issue:46829", + "issue:45103|issue:46399", + "issue:43540|issue:46752", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:46614|issue:46665", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:44451|issue:46752", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:45003|issue:45561", + "issue:43262|issue:44246" + ], + "prepared_review_unit_hash": "d23ad338b1caa412579a33fb2f8a5214d95a7b98293cbe3be027cfe54d975af7", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36093, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy and mostly heterogeneous: it mixes import/load errors, Qwen/Qwen-MoE model regressions, processor bugs, training-loss issues, and unrelated docs/test/reporting items. I do not see a single underlying bug/change that unifies the whole set, so the soft edges should all be rejected.", + "confidence": 0.37, + "canonical_issue_reason": "If a single anchor is needed, issue 45003 is the broadest low-level runtime bug here (unsafe `sys.modules` access) and is closest to the import/load-error subset, but it does not actually subsume the many unrelated model, processor, and docs issues in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45003 is the closest thing to a cluster anchor because it is a core library-internals bug with broad impact, but the set is too mixed to treat it as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen3-Omi-MoE helper/output-length bug vs Qwen3.5 variable-length position_ids crash; not the same code path." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save/load metadata mismatch is unrelated to the Gemma-4 Zero3 from_pretrained failure." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Apply-rotary-pos-emb registration/decorator crash is distinct from variable-length position_ids handling." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race is unrelated to the stale `num_return_sequences` warning in paged generate()." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT `reduce_labels` fast-processor bug is unrelated to unsafe `sys.modules` access in modeling_utils." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch in SwitchTransformers/TimmWrapperModel is a different failure than VideoPrism hidden_states wiring." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring future-annotations crash is unrelated to Qwen3.5 kernel registration/decorator issues." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and empty-list chat-template IndexError are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen-MoE loading regressions, but they affect different model families and likely different loading paths." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Qwen3.5 chat crash." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state is a different bug than inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown is unrelated to the Gemma eos_token_id config mismatch." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is a different code path from variable-length Qwen3.5 inputs." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer-access bug is unrelated to Gemma-4 Zero3 from_pretrained failure." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different auxiliary-loss issues in different models; not the same concrete bug." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe `sys.modules` access is unrelated to TimesFM `window_size` AttributeError." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code output in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-symbol import errors from different packages; same symptom, not same bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing import symbols and different modules, so not a duplicate." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mentioning return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model load failure for ScandiBERT is unrelated to empty-list chat-template crash." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading issue is distinct from the ZeRO3 empty-deque IndexError." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but they are different bugs in different models and code paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Missing model_type config error is a different loading problem than unsafe sys.modules access." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Runtime import internals bug is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to Moe load-balancing-loss handling." + } + ] + }, + "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": 26, + "review_unit_index": 44, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:44162|issue:45200", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:43475|issue:46369", + "issue:43295|issue:45292", + "issue:44466|issue:45335", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44877|issue:45375", + "issue:44623|issue:46726", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:44479|issue:46170", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:42199|issue:46851", + "issue:44368|issue:44977", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "81eb3622858ef347c6e7cb4e5112322cba84f1fe23adcc48989afcd1efd7bb0f", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35261, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are all false positives: they span different model families, configs, runtime environments, or failure modes rather than the same underlying bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "issue:46894 is the strongest standalone report here: it describes a concrete, reproducible training-loss double-shift bug with external references and clear scope, unlike the rest of the set which is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 is the most representative issue to anchor on because it is specific, actionable, and well-documented.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen config-related, but one is about a missing strict-schema field and the other about AutoModelForCausalLM unwrapping text_config; different bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video input regressions, but they affect different model stacks and the reported failures are not the same code-path problem." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated models and symptoms: ESM2 is broken broadly, while Gemma 4 mm_token_type_ids defaults are a specific multimodal fine-tuning issue." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU-offload compatibility in rotary embedding and the other is a kernel registration crash; not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Completely different subsystems: token embedding resize vs RT-DETR loss infeasibility." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "One is a position_ids buffer access error; the other is a performance slowdown after upgrading transformers." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque exhaustion and broken auto_mappings references are unrelated failures." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM 3 issues: missing output attribute vs memory overflow in sam3-litetext." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings behavior." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied/embedding weights, but one is serialization inconsistency and the other is resize propagation to decoder embeddings." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2.5 VL image processor and a DeepSpeed/BertModel IndexError are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Mixture-of-experts load-balancing loss and RT-DETR AMP crash are different defects." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both touch strict config handling, but they concern different models and different missing/blocked fields." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Processor save_pretrained missing files and missing vision backend AutoProcessor error are separate save/load vs dependency issues." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Different bugs: BEiT reduce_labels returns one label, while Florence2 has a training-loss double-shift pattern." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility with transformers 5.0 is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a model on transformers>=5.1.0 and protobuf-related tokenizer error masking are different issues." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job status reporting are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression across Qwen VLMs is unrelated to Windows/ROCm torch.distributed import failures." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Different model families and different bug types; only the broad theme of label handling/training loss is shared." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during LoRA fine-tuning is not the same as a flash-attention generation regression." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR GC/memory retention and mask pipeline batch handling are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific model lacking Flash Attention 2 support is not the same as a generic Flash Attention 2 issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 45, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:44995|issue:45200", + "issue:44188|issue:46202", + "issue:45987|issue:46082", + "issue:44483|issue:46202", + "issue:43906|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:46752|issue:47020", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:45375|issue:45478", + "issue:43475|issue:43643" + ], + "prepared_review_unit_hash": "3b68582b99afdf9e7449ac41a904aeedd9b32443406809df6d48b59cff86ca23", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36284, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous issue reports across unrelated subsystems. The only plausible duplicate pair is the Qwen3.5 MoE config-loading reports; everything else looks distinct and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45375 is the most root-cause-specific report in the only plausible duplicate pair; issue:45478 reads like the broader user-facing from_pretrained failure caused by the same config-field problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the clearest, most actionable root-cause issue among the candidates and best represents the likely duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading vs Gemma4 multi-GPU OOM are unrelated failures." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows/ROCm import dependency issues involve different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision-encoder attribute error vs Qwen3OmniMoe video ValueError are different model bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained failure is unrelated to double optimizer-step behavior under deepspeed." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but a dummy Conv2d in the pixel decoder is not the same bug as the sam3_video/sam3_tracker type warning." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "ROCm/Windows import failure and RT-DETR forward shape/type error are separate problems." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading regression and accuracy regression after upgrade are not the same code-path issue." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning in fine-tuning is unrelated to stale num_return_sequences warnings in paged generate()." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Gemma fine-tuning warning are different issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is not the same as a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are different failures." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma roundtrip behavior are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough to match this Gemma roundtrip bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention compile/cache behavior, but divergent attention kernels and lazy cache recompilation are distinct bugs." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache state in GlmMoeDsa is unrelated to flash-attention crashing on s_aux=None." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support for Int and missing chat templates are different parts of the stack." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation handling and static-cache seq_length arithmetic are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder dummy layer and MaskGenerationPipeline partial-batch logic are separate bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and post-upgrade data-filtering slowdown do not share the same failure mode." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are related only at a very high level." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and missing-vision-backend processor errors are different issues." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat-template crash and XLMRobertaTokenizer/Unigram constructor mismatch are unrelated tokenizer bugs." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A Transformers upgrade slowdown and double optimizer-step behavior are separate symptoms." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and data-processing slowdown are not the same problem." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom-model init breakage in v5 and ESM2 breakage are both upgrade regressions but not the same code path." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission and optimizer stepping under deepspeed are different subsystems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "These look like the same Qwen3.5 MoE config-loading problem; 45478 is the broader from_pretrained failure while 45375 identifies the missing strict-config field." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video encoder missing attribute and AutoConfig trust_remote_code field loss are different model-loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s conclusions are grounded in the packet, and the single accepted pair (issue:45375 / issue:45478) is a cautious, plausible duplicate match. The rest of the soft-edge verdicts stay conservative and do not overclaim identity across clearly 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": 26, + "review_unit_index": 46, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46701", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000" + ], + "soft_pairs": [ + "issue:42994|issue:43482", + "issue:43475|issue:46821", + "issue:28282|issue:30990", + "issue:44964|issue:45137", + "issue:43232|issue:43673", + "issue:44188|issue:46851", + "issue:39692|issue:46726", + "issue:45310|issue:45375", + "issue:46877|issue:47000", + "issue:41628|issue:44933", + "issue:46463|issue:46877", + "issue:43986|issue:46726", + "issue:44869|issue:45356", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:44373|issue:46851", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:44945|issue:45753", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44857|issue:46877", + "issue:45081|issue:45103", + "issue:44038|issue:45310", + "issue:45593|issue:46877", + "issue:46202|issue:46701" + ], + "prepared_review_unit_hash": "75c5c91c3b31428062ba994aa47e31b79f1c8dd6d23bd5bee48ef99f0195f423", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36723, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly semantically related but not duplicate-safe: it mixes import/export regressions, model-specific loading failures, generation bugs, tokenizer/processor issues, and unrelated training/runtime crashes. None of the soft edges look like the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "If a representative issue is needed, issue 41628 is the clearest top-level API import regression and sits closest to other missing-symbol/import problems in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41628 is the best cluster anchor because it is the most general and reusable example of the public import/export breakage theme, while the rest are more model- or subsystem-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve quantized model workflows, but one is a quantized save failure and the other is a Qwen2.5-GGUF load regression in v5; different bugs." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are attribute errors on model outputs, but they affect different models and different missing fields; no shared code-path bug is evident." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "One is a missing-PyTorch import error, the other is Sentence Transformers hanging while loading; unrelated failures." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "These are different runtime failures in different execution paths: model loading vs. DeepSpeed ZeRO3 deque handling." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both mention generation/cache behavior, but one is a sync_gpus update bug and the other is a missing cache in chunked prefill; not the same issue." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different failures: torch.compile attention-kernel branching versus variable-length Qwen3.5 position_ids handling." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both touch processor/vision examples, but one is a SigLIP2 docs example with quantization/model mismatch and the other is a missing-vision-backend AutoProcessor error." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related loading/config issues, but one is a from_pretrained regression and the other is a missing config field being dropped by @strict." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Completely different areas: import-time doc-lint output versus a loss-function infeasibility crash." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import failures, but they are for different symbols and different modules; too broad to be the same bug." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "An error-message/docstring issue in T5 validation is unrelated to auto_docstring printing diagnostics at import time." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve missing vision dependencies, but one is a video-model AutoProcessor crash without torchvision and the other is a generic unrecognized image processor error." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/codec related, but the first is Whisper timestamp decoding on a trailing replacement character and the second is a Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "One is an empty generic report and the other is a specific Gemma-4 ZeRO3 loading bug; no meaningful duplicate signal." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different concrete failures: Qwen3-VL-Moe compatibility versus processor.save_pretrained missing files." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring for position_ids is not the same as a functional variable-length input bug using position_ids." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Both are model-loading related, but one is quantized saving and the other is a missing config attribute for Llama4; different code paths." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer load failure in v5 and a mistral_common continue_final_message bug are separate tokenizer issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings documentation/runtime guidance is unrelated to old InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading/quantization behavior and incorrect pipeline-parallel output are different distributed-inference bugs." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Different failures: importing sentence-transformers with latest transformers versus a Qwen3.5 kernel registration error." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is a processor initialization bug; Gemma pipeline roundtrip on \u2581 is a tokenizer/pipeline text handling bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and a Qwen3.5 image-specific infinite loop are not the same underlying problem." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasibility are unrelated runtime crashes." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing imports, but AutoImageProcessor and HybridCache are unrelated API symbols with different fixes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but GenerationMixin and AutoImageProcessor fail for different reasons and in different parts of the API." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA/AMP loss instability is unrelated to import-time docstring diagnostics." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patching and auto_docstring annotation handling are separate bugs with no shared code path." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a VL-Moe bug and the other is a from_pretrained regression for the 3.5 MoE model family; not the same concrete issue." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE denoising-loss behavior is unrelated to doc-lint output at import time." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both are Gemma-related, but one is a tokenizer roundtrip issue and the other is a pipeline failure for a different Gemma output 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": 26, + "review_unit_index": 47, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43295", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:44734|issue:45103" + ], + "prepared_review_unit_hash": "e59d0f98a70ed8501e11f82992263402043cfb185c604f394818375fc3696124", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37381, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one clear duplicate pair: the Qwen3ForCausalLM VRAM leak reports. All other soft pairs look like related-but-distinct bugs or unrelated issues.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the older, fuller report of the exact duplicate Qwen3ForCausalLM multi-dataloader VRAM leak; issue:43704 repeats the same title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue candidate overall: clear concrete bug, exact duplicate match, and likely the most complete discussion thread for that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/Qwen3.5 MoE, but one is about save_pretrained and the other about from_pretrained loading; different failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Generic quantized model saving failure versus an import error for a missing model class; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate title and same concrete bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both are FP8-related, but one reports accuracy issues and the other a save_pretrained/MoE save failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug and a Janus image-generation test failure are different code paths and symptoms." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow in torch-only install is unrelated to a nonexistent image_utils import." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Pretrained preset loading with a legacy field is unrelated to a pytest-xdist file race in testing utils." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Both affect CI/testing, but one is a captured_info.txt race and the other is stale auto_mappings references to removed configs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and a testing-utils file race are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "A version pin mismatch and import-time doc-lint stdout noise are separate issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing image_utils import are not the same underlying bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and DeepSpeed Adafactor OOM are distinct training problems." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in sentence-transformers and embedding reinitialization in post_init are different regressions." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and missing BOS/EOS addition are different tokenizer regressions." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing TensorFlow backend in installation and leftover dummy PT classes are unrelated packaging issues." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Config initialization bug and incorrect hidden_states assignment are different model-output/config problems." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files on processor.save_pretrained and Qwen3.5 MoE from_pretrained failure are not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Causal attention mask construction and MaskGenerationPipeline partial-batch handling are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance/memory concerns, but one is a dataloader-thread VRAM leak and the other is a long-context FA2 regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4Multimodal config defaults and Whisper word timestamp decode crash are separate issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer cleanup behavior and Granite token-ID regression are different tokenizer problems." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure and add_special_tokens BOS/EOS regression are distinct tokenizer issues." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated documentation problems." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Two broken documentation examples, but for different models and different failures." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization and ModelOutput key assignment are separate implementation bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and Deepseek tokenizer correctness are different regressions." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen2_5_VL import error are unrelated import failures." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 model support and MLFlow reporting on failed jobs are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-job MLFlow reporting and Llama 3.2 Vision model-loading regression are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior and processor.tokenizer/images regression are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch method in Glm46VImageProcessorFast and InternVL2 meta-init incompatibility are different multimodal loading issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in transformers serve and auto_docstring AttributeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet. The Qwen3ForCausalLM VRAM-leak pair is the only clearly duplicate match, and the other soft pairs are handled conservatively as related-but-distinct or unrelated. The canonical issue choice is also supported by the identical title and the older, more active thread." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 48, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:36331", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43122", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46614", + "issue:46710", + "issue:46762", + "issue:46932" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:45405|issue:45712", + "issue:43116|issue:44190", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:42831|issue:44623", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:44373|issue:44485", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:45071|issue:46082", + "issue:46614|issue:46932", + "issue:43122|issue:46209", + "issue:44190|issue:46082", + "issue:44263|issue:45092" + ], + "prepared_review_unit_hash": "b9a8174c1b097196f5b19ae033f30a54449239a506e7c3c21c56360f3fe34794", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36406, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of Transformers bug reports, with a loose concentration around tokenizer/v5 regressions. None of the proposed soft pairs look like the same concrete bug or a PR that could be merged together.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43122 is the broadest representative of the recurring tokenizer regression theme, and its v4.57.3-to-v5 behavior change makes it a good anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most generally phrased, user-visible version-regression issue among the candidates, so it best fits as the cluster\u2019s representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are different model/config bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different code paths: cleanup-space behavior vs Kimi codec/warning handling." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated: position_ids buffer access versus deepspeed causing optimizer.step to run twice." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to CustomTrainer.compute_loss() argument mismatch." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx and missing PyTorch are different import/setup issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A released PEFT version pin and leftover dummy classes are unrelated maintenance problems." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Two example-script failures, but they hit different scripts and different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer metadata serialization." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD args not being used is a runtime bug; the other is a documentation parameter-name mismatch." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3 issues: a tied-weights warning versus missing tensor-parallel planning metadata." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "A missing import from image_utils is unrelated to dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy concerns and missing processor.save_pretrained files are separate serialization/runtime issues." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "A model output regression and AttentionInterface.register behavior change are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both touch tokenizers, but one is BPE-marker handling and the other is AutoTokenizer loading in v5." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to the deepspeed optimizer double-step bug." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor save_pretrained missing files are different components and failures." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaults and non-persistent buffer junk initialization are separate config/state issues." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality limits and attention registration behavior do not describe the same underlying defect." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not the same as Minimax MSA numerical differences." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Attention registration semantics and DeepSeek-R1 accuracy regression are different problems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor and missing is_offline_mode come from different import surfaces." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring error for position_ids is not the same as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading failure and flash-attention generation regression are different tokenizer/model runtime issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and max_shard_size defaults are unrelated save-pretrained concerns." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking breakage and LlamaConfig head_dim validation are different config changes." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state and Gemma4 quantized embedder dtype casting are unrelated bugs." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior regression and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig validation." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value handling in a DSA indexer is unrelated to InternVL2 meta-init compatibility." + } + ] + }, + "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": 26, + "review_unit_index": 49, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43644", + "issue:43824", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46909" + ], + "soft_pairs": [ + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:30990|issue:38175", + "issue:43232|issue:45834", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:44295|issue:44623", + "issue:46369|issue:46909", + "issue:44263|issue:44373", + "issue:42907|issue:46050", + "issue:44263|issue:44360", + "issue:45092|issue:45357", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:45381|issue:46305", + "issue:22355|issue:27957", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43644|issue:46305", + "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:42757|issue:45278", + "issue:27957|issue:30990", + "issue:43408|issue:46369" + ], + "prepared_review_unit_hash": "f179eb952ba5760426d893d4dcb2efc3613b1535f5ca5cd201ca622ec01757e4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a heterogeneous collection of unrelated issues; none of the soft-similarity pairs look like true duplicates or the same concrete fix.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the issues span many unrelated areas (imports, tokenizers, generation, quantization, SAM3, Qwen, serving, and video processing).", + "canonical_pr_reason": null, + "best_issue_reason": "No globally best issue for deduplication: the cluster is too mixed to represent one underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to cache max length handling." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template are different failure modes." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading hang for SentenceTransformers is unrelated to SIGLIP2 zero-probability output." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync_gpus behavior is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing SAM3 vision encoder attribute is unrelated to MoonshineStreaming window masking." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a sliding-window off-by-one and the other is padding calculation in a different processor." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and save_pretrained missing files are separate save/load issues." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 memory overflow is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A DSA indexer split bug is unrelated to a docstring typo for position_ids." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized model persistence, but different quantization paths and symptoms." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Missing ReLU and wrong torch.split return handling are distinct DSA indexer bugs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility and incorrect visual encoder save keys are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy issues and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue is unrelated to a SequenceFeatureExtractor.pad performance regression." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "OpenAI chat request rejection and Gemma4Processor crash are different serve bugs." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong vision_position_ids in Qwen2.5-VL is unrelated to MoonshineStreaming masking." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "onnx import failure and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is not the same as NaNs at checkout/init." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps precision drift and meta-init incompatibility are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Generic FP8 accuracy issues and Qwen3-VL-Moe loading errors do not match." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing exports from transformers; same symptom class but not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and Moonshine window masking are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 model-type warning and missing text encoder weights are different SAM3 issues." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "onnx import failure is unrelated to tokenizer spacing after added tokens." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy problems and a Qwen3_5 image infinite loop are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS on add_special_tokens are different tokenizer bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized save failure are separate persistence problems." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to wrong decoder type selection." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific huggingface_hub import error is not the same as a broad many-import-errors report." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 for XLMRoberta is unrelated to Sentence Transformers loading hangs." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 type mismatch warning is unrelated to SAM3-litetext memory overflow." + } + ] + }, + "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": 26, + "review_unit_index": 50, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42796", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909" + ], + "soft_pairs": [ + "issue:44188|issue:44373", + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:43756|issue:44060", + "issue:44295|issue:44297", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:46172|issue:46762", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44117|issue:44704", + "issue:44625|issue:44829", + "issue:43122|issue:44521", + "issue:43408|issue:43475", + "issue:44704|issue:45290", + "issue:44360|issue:44485", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:22355|issue:29159" + ], + "prepared_review_unit_hash": "665a573210d2ed0dc022824314af0d3f888ea75ba6f333b95965ce9b1f3eb66f", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36185, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated one-off bugs. I found no soft pair that clearly describes the same concrete underlying fix; the closest theme is import-regression reports in v5, but the evidence is still too broad to merge as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45278 is the broadest representative report in this set: it describes a version-upgrade import regression affecting multiple symbols, which makes it the best umbrella issue among otherwise mostly specific bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most globally useful issue to keep as a representative because it captures the widest user-facing regression pattern and is more general than the single-symbol import complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different problems: one is a torch.compile attention-kernel divergence, the other is a docstring issue for position_ids." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenization, but one is a specific BPE-marker bug for Ministral-3-8B and the other is cross-version tokenization drift; not the same concrete bug." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated code paths: generation kwargs after sync_gpus vs D-FINE auxiliary losses." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids bug and a broken documentation example for DIA are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "A Qwen3OmniMoe video-input ValueError is not the same as a documentation-example bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression and NaNs in classification heads are different symptoms and likely different roots." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence Transformers and a MacOS bus error on CLIP are distinct failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized-save failure and Phi-4 multimodal load failure do not describe the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility break and pipeline-parallel output corruption are different issues." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are not the same code-path problem." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer and saving the wrong tokenizer_class are separate tokenizer/model-save bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken `transformers env` command is unrelated to a NameError when importing sentence-transformers." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API-settings messaging and a torch.split return-value bug are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer and failure to load cjvt/sleng-bert are different reports." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-regression reports, but 45278 is a broad upgrade-wide complaint while 41628 is one specific missing import; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized-save failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-V4 comb transpose behavior and Minimax MSA numerical differences are different model-specific attention bugs." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and stale Sam3LiteText references in auto_mappings.py are not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bugs and multimodal assistant_masks being all zero are different tokenizer/template problems." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are distinct from_pretrained/processor bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config is unrelated to flash_attention_3 causing degenerate training." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Version-dependent tokenization drift and multimodal assistant_mask generation are different behaviors." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type mismatch warning for sam3_tracker and a missing fpn_position_embeddings attribute are related only by model family, not by the same underlying bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and apply_chat_template crashing on tool-call messages are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation questions are different model components." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Cross-version tokenization differences and continue_final_message issues for mistral_common tokenizers are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and gguf_file breaking AutoTokenizer/AutoModel loading are separate loader/saver problems." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe behavior under transformers 5.0 and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing `transformers.onnx` module and slow-vs-fast tokenizer inconsistency are different bug classes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 51, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "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:42757|issue:44351", + "issue:43278|issue:44945", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:42673|issue:45072", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:45357|issue:45478", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:42371|issue:43874" + ], + "prepared_review_unit_hash": "8ef64d87b27db609e16e6dd43225a7b03fd7a9d7c5d7d528e4b1394e62619e52", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35715, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly a grab bag of unrelated reports. The only soft pair that looks like the same underlying Qwen3.5 save/load regression is 45216 and 45478.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45216 is the clearest representative of the Qwen3.5 save/load regression cluster: it is specific about a `save_pretrained` problem starting in 5.4.0, and 45478 reports a related `from_pretrained` failure on `transformers>=5.4.0` for Qwen3.5 Moe.", + "canonical_pr_reason": null, + "best_issue_reason": "45216 is the best issue representative because it is the most concrete, version-bounded report in the cluster and aligns with the related Qwen3.5 Moe load error in 45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5/Qwen3.5 Moe save/load path around transformers 5.4.0: one reports broken `save_pretrained`, the other a related `from_pretrained` failure." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe version breakage vs a `position_ids` buffer access error." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizers and failure modes: Qwen3 offset mapping vs Wav2Vec2 phonemizer backend state." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both touch MoE-related areas, but the reported problems are different: model/version breakage vs FP8 `save_pretrained` behavior." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different missing symbols; no shared concrete code path is evident." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated features: example-script multi-label classification vs Gemma 4 multimodal token ids." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/symbols; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "dtype mismatch during eval/training vs incorrect output under pipeline parallelism are distinct issues." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification example failure are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure for `transformers.onnx` vs a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging/install issue vs a Python 3.14 load failure; no shared underlying bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 HF/JAX discrepancy vs Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter-name mismatch vs import-time lint output; not the same change." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to `SequenceFeatureExtractor.pad` performance." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs stale phonemizer language state are different problems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella about many import errors, but 38617 is a specific missing symbol; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs bfloat16 dtype mismatches in CI are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "`base_model_prefix` loading regression vs NaNs in classification heads are different code paths." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers in v5, but the decoder-type issue and Deepseek incorrect results are not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but the symptoms differ and the overlap is only at the model family level." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility regression vs incorrect PyTorch version check for flex_attention import." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but one is about visual encoder keys and the other about Moe `from_pretrained`; too different to merge confidently." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example failure and SigLIP2 model discrepancy are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a docs parameter mismatch are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 is unrelated to NaNs in classification heads." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size bug and broken DIA documentation example are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction length helper behavior vs flex_attention version check are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance issue vs missing `get_number_of_image_patches` are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly conservative, but the canonical issue reason overstates the packet in one place: it mentions a \"Qwen3.5.5\" save_pretrained regression, which is not supported by the provided titles/metadata (the packet only shows Qwen3.5 and version 5.4.0). It also implies a root-cause link to 45478 that is plausible but not actually evidenced in the packet. Please keep the summary closer to the observed titles and avoid that extra specificity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 52, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46981", + "issue:47000" + ], + "soft_pairs": [ + "issue:46726|issue:46981", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:42673|issue:42796", + "issue:44263|issue:46762", + "issue:45092|issue:46762", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:42222|issue:43441", + "issue:43824|issue:46981", + "issue:42222|issue:47000", + "issue:42673|issue:46655", + "issue:43673|issue:46328", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:43937|issue:44977", + "issue:39401|issue:44779" + ], + "prepared_review_unit_hash": "a0c4de3e47719d9d3b5e990e9d3b7b455d91d3a37a0eb2ffb72aed5dec58471e", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36271, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs only share broad subsystem keywords (tokenizers, attention, training, processors) but not the same concrete bug or change. I would not dedupe any of the suggested pairs, and there is no strong canonical issue/PR anchor here.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across many different code paths, so there is no single issue that safely represents the cluster.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a good global representative because the cluster is not a duplicate set; choosing any one issue would be arbitrary and misleading.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both involve AutoProcessor, but one is a missing-vision-backend error and the other is repeated HTTP 429 retries; different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluation failure are unrelated code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field shape/assignment issues, but they affect different models and different fields; not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug vs pipeline translation-task messaging; different subsystems and fixes." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight loading and AutoProcessor keyword forwarding are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Both mention v5 tokenizer/model regressions, but the concrete failures and models differ completely." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer backend state and empty chat-template handling are different components and failure modes." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa cache crash and Swin2SR padding overrun are unrelated model- and processor-level bugs." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "GPT2 FlashAttention 2 support request is a feature request; the other issue is unspecified and not clearly the same change." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs Ministral tokenizer BPE-marker handling; different layers and bugs." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer vs numerical differences in Minimax attention; not the same problem." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "InternVL2 meta-initialization incompatibility is unrelated to Minimax attention numerics." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and an AuxRequest version check bug are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs Qwen3 offset_mapping bug; both tokenizer-related but not the same concrete failure." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption and chunked_prefill cache lookup are unrelated training vs generation bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model import/breakage and Ministral FlashAttention failure are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Qwen2.5-VL import error and repeated HTTP 429 retries are unrelated AutoProcessor issues." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "A dataloader-thread VRAM leak is not the same as a video-processor padding bug." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing GenerationMixin cache and SequenceFeatureExtractor padding inefficiency are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version bump and flex_attention version check are unrelated dependency/version issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both concern v5 compatibility, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking; different code paths." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty-list chat-template crash are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention-scaling backend regression and Gemma4 bidirectional-mask bug are different model-specific attention issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and NaNs in classification heads are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and Qwen3.5 FlashAttention generation failure are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions on different models with different symptoms; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 53, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44484", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:44410|issue:45310", + "issue:43450|issue:43986", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:45632|issue:46981", + "issue:42617|issue:45341", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:39401|issue:46209", + "issue:42222|issue:46178", + "issue:44484|issue:45310", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:42371|issue:46617", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:44261|issue:46762", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:43208|issue:46894", + "issue:43066|issue:43122", + "issue:43097|issue:44493" + ], + "prepared_review_unit_hash": "beb5d7e9f071881372e7af305128e8a30d4daa59eacbaf7f3b91458b370eea7b", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35188, + "estimated_input_tokens": 8797, + "estimated_eval_tokens": 17850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate pair is safe to merge here; the set is broadly about Transformers regressions, loading, and tokenizer/config issues, but most pairs touch different code paths or different failure modes. The closest umbrella issue is the broad import-regression report, but the cluster overall is too heterogeneous for a single true canonical.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set (post-upgrade import errors) and the closest fit for the import-error subset, though it is not a true cluster-wide duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest single issue to anchor the import-error regressions in this set; the rest are too specific or unrelated to serve as a better global representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is a missing projection in qwen3next internals and the other is a Qwen3.5 MoE from_pretrained failure; different bugs." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video-related, but one is a batched video processor shape bug and the other is an AutoProcessor crash when torchvision is missing." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is PreTrainedConfig type-checking regression; the other is dtype state not being written back from from_config(). Different code paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing_utils, but one is a generic small bug and the other is a captured_info.txt race in pytest-xdist; not the same underlying defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated failures: testing_utils behavior vs SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint regression are distinct issues." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision; the other is repeated retry behavior on HTTP 429. Different mechanisms." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same bug as the testing_utils issue." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping returning None and the Mistral regex patch AttributeError are separate loader bugs." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading problems: sam3 model-type warning vs MobileLLM key error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules; no same concrete defect is evident." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression vs noisy logging message; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Chat crash for Qwen3.5-35B and a padding performance issue are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset-mapping bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and unsupported backend mapping entry are different loading/config issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size behavior in save_pretrained and Qwen3.5 MoE from_pretrained failure are not the same issue." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the set_training doc/parameter-name mismatch." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API/settings change and q_a_layernorm epsilon precision bug are different problems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model type for OLMo are distinct config/model-loading failures." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific missing image_utils import and the other is a broad upgrade-era import-error report; not clearly the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/MoE symptoms: missing projections vs from_pretrained error." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical issues: config epsilon precision error vs Minimax MSA attention discrepancies." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args not used and optimizer step called twice under deepspeed are separate optimizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift training-loss bug are different model/training issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer regressions in v5, but one is decoder-type selection and the other is changed tokenization output; not the same concrete bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder behavior and unexpected position-id key warnings 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": 26, + "review_unit_index": 54, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:44263|issue:44485", + "issue:44077|issue:46981", + "issue:44483|issue:45464", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:44038|issue:44410", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484" + ], + "prepared_review_unit_hash": "ee785d72a872896fc84e0fa530aff157362a18845d593f4ea08c6ba52057e4b4", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38035, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster is present here: the soft-linked issues are mostly superficially similar (same subsystem, model family, or API surface) but describe different concrete bugs and code paths. I would not merge any of the proposed pairs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: torch.split return handling in GlmMoeDsaIndexer vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Unrelated issues: patchtsmixer post_init policy vs AutoProcessor retry behavior on HTTP 429." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat APIs, but one is generic /v1/chat/completions rejection and the other is a Qwen3.5 streaming failure." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Different areas: GenerationMixin chunked_prefill cache bug vs a testing_utils issue." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Same broad Qwen family, but distinct failures: Qwen3-VL weight-shape mismatch vs qwen3next missing projections." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated import error vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths: type checking vs tf backend detection." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained shard size question is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but the concrete bugs differ: one is shape mismatch, the other a v5/moe issue." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Different precision problems: bfloat16 compile warning vs Blip2 dtype remaining float32 on load." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different subsystems: GLM46V image processor method missing vs MLA q_a_layernorm config epsilon mismatch." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are model-specific support issues for different architectures." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Not the same bug: Ministral FlashAttention failure vs flash_attention_3 causing degenerate training." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Distinct low-level tensor bugs in different models/code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU issue is unrelated to the DeepSeek tensor transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API is unrelated to gguf_file loading failures." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to the testing_utils bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug in modeling_utils is unrelated to testing_utils." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache loading failure and HTTP 429 retry behavior are opposite network-path problems, not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific implementation problems: rms_norm_eps omission vs GLM-5 RoPE details." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated failures in different models: Qwen3_5 infinite loop vs SAM3 memory overflow." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to testing_utils." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "from_pretrained assumption about mapping names is not the same as the physical-intelligence/fast loading regression." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal in core config handling is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related bugs: missing image patch count method vs torch.split return handling." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both are generation/pipeline issues, but cache missing and final-batch is_last handling are different bugs." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-v3 divergence from remote implementation is broader and different from the DeepSeek-v4 transpose bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen config/model issues: missing attention projections vs a missing vision config field." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both affect processor loading, but one is missing torchvision and the other is a mistral_common ImportError." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different code paths: unsafe sys.modules access vs a testing utility bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Tie-embeddings API removal is unrelated to quantized model save/load corruption." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols and unrelated packages." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer state under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Both mention training bugs, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor-loading crash without torchvision is unrelated to max_shard_size behavior in save_pretrained." + } + ] + }, + "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": 26, + "review_unit_index": 55, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:46298|issue:46752", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:46172|issue:46710", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478" + ], + "prepared_review_unit_hash": "38eced785606793bf16baff5f1fb071bb8145503640a7e0c89ccd0be27762341", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36461, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated one-off bugs, import errors, warnings, and docs/test issues. I reject all soft matches; the closest thing to a cluster anchor is the very generic logging complaint, but there is no strong true duplicate group here.", + "confidence": 0.18, + "canonical_issue_reason": "Provisional canonical: issue 46298 is the most generic, high-level complaint and the least specific title in the set, but the surrounding items do not form a real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46298 is the broadest and most general-sounding issue, so it is the least bad representative for this noisy set, even though it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Generic logging complaint vs empty-list apply_chat_template crash; different code paths and failure modes." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; related area, different bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness due to missing set_seed() is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different removals; not the same underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config attribute vs quantization offloading failure; no shared concrete code-path." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch precision warning on bfloat16 compile is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading bugs." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek tensor transpose/dtype issue is unrelated to an accuracy regression after upgrade." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling and DiffusionGemma pipeline failure are different subsystems and failures." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both involve from_pretrained/loading, but one incorrectly hits the network and the other misses a weight in model loading." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluate/train failure is unrelated to importing Trainer being affected by datasets installation." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and auto_docstring annotation parsing are unrelated code paths." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling ignored under SDPA/FlashAttention is a modeling backend bug, not the same as cache lazy initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure and tensorflow_text backend mapping error are distinct environment/backend issues." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "AutoProcessor/torchvision crash and a notebook syntax error are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are both save_pretrained topics, but they affect different object types and failure causes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Model saving bug vs infinite-loop generation on a specific image; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning during compile is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup/check_repo leakage is unrelated to a generic logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are both warnings, but they stem from different models and different warning conditions." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Incorrect pipeline error message and inability to save Pipeline objects are separate pipeline issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failure are different model-specific bugs." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load is unrelated to the default max_shard_size in save_pretrained." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FA2 unsupported and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported FlashAttention 2 on Nemotron is not the same as GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The latter is only an isolated reproduction of another issue; there is no evidence it matches the tokenizer decoder type problem here." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and noisy logging are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to Trainer import being blocked by datasets." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 broken workflow issue and DeepSeek tensor operation bug are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention backend config being ignored is not the same as register() changing a registered function's behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init policy and Trainer import conflict are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained error are different sides of the loading/saving flow and not clearly the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 56, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45479", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46877" + ], + "soft_pairs": [ + "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:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43208|issue:43526", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:44483|issue:45290", + "issue:43611|issue:44655", + "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:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "0169f547ed51439a593f66104f6653e5956f1b362ba757464edd046866d834c2", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37687, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic-similarity bucket, not a true duplicate set. The issues span unrelated import errors, config/model attribute bugs, saving/loading regressions, backend/package conflicts, and model-specific feature gaps. No PRs are present, and I would not merge any of the soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is safe here: the items do not share one underlying bug or code path, only broad wording patterns.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global best duplicate target because the cluster is heterogeneous; any pick would be arbitrary rather than representative of one defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different bugs: missing Gemma3Config vocab_size vs Apple Silicon TypeError in allocator warmup." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated model behaviors: attention scaling ignored in GPT2 backends vs degenerate zero loss in sequence classification." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Both are import/package issues, but they involve different failures and root causes." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols/modules and different fixes." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different training-state bug in FSDP/PEFT vs GPT2 attention backend scaling bug." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Path-suffix import warning and bf16 compile warning are unrelated warning/regression reports." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request rejection and batched chat-template crash are different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions assignment regression is unrelated to GPT2 attention scaling behavior." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different import/local-files_only problems with no shared concrete bug path." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated model/component bugs." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL-Moe/fp8, but one is a generic bug report and the other is fp8 inference support; not the same defect." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both concern CLIP vision outputs, but one is attentions missing and the other is hidden_states regression." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug and GLM-5 RoPE implementation discussion are not the same underlying issue." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized save_pretrained failure and pipeline save_pretrained failure are different serialization problems." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-import symbols from different packages; no shared defect." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both involve Gemma4 settings, but one is embedding resize propagation and the other is bidirectional attention masking." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL loading regression and sorted-state_dict load error are unrelated loading failures." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug and Trainer import conflict are different areas and causes." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request validation failure is unrelated to chat-template tool-call batching crash." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and pipeline save_pretrained failure are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gap and GenerationConfig validation error are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 vocab_size attribute bug is unrelated to SAM3 vision encoder missing fpn_position_embeddings." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file loading errors and auto_docstring import-time stdout diagnostics are different problems." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline save_pretrained failure and sinq quantized checkpoint corruption are different serialization issues." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma/Qwen configuration bugs with no shared failing code path." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 missing vocab_size and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility bug and Python 3.14 load failure are not the same issue." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict sorting load bug and Qwen3.5 save_pretrained regression are different model-loading/saving defects." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 bidirectional attention and Llama head_dim validation are unrelated config checks." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 checkpoint saving regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different attribute errors on different configs: vocab_size vs pad_token_id." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config propagation issues, but for different models and different missing fields." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() unbound decoder_attention_mask and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug and cache-strategy typo are not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 57, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556" + ], + "prepared_review_unit_hash": "632904154bbbe0bf001cc24cc1c5b138d1cdc1bd4036bd76dd8b69be815f5c47", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose mix of loading/import/version-regression issues, with one clear duplicate subcluster around the Qwen3.5 MoE from_pretrained error. Most soft pairs are not the same underlying bug; only the import-time slowdown pair looks duplicate enough.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45310 is the best anchor because it is the earlier report in the exact Qwen3.5 MoE from_pretrained error duplicate pair (with issue:45478) and describes a concrete, reproducible loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest overall issue candidate: it is a specific bug report, has evidence of being duplicated, and is more actionable than the broader regression reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different problems: cache/layer update decoration vs broad import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated: SGD optimizer args vs importing Trainer requiring datasets uninstall." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained failures, but for different models and different missing pieces." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug vs Qwen3.5 variable-length position_ids bug; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Both involve boxes/losses, but they are different models and different failure modes." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate decoder_attention_mask error is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both affect importing, but one is compiled-file errors and the other is a torch.jit parsing/IndentationError issue." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict sorting load error and Gemma pipeline roundtrip failure are different loading/serialization bugs." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to the Trainer/FSDP2 optimizer-state bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing set_seed is different from xdist races on captured_info.txt." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different config/load issues for different models; not the same missing-field bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to the same underlying symptom: transformers import is slow; 41669 proposes the likely cause/fix, 44246 reports the same slowdown." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad decoration request vs a broad complaint that v5 breaks many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM are different issues." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression vs patchtsmixer post_init allowance; no concrete overlap." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad issue is unrelated to Python-version load failure." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict ordering issue vs incorrect visual encoder keys in save_pretrained; different bugs." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same general area (from_pretrained), but different models and different missing weights/config behavior." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing import error is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Attention field assignment regression and CLIP text-model structure mismatch are different problems." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flakiness is not the same as model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test failures with different root causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Set_seed flakiness is unrelated to auto_mappings references causing CI breakage." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken special-arg duplication are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior and SmolVLM num_frames semantics are different regressions." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing crash is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload incompatibility after version upgrade are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45310 and issue:45478 are an exact title match, so using them as the duplicate anchor is conservative, and the rest of the pair judgments mostly stay on the safe side by separating different models/code paths. The only accepted soft pair, issue:41669 vs issue:44246, is also plausible from the titles as a shared import-slowdown symptom. Overall this looks precise and suitably cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 58, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:44387|issue:44556", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:42548|issue:44351", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue: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:43576|issue:44938", + "issue:43352|issue:44961", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:44315|issue:46209", + "issue:41628|issue:42548" + ], + "prepared_review_unit_hash": "675708eb4fbc5ecabcce5b4c35cb842fa6be662a79bf8a37b4204cb21213e05a", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38289, + "estimated_input_tokens": 9573, + "estimated_eval_tokens": 19402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous/noisy: the vast majority of soft pairs are unrelated failure modes or different code paths. Only the RoFormer pair looks like a plausible duplicate; everything else should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46144 is the best canonical issue: it is the more specific, open report of the RoFormer attention-path bug and can absorb the related kwargs-forwarding complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46144 is the strongest representative issue because it directly names the core RoFormer attention-interface problem and is the clearest single bug report in the only accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different problems: FP8 save_pretrained behavior vs missing tensor-parallel plan for Qwen3.5 MoE." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "One is an import error for a specific model class; the other is a cache FileNotFoundError while loading trust_remote_code models." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated: offline/local-files-only network requests vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different bugs: multimodal token counting in GLM46V vs cache loading file-not-found." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM is a memory regression; checkpoint reload failure after version upgrade is a separate loading issue." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI/env command breakage is not the same as AttentionInterface.register behavior changes." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel plan metadata and the other is a from_pretrained error; not clearly the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow job status reporting and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are not the same as a data-filtering performance regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but different missing config fields and different failure modes." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: PreTrainedModel vs HybridCache." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to documentation confusion around model.forward args." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network behavior and FP8 save_pretrained are separate issues." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap; local-files-only requests vs an unrelated issue titled 'racoon'." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache internals, but the concrete bugs are different code paths and symptoms." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics and AutoProcessor backend-missing import handling are different processor bugs." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the unrelated 'racoon' issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting and tensor-parallel training are different subsystems and failures." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to forward-method documentation confusion." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 loading regressions, but one is specific to Qwen3VL MoE and the other is generic checkpoint reload after upgrade." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different root causes." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors are not the same as PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command failure is not the same as a missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "A missing huggingface_hub import and a broken env command may be related in theme, but not the same concrete bug without more evidence." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel/model_init behavior and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: env command breakage vs missing Qwen2.5-VL import." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion around forward args is unrelated to a missing layer_type_validation import." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No clear overlap; unrelated issue titles with different model areas." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to the unrelated 'racoon' issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and cache FileNotFoundError are different problems." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 import/load failure are different environment issues." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention 2.0 unsupported for NemotronH is unrelated to the unrelated 'racoon' issue." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video encoder attribute missing and trust_remote_code cache loading are separate bugs." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both involve FP8/MoE, but one is save_pretrained and the other is inference support; not the same change." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": true, + "reason": "Both describe the same RoFormer forwarding bug: kwargs/attention-interface information is not propagated through the model's attention path." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init behavior is unrelated to FP8 inference on B200." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports for different top-level APIs: AutoImageProcessor vs PreTrainedModel." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted pair, issue:46143 vs issue:46144, is clearly related from their titles, and the rest of the rejections are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 59, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44360|issue:46664", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:44230|issue:46095", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "cd0d709c81f9b5d91496ba198e88546e3d8060ea3ea671ac7c503c5fa30e43a0", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39086, + "estimated_input_tokens": 9772, + "estimated_eval_tokens": 19800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated reports. Issue 45850 is the best umbrella representative for the broad v5 regression theme, but the soft pairs do not rise to same-defect duplicates; in particular, 44246 vs 44273 is only a loose import/lazy-loading similarity, not the same bug.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set, covering the generic 'v5 breaks many models' regression theme that several other reports loosely orbit.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most suitable global representative because it is the clearest high-level triage anchor for the cluster's shared v5 regression complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression and cache-strategy typo are different problems." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash is not the same as a broad v5-breakage complaint." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM RoPE implementation discussion and SmolVLM video-frame semantics are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import behavior and tensorboard-only tf backend error are different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "The second issue is too generic to confirm a duplicate bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both involve imports, but lazy loading and unsafe sys.modules access are not clearly the same defect." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe support and missing tensor-parallel plan are distinct capability gaps." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "These are unrelated model/subsystem issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but bbox hallucination and infinite looping are separate bugs." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance and chunked-prefill cache regression are not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are separate regressions." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a concrete model bug, not the broad umbrella report." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token_idx regression is model-specific and not the same as the generic v5 breakage issue." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are compatibility complaints, but checkpoint reload and remote-code meta-init incompatibility are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is not the same as a broad v5 regression report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are upgrade regressions, but one is generic import errors and the other is broad model breakage." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance cleanup and a missing Qwen3_5 module import are not the same underlying issue." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request and weight-conversion-script question are different feature requests." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning and Liger Kernel application issue are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "The evidence only shows a loose import/lazy-loading theme; it does not support the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related test flakiness and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and inverse_sqrt scheduler kwargs are different subsystems." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support gating and Qwen3-VL bbox output errors are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output issues are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and config type-checking regression have no shared bug path." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "The second issue is too vague to prove duplication." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save mismatch is concrete; the other report lacks enough detail to match it." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs passing and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance and missing HybridCache import are not the same defect." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance cleanup and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version compatibility is not the same as the broad v5 regression umbrella." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Version compatibility mismatch and a missing module import are different failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weight key handling are different initialization issues." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading behavior are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application and flash_attention_3 training degeneration are different training issues." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation and video padding are separate processor bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the cluster summary is mostly grounded, but the analyst overstates at least one soft-edge match. The accepted pair issue:44246 vs issue:44273 is not supported by the packet; the packet\u2019s deterministic verdict is false, and the evidence only shows a loose import/lazy-loading theme, not the same defect. The summary\u2019s claim that only one pair is close enough to be the same underlying bug is therefore too strong. The canonical issue choice (45850 as a broad umbrella) is conservative enough, but the pair-level verdict is not." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 60, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:45468|issue:46894", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "404e66951ae57ee986418836620aed3faa8eb6bcf4a237ccb34c23b1b9a21a14", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39626, + "estimated_input_tokens": 9907, + "estimated_eval_tokens": 20070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issue reports. None of the soft pairs look like true duplicates or the same concrete change, so all are rejected. I picked one concrete, actionable bug report as the best representative issue.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45290 is the most concrete, narrowly scoped bug report in the set: it names a specific API (`apply_chat_template(tokenize=True)`), a precise failure mode, and the exact triggering condition.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45290 is a strong representative because it describes a reproducible crash with clear scope, unlike broader regressions or vague reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different bug classes: DSA indexer/ReLU vs Gemma audio positional encoding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse-sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipeline objects is not the same bug as `_get_tied_weight_keys` crashing on a list." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic placeholder bug report vs a specific Qwen3.5 MoE `from_pretrained` regression." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR loss shifting are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` CLI and missing `Qwen3_5ForCausalLM` import are different failures." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug does not match scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf regression is unrelated to a multi-thread VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward docs confusion is not the same as a Llama 3.2 model-loading breakage." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak and RoPE implementation issue are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and mechanisms: RoPE math vs audio positional encoding." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but one is shared-expert gating and the other is a dtype/transpose issue." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network access bug is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and VRAM leakage are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint is not the same as a specific missing model import." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and missing processor save files are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer split behavior is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma audio encoding are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and VRAM leak in dataloader threads are different issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they affect different symbols and likely different causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gap for Nemotron and missing Qwen3_5 import are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related v5 complaints, but one is broad behavioral regression and the other is a specific decoder-type bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2LMHeadModel support request is not the same as a generic Flash Attention 2.0 topic." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and a vague title have no concrete overlap." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and a placeholder issue are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Generic placeholder issue is not the same as broad v5 breakage." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and a placeholder issue are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash is unrelated to `apply_chat_template` crashing on tool-call messages." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an import error are different problems." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing `pad_token_idx` after v5 update does not match tied-weight-key handling." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing `pad_token_id` is a different config issue than tied-weight keys." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request and missing processor save files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different model families and different fixes." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() crash and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failure is not the same as slow `from_pretrained` loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training are different concerns." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading speed issue and documentation confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and a `from_pretrained` error for Qwen3.5 MoE are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 support request are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init-weights behavior and RoFormer attention-interface usage 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": 26, + "review_unit_index": 61, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "d55fdceef305b192f7141cea46fe6d787c28042e34d3fd36d537f0b9e51c1116", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1860, + "serialized_chars": 965064, + "estimated_input_tokens": 241266, + "estimated_eval_tokens": 482788 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7776, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not duplicates of one another; they span unrelated model, config, tokenizer, and API issues. No PRs are present, and none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a defensible canonical representative because the cluster is a collection of unrelated bugs and typos across different components.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a clear cluster center; they do not share a concrete code path or fix target, so there is no strong best issue candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different models and different bugs: Mask2Former ignore_value usage vs DeepSeek-V4 expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a ModernBERT type-hint correction; the other is a tokenizer regex warning regression. Different code paths and fixes." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former loss-option usage is unrelated to kwargs not being forwarded in a loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Generic loss kwargs forwarding does not match RoFormer attention not using the attention interface." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems and failure modes: segmentation model ignore_value handling vs tokenizer warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "No shared bug: Mask2Former loss handling is unrelated to RoFormer attention implementation details." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A model loss-field bug and a typo in a quantization attribute are not the same underlying change." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT config typing and a quantization typo are separate, unrelated fixes." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation is unrelated to correcting a config type hint." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS norm behavior in Llama4TextL2Norm is unrelated to ModernBERT norm_eps type annotation." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different problems; no same code path or shared fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 26, + "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": "1aea3e7d729de049be0a0cd8942de132477dd195fcf9086e8d0d55065c65203f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one requests truncation-from-beginning behavior, one asks for ReduceLROnPlateau-like scheduling, and one asks for Wav2Vec2 word boundary offsets. The shared similarity is only superficial wording around feature requests.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 10519 is the most concrete and self-contained feature request, but this cluster is heterogeneous, so it is only a weak representative rather than a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the best issue representative because it has the clearest, narrowly scoped API change request; the other issues concern unrelated model/scheduler functionality.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features in different areas: truncation behavior vs Wav2Vec2 word offset extraction. No shared bug or change path." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: tokenizer truncation semantics vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and problems: scheduler behavior vs Wav2Vec2 timing offsets. Not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 26, + "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": "3e58eea24875c71fecc7a39dd4a8772d97707fcfe4db9f64b57275a890d1d0aa", + "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": "This cluster is heterogeneous: one issue is about Tapas tokenization, while the other two are model-loading/error-message reports. The only plausible similarity is superficial, so I would not merge any pair as exact duplicates. If a single issue must serve as the anchor, 16618 is the broadest representative.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 16618 is the most generic and most active of the model-loading reports, so it is the best single anchor for this loose cluster, though not a strong duplicate target for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 has the broadest symptom description and the highest discussion activity, making it the most suitable representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: Tapas tokenization vs. model loading. The similarity is only superficial NLP/transformers overlap, not the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "15980 is specifically about bad auth/error messaging for private model downloads without login, while 16618 is a generic \"can't load the model\" report for bert-base-uncased. Different trigger and likely different fix." + } + ] + }, + "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": 26, + "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": "76108c20062895f539b40dd0fe9f5eeafcf8838fd3d28a112124389409de6344", + "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 in the same general style, but for different features: Flash Attention 2 architecture support vs GGUF architecture support. They are not duplicates and should not be clustered as the same underlying issue.", + "confidence": 0.97, + "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 requested capabilities and likely different implementation paths; similarity is only at the high-level 'support for more architectures' phrasing, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 26, + "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": "e03d2fdc14af384e54bc1afccbf3252f3048fb581b9e352c983f4ae994c669ab", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15985, + "estimated_input_tokens": 3997, + "estimated_eval_tokens": 8250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of separate i18n translation requests, so the language-specific issues should not be collapsed together. Only the near-exact placeholder repeats look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the whole cluster: it mixes distinct translation requests for different languages, with only a small subgroup of near-identical placeholder duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for the whole cluster for the same reason; only the exact/near-exact placeholder subgroup has a sensible representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation request; similar template text is not enough to make them the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation request; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs. generic placeholder issue; these are not the same concrete task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language-specific translation request (Turkish vs Romanian); not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language-specific translation request (Turkish vs Spanish); not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs. generic placeholder issue; same subsystem, but not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different concrete translation requests; template similarity alone is insufficient." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language-specific translation request (Spanish vs Romanian); not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different concrete issue instances; these are not the same translation request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs. placeholder issue; not the same underlying task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different concrete translation requests; not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs. generic placeholder issue; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different concrete requests; the titles/body similarity does not establish the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different concrete requests; not the same duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical body; looks like a duplicate report." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title and near-identical body; likely the same issue reported twice." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different issue instances; high similarity is just template overlap." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different issue instances; not enough evidence of a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different titles/content; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical body; duplicate issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different requests; too much divergence to treat as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different requests; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different titles/content; not duplicates." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different requests; similarity appears template-based only." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different requests; not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different titles/content; not duplicates." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same Thai title text and identical body size; this looks like a duplicate report of the same issue." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and likely different requests; not the same underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and likely different requests; not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall, and the soft-edge calls are conservative: the exact/near-exact placeholder pairings are the only true-duplicate claims, while the language-specific translation requests are kept separate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "2f97846877b6bbcfe96b5081c5e5dc7d09579329d056f0bb5c3b38c196c5fad7", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28617, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a broad theme cluster of model-request issues, not a duplicate set. The titles span many different models and feature requests (vision, audio, NLP, config support), so none of the soft pairs appear to be the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "If a single representative is needed, issue 36879 is the most generic model-addition request and sits near the center of the similarity graph. But it should only be treated as a representative, not a true duplicate canonical, because the rest are distinct requests.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36879 is the best cluster representative because it is a clean, generic 'add model' request and is broadly similar in wording to many others. It still should not absorb the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa matcher and LoMa detector/matcher are different model requests; same domain, but not the same change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matching vs MiniCPM3 model architecture are unrelated requests." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 model addition are different model requests." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS support target different models and capabilities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are distinct model additions, not the same underlying change." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B are different model/task requests." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request are unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models and different tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS support are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request are different model families." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are different model domains." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests, not one concrete fix." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different model/task requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS support are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS support are different changes." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models and XiaoMi MiMo are distinct model requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and a general BERT-with-RoPE request are not duplicates." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS support are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are not the same issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are both speech-related, but they are separate concrete model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different models and should not be merged." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are both audio-related, but they are different model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and the Granite SWA+sink option are different model/fix requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "The weight-sparse transformer request and EUPE are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models/tasks, not one concrete code-path fix." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 26, + "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": "d0cbebfd32855373fc6eddd1df3b8fcbfc73c4d89962ea88e14baa1ca2636f91", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. There is no meaningful duplicate relationship beyond weak textual similarity.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a good canonical for the other because they describe different topics and different kinds of work: docs/content vs. model architecture refactor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the better standalone issue for the cluster only because it is a concrete technical refactor request; however, this cluster does not actually appear to be a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "The titles and descriptions point to unrelated concerns. One is a documentation addition request, the other is a Vision RoPE code refactor; they do not appear to describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 26, + "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": "0379223b3f89f27ebf8f2e614acfe140cbb5465910d42d763260b08a6bdd6191", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests block decoding controls, the other asks for DeepSeek v3.2 model support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests and code paths: decoding behavior vs. model/provider support. No indication they describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 26, + "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": "82f31d220e690e0611656a9b3f409d48998067902c15cd3173f0a836fec4c78e", + "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 not duplicates: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss / FLCE, while the other requests TiledMLP integration for lower memory usage. They target different model components and different changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests: a logits-loss loading flag versus adding TiledMLP for memory reduction. They do not describe the same bug or change path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 26, + "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": "e79bd487c01d5ed5dac1ac07c5f085ebc90e5758fe59381e1543c5e0daf55a72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column` behavior in custom trainers, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "#43598 is the broader, more central issue around Trainer customizability and `remove_unused_column`, making it the better representative of the cluster theme.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the best single issue to keep if one must be chosen because it addresses a core Trainer customization behavior rather than a narrower FLOPS-estimation edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share a general custom-trainer theme, but the concrete problems differ: one concerns unused-column removal, the other FLOPS counting. 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": 11, + "component_count": 26, + "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": "0f86bf192d9f7ea044b013f576575bc97604417b37dff35053eb47523d324dec", + "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": "The two issues are about different Qwen model families and different API surface areas: one requests general AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They are related by theme but not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43684 is the broader registry/API-support request and is the better representative issue, but it does not duplicate issue:44405.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43684 is the cleaner, more general enhancement request; issue:44405 is a separate, narrower Qwen3.5 sequence-classification capability request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model variants (Qwen3-Omni vs Qwen3.5/Qwen3_5Config) and different supported classes (generation registration vs sequence classification). Related area, but not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 26, + "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": "f874cee77ccc5669999c7cdd4cf5f4578413368b9a223cd55ccda69d32252ec8", + "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": "The cluster still looks like one clear outlier issue ('Fett') plus three highly similar 'huggingface ' reports, but the packet does not give enough body/detail evidence to treat the trio as confirmed duplicates. I would keep the trio as a tentative cluster, not a hard merge.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43845 is the earliest of the three similarly titled 'huggingface ' issues, so it is the best tentative representative, though the duplicate call is not fully supported by the packet.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the strongest issue representative because it is the earliest among the similar huggingface reports; issue:43835 is clearly an outlier.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface ') and no shared concrete details or links; this does not look like the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no substantive overlap beyond weak similarity; not enough to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles with no supporting body or link evidence; reject as a duplicate match." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match and timestamps are close, but the packet lacks bodies or explicit links, and deterministic_accept is false; that is only possible-duplicate evidence, not enough to confirm the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title and close timing are suggestive, but without body/detail evidence the packet does not support a confident duplicate acceptance." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical titles are not enough here: there are no bodies, explicit links, or shared concrete details, so this should remain unaccepted." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering summary is partly grounded, but the soft-edge verdicts are too strong for the packet. For issue:43845/43846/43859, the only evidence shown is identical titles plus close timestamps and soft_similarity; the packet does not provide bodies or explicit links, and deterministic_accept is false. That supports a conservative 'possible duplicate' reading, not a confident acceptance that they are the same underlying issue. The outlier call on issue:43835 is fine, but the duplicate-trio verdicts should be softened or left unaccepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 26, + "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": "7fcc71834a74bb3ccc25ba1a3a04edc23e51f12841dc2a217ef042698cbbd0d9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "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 mostly spam or generic placeholder issues with no substantive body, links, or shared technical details. They do not look like duplicate reports of one bug; at most they are similar in being low-information noise.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44418 is the only one with a non-placeholder, vaguely descriptive title; the others are explicit spam or equally generic, so it is the least bad representative even though this does not look like a real duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the best available issue to anchor the cluster because it is the most specific and least spam-like title. The rest are too generic to serve as a meaningful canonical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no body or technical detail; no evidence they describe the same underlying bug." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder spam issues; similarity is only superficial and does not indicate a shared defect." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; no concrete overlap in bug/change target." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and an unrelated titled issue; nothing shows the same problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion vs. spam placeholder; no concrete technical match." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion vs. spam placeholder; not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are '', but that is not enough to treat them as the same bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated titled issue; no shared bug report details." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated titled issue; no evidence of a duplicate report." + } + ] + }, + "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": 26, + "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": "bf84ff7fa45e9a7f74bc0bc89a8ec6f094a3a2a5c4d7ceff937bb29ef35e9bd9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues have identical titles and a soft-similarity signal, so they are likely duplicate reports of the same proposal, but the packet does not expose the bodies, so the evidence is not strong enough to call it certain.", + "confidence": 0.79, + "canonical_issue_reason": "45145 is the better canonical issue because it is earlier and has a bit more linkage (one inbound reference), while 45151 appears to be a later duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "45145 is the strongest issue representative: same topic as 45151, earliest creation time, and slightly more external traction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles plus the soft-similarity signal make these look like the same reported issue, though the missing bodies keep this as a moderate-confidence duplicate rather than a certain one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate assessment is a bit too strong for the evidence provided. The packet supports high similarity (identical titles and a soft-similarity signal), but it does not show the bodies, so claiming the bodies are \"very similar\" or that this is a \"clear duplicate\" is stronger than the data justifies. The canonical pick of 45145 is reasonable and conservative, but the confidence and wording should be softened." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 26, + "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": 26, + "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": "b6c8ad01c6fd0b54959fa31ffc09099c9edce2d7c3fd84ae656e7f72612a21a6", + "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": "Two closed issues with only person-name titles and different dates; there is no sign they describe the same bug or request. The soft duplicate edge should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No clear duplicate cluster exists here; if one must be selected, issue 45762 is marginally earlier, but neither issue has enough content to justify canonical status.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong representative for a real underlying problem because both lack body/context and appear unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles refer to different people and different dates, and there is no shared description or technical context indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 26, + "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": "5443ac7f46146973605ef48bfa7b8fe6904f0aa1bb9c6660e6b8b8348f7c3b46", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated: they are empty, name-like entries with different personal names and dates, and there is no shared substantive bug report content to justify clustering them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #45764 is as suitable as the cluster representative as #45765; with no body content or technical context, the lower-numbered issue is the most neutral canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45764 is the better global issue representative only because it is the earliest/lowest-numbered item in an otherwise content-free pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "No evidence of the same underlying bug or request; the titles are distinct personal-name/date strings with no technical overlap." + } + ] + }, + "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": 26, + "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": "cd6687db944c2f49ca2745512a4d6e17d36cd9d7ca559c713ea9aa927e396d15", + "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": "These two open issues are not duplicates: one requests a new Qwen3_5 token-classification class for value-model use, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No true canonical issue here; if a single representative must be chosen, issue 46295 is the broader platform feature request, but it is still unrelated to issue 45810.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model/task support for Qwen3_5 token classification vs FP8 training support. No shared bug or change target." + } + ] + }, + "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": 26, + "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": "890b84d8fc286914bec6ac977ca0cca1cf8656add6be9427c5f64f6576691351", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster splits into two separate exact-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is related in theme but not the same request, so it should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45870 is a clean representative of the first exact-duplicate pair (45870/45871) and is slightly earlier; its title/body are identical to its twin, so it is a good canonical for that subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45872 is the best single issue to keep if forced to choose one representative from the whole set, because it is also an exact duplicate pair member (45872/45873) and its title is the most concrete about the requested feature. That said, the cluster actually contains two distinct duplicate groups, not one unified duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial-data theme, but 45869 is a dataset offer while 45870 is an example/tutorial request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above: shared finance wording only, but different artifact type and intent." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate: identical title and effectively identical content for the same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series in DataForge, but one is an example request and the other is a scraping-service themed request; these look like different feature ideas." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Similar wording only; not enough evidence that they describe the same concrete issue/change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same as 45870 vs 45872: overlapping topic, but different requested outcome." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870 vs 45873: broad topical overlap only." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate: identical title and content, so they represent the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are well-supported exact-duplicate pairs, while 45869 is only loosely related by theme. The soft-edge verdicts are conservative, and no PR mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 26, + "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": "c10d8f6a58dcd98a4588bfad073ae40ae066fd481eb87917c3f600ebde490b28", + "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": "The two issues appear related to static-cache handling in linear-attention models, but the available evidence is too thin to call them the same bug. The `early_initialization` shape corruption report is the better umbrella issue, while the `KeyError: 'linear_attention'` report remains a separate, possibly related failure mode.", + "confidence": 0.63, + "canonical_issue_reason": "#46439 is the broader diagnostic report: it names the static-cache `early_initialization` path and the concrete corruption/runtime failure, making it a better canonical issue than the narrower model-specific KeyError report.", + "canonical_pr_reason": null, + "best_issue_reason": "#46439 is the best cluster representative because it is more mechanism-focused and less tied to one specific symptom, so it is more useful as the primary duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "These titles suggest related static-cache/linear-attention failures, but there is no body-level evidence or shared target confirming the `KeyError: 'linear_attention'` and the `early_initialization` shape corruption are the same underlying bug. Treat as possibly related, not duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is a bit too confident given the packet. The titles do support related static-cache/linear-attention failures, but there is no body text here proving that the `KeyError: 'linear_attention'` and the `early_initialization` shape corruption are the same bug. The soft-edge accept should be more conservative (e.g. \"possibly related\" rather than same underlying bug)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 26, + "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": "69fe2711f5cc70d52abb3d167e0177ba1329d1031c575bedf4a0d26785d24922", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items describe the same Wav2Vec2CTCTokenizer v5 bug with the word delimiter incorrectly treated as a special token, causing leaks into special-token masking and token conversion. They are duplicates; the open issue is the best canonical representative.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better canonical tracker for the same underlying bug described verbatim in #46551.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the strongest issue to keep because it is open, appears to be the active tracker, and matches #46551 exactly in title and description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying tokenizer bug; the only meaningful difference is issue state/open vs closed, so this is a clear duplicate match." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative: the two issues have identical titles and matching descriptions, with the open issue reasonably serving as the canonical tracker. The duplicate verdict is supported by the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 26, + "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": "9acfa187aabed614cc3fb3b85bf679c216d8952d3dce6e5705daf459214bf239", + "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 describe different failure modes during training: one is a tensor shape mismatch in object detection, the other is an out-of-memory condition during RT-DETR v2 training. They do not look like duplicates of the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46657 is the more concrete bug report with a specific runtime error class (tensor size mismatch), but it should not be treated as a canonical duplicate of issue:46692 because the failures are substantively different.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46657 is the cleaner representative of a specific reproducible code-path problem; issue:46692 is a different resource-limit symptom rather than the same defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: the titles and likely symptoms point to different root causes\u2014tensor shape mismatch vs memory exhaustion. They share a training context, but 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": 23, + "component_count": 26, + "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": "7a590f6cc002e5b002fe2154fb2a74a2a62634cb2563f9ff710105b738adde5d", + "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 are not duplicates: one is a ZeRO-3/zero.Init partitioning bug causing OOM during multi-GPU load, the other is a 4-bit device_map/max_memory dispatch bug that incorrectly sends modules to CPU and raises ValueError. They touch different loading paths and failure modes.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46822 is the better representative issue in this cluster: it has more discussion/inbound attention and describes a specific, concrete multi-GPU ZeRO-3 loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the strongest issue candidate overall because it is more developed and clearly scoped to a distinct code path (composite submodule partitioning under zero.Init).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different bugs and code paths: ZeRO-3 composite submodule partitioning vs 4-bit auto device_map/max_memory CPU dispatch. Shared theme is model loading, but the underlying defect is not the same." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-6", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:46998", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:46998", + "issue:46985|issue:46998" + ], + "prepared_review_unit_hash": "00837c237fcf6cfc2a142b8a48e77064a00dbef66e9ac7ccbaf3a53fd9e719e1", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are highly similar daily Serge integration-failure triage issues, but they appear to be separate day-specific tracking posts rather than duplicates of one underlying bug. Treat them as a chronological series, not one merged report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46906 is the best representative: it is the earliest in the series and has the strongest inbound reference signal, suggesting it is the most established anchor for this recurring triage thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46906 is the strongest global issue candidate because it has the most references and is the clearest anchor for the recurring daily triage pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same template and subsystem, but different dates indicate separate daily triage entries rather than the same bug report." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Very similar title/body pattern, but this is a different day\u2019s integration triage issue, not a duplicate underlying problem." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These look like sequential triage log posts for different dates, not two reports of the same concrete issue." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Date-stamped triage series item; no evidence they describe the same failure instance or resolution target." + }, + { + "left": "issue:46906", + "right": "issue:46998", + "accept": false, + "reason": "Similar triage wrapper, but distinct day-specific issue in the series; should not be merged as duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same recurring triage format, but different days and separate tracking intent." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Sequential daily triage posts, not the same underlying bug/change." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "No shared concrete bug evidence beyond the generic triage series template." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Different date-based triage issue; similarity is organizational, not duplicate content." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "These are separate daily integration triage issues, not the same report." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same broad topic, but distinct day-specific triage entries." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No indication of one concrete bug being tracked by both issues." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Adjacent date triage posts, but still separate issue instances." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "Similar wrapper/title, but different daily triage report." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "These are consecutive date-stamped triage issues, not mergeable duplicates." + } + ] + }, + "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": 26, + "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": "6f301ab11c91a51c0d36d94c198f6d3eb9d5d47b46e5986372ba22e4ddfcb810", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Highly similar issues requesting RWKV7 model support, with issue 46984 likely the active thread.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46984 is the open, current thread for the same RWKV7 support request and is the better canonical issue to keep active.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46984 best represents the cluster because it is open and appears to be the live thread for this request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and very high textual similarity indicate the same underlying feature request, even without an explicit duplicate link." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these two issues are highly similar and share the same title, and it is reasonable to prefer the open issue as the canonical thread. However, the analyst overstates the evidence by calling them definite duplicates and by saying the only notable difference is state; the packet only provides soft similarity plus basic metadata, not an explicit duplicate link or closure rationale. A more conservative summary would be 'highly similar issues requesting RWKV7 support, with issue 46984 likely the active thread.'" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "15bb64fbc0c121f7723b653b1b16ea7d5a492d782a2130ee5600312de718cc24", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they read like distinct discussion pieces rather than the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one must be treated as the cluster representative, issue 47015 is the more general and direct formulation of the topic, but it is not a clear duplicate of 47007.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They share a broad topic, but one is about lessons from using advanced LLMs and the other about a novel transformers-based cybersecurity system; no shared targets/files or concrete evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46895", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46920", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request: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:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46986", + "pull_request:46995", + "pull_request:47006", + "pull_request:47019", + "pull_request:47021" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46958", + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46927|pull_request:46950", + "pull_request:46950|pull_request:47006", + "pull_request:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46927|pull_request:47006", + "pull_request:46951|pull_request:47006", + "pull_request:46971|pull_request:47006", + "pull_request:46941|pull_request:46970", + "pull_request:46908|pull_request:47006", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46970|pull_request:46971", + "pull_request:46927|pull_request:46986", + "pull_request:46926|pull_request:46928", + "pull_request:46951|pull_request:46986", + "pull_request:46926|pull_request:46941", + "pull_request:46928|pull_request:46941", + "pull_request:46907|pull_request:46928", + "pull_request:46928|pull_request:47006", + "pull_request:46941|pull_request:46986", + "pull_request:46941|pull_request:47006", + "pull_request:46954|pull_request:46961", + "pull_request:46907|pull_request:46908", + "pull_request:46908|pull_request:46951", + "pull_request:46907|pull_request:46941", + "pull_request:46926|pull_request:46927", + "pull_request:43451|pull_request:46954", + "pull_request:46954|pull_request:46968", + "pull_request:46954|pull_request:46958", + "pull_request:46958|pull_request:46961", + "pull_request:46961|pull_request:46974", + "pull_request:46958|pull_request:46974", + "pull_request:43451|pull_request:46920", + "pull_request:46954|pull_request:46971", + "pull_request:46920|pull_request:46968", + "pull_request:43451|pull_request:46958", + "pull_request:46958|pull_request:46968", + "pull_request:46971|pull_request:46974", + "pull_request:46968|pull_request:46974", + "pull_request:46920|pull_request:46961", + "pull_request:46961|pull_request:46968", + "pull_request:43451|pull_request:46974", + "pull_request:46266|pull_request:46957", + "pull_request:46961|pull_request:47021", + "pull_request:43451|pull_request:47021", + "pull_request:46968|pull_request:47021", + "pull_request:46957|pull_request:46965", + "pull_request:43451|pull_request:46707", + "pull_request:46266|pull_request:46707", + "pull_request:46196|pull_request:46995", + "pull_request:46707|pull_request:46961", + "pull_request:46912|pull_request:47021", + "pull_request:46968|pull_request:47019", + "pull_request:46707|pull_request:46968", + "pull_request:43451|pull_request:47019", + "pull_request:46266|pull_request:47021", + "pull_request:43451|pull_request:46836", + "pull_request:40546|pull_request:43451", + "pull_request:46196|pull_request:46965", + "pull_request:46961|pull_request:47019", + "pull_request:46707|pull_request:47019", + "pull_request:46836|pull_request:46961", + "pull_request:43451|pull_request:46957", + "pull_request:46836|pull_request:46965", + "pull_request:47019|pull_request:47021", + "pull_request:46957|pull_request:46961", + "pull_request:43451|pull_request:46965", + "pull_request:43451|pull_request:46658" + ], + "prepared_review_unit_hash": "462fa1dcd5465d4e2cb2a24ce728abd0e8ba95e1edfabe634e625d0ebb81ab46", + "component_budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 108, + "serialized_chars": 125799, + "estimated_input_tokens": 31450, + "estimated_eval_tokens": 63156 + }, + "budget": { + "node_count": 34, + "item_count": 34, + "soft_pair_count": 72, + "serialized_chars": 100519, + "estimated_input_tokens": 25130, + "estimated_eval_tokens": 50516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and unrelated; the only clear duplicate subcluster is the CohereASR training-loss double-shift fix (46895 vs 46958). Everything else is either different models, different bugs, or broad test/maintenance changes that should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single cluster-wide canonical PR; the only true duplicate pair is the CohereASR double-shift fix, and 46958 is the cleanest direct implementation of that bugfix.", + "best_issue_reason": null, + "best_pr_reason": "46958 is the best representative because it directly fixes the CohereASR training-loss double shift with a minimal, concrete code-path change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Accept: both fix the same CohereASR training-loss double-shift in the same forward/loss path, and one is just a cleaner implementation of the same bugfix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Reject: 46903 is a broader multi-model patch (CohereASR plus PPFormulaNet), so it is not the same single underlying change as 46958." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Reject: unrelated models and failure modes; this is just similar-looking test-fix plumbing." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "Reject: different model bugs in different code paths, only superficially similar integration-test fixes." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47006", + "accept": false, + "reason": "Reject: unrelated models and fixes; similarity is only from broad regression-test behavior." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "Reject: different models and unrelated fixes." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "Reject: both are test-only load/OOM fixes, but for different models and failure causes." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Reject: different model areas and distinct fixes; no shared concrete bug." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47006", + "accept": false, + "reason": "Reject: unrelated model/test fixes, not the same underlying issue." + }, + { + "left": "pull_request:46951", + "right": "pull_request:47006", + "accept": false, + "reason": "Reject: different model failures; this is generic similarity, not a duplicate change." + }, + { + "left": "pull_request:46971", + "right": "pull_request:47006", + "accept": false, + "reason": "Reject: unrelated model-specific changes." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "Reject: different models and different defects, despite both being regression PRs." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47006", + "accept": false, + "reason": "Reject: unrelated model load-fix vs generation-config fix." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "Reject: different models and different test failures." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "Reject: different model-specific integration-test failures." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46971", + "accept": false, + "reason": "Reject: unrelated fixes; shared only by the broad \"serge\" test-fix pattern." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "Reject: different models and distinct bugs." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "Reject: different model/test failures, not the same code-path problem." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46986", + "accept": false, + "reason": "Reject: unrelated model fixes." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "Reject: different models and different failure modes." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Reject: unrelated fixes in different subsystems." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "Reject: distinct model issues; same broad CI context is not enough." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47006", + "accept": false, + "reason": "Reject: unrelated model/test work." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "Reject: different models and different regression causes." + }, + { + "left": "pull_request:46941", + "right": "pull_request:47006", + "accept": false, + "reason": "Reject: unrelated fixes." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Reject: one is a model code tweak, the other is repo/workflow normalization; not the same change." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Reject: unrelated model-specific fixes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46951", + "accept": false, + "reason": "Reject: different models and failure causes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "Reject: different models and distinct bugs." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "Reject: different models; both are load-fix tests but not the same bug." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46954", + "accept": false, + "reason": "Reject: different model additions/fixes with only broad auto-mapping similarity." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46968", + "accept": false, + "reason": "Reject: model code change vs docs autolink cleanup; not the same underlying issue." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Reject: different models and unrelated fixes." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "Reject: code-path bugfix vs workflow/patch-normalization change." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Reject: unrelated repo workflow and model generation fixes." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Reject: unrelated changes in different areas." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46920", + "accept": false, + "reason": "Reject: different model additions and dependency/API updates, not the same bug." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46971", + "accept": false, + "reason": "Reject: unrelated model bugfixes." + }, + { + "left": "pull_request:46920", + "right": "pull_request:46968", + "accept": false, + "reason": "Reject: dependency/API adaptation vs docs autolink cleanup; different changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46958", + "accept": false, + "reason": "Reject: unrelated model additions vs CohereASR bugfix." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46968", + "accept": false, + "reason": "Reject: code fix vs docs-only cleanup." + }, + { + "left": "pull_request:46971", + "right": "pull_request:46974", + "accept": false, + "reason": "Reject: unrelated test/load fix vs generation bugfix." + }, + { + "left": "pull_request:46968", + "right": "pull_request:46974", + "accept": false, + "reason": "Reject: docs-only cleanup vs model code change." + }, + { + "left": "pull_request:46920", + "right": "pull_request:46961", + "accept": false, + "reason": "Reject: unrelated dependency/API and workflow changes." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46968", + "accept": false, + "reason": "Reject: workflow normalization vs docs autolink cleanup." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46974", + "accept": false, + "reason": "Reject: unrelated model introduction vs model bugfix." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Reject: different model modernization work and different bug scope." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47021", + "accept": false, + "reason": "Reject: workflow normalization and CI routing are not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47021", + "accept": false, + "reason": "Reject: unrelated model addition vs CI routing change." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47021", + "accept": false, + "reason": "Reject: docs autolink cleanup vs test-list routing change." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Reject: both touch DeepSeek V4-related code, but they solve different issues in different paths." + }, + { + "left": "pull_request:46707", + "right": "pull_request:43451", + "accept": false, + "reason": "Reject: different subsystems; one is distributed/FSDP work and the other is model addition work." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Reject: unrelated model and utility changes." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46961", + "accept": false, + "reason": "Reject: unrelated distributed/runtime work vs workflow normalization." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47021", + "accept": false, + "reason": "Reject: different concerns; RoPE testing changes vs CI test routing." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47019", + "accept": false, + "reason": "Reject: docs autolink cleanup vs masking logic regression fix." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46968", + "accept": false, + "reason": "Reject: unrelated distributed code and docs cleanup." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47019", + "accept": false, + "reason": "Reject: model-addition work vs masking-logic fix; no common bug." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47021", + "accept": false, + "reason": "Reject: unrelated model modernization and CI routing changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Reject: different model additions with only broad auto/docs overlap." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "Reject: both are model-addition PRs, but for different models and unrelated code paths." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46965", + "accept": false, + "reason": "Reject: unrelated model/runtime fixes." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46968", + "accept": false, + "reason": "Reject: unrelated distributed/runtime change vs docs cleanup." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Reject: model addition work vs generation/runtime optimization work." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46965", + "accept": false, + "reason": "Reject: unrelated model addition and model behavior fix." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47021", + "accept": false, + "reason": "Reject: masking/caching regression fix vs CI test-routing change." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46961", + "accept": false, + "reason": "Reject: runtime optimization vs workflow normalization; not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46965", + "accept": false, + "reason": "Reject: unrelated model addition and DeepSeek V4 cache behavior fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Reject: model addition vs Step 3.7 Flash implementation/build tooling; shared auto-mapping patterns are not enough." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted duplicate edge (46895 vs 46958) is supported by the shared CohereASR double-shift bug, while the rejections are mostly backed by clearly different models, code paths, or test/maintenance concerns. The note that 46903 is broader than the clean CohereASR duplicate pair is also reasonable." + }, + "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": 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:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46957", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46986", + "pull_request:46995", + "pull_request:47006", + "pull_request:47021" + ], + "soft_pairs": [ + "pull_request:46836|pull_request:46995", + "pull_request:46658|pull_request:46961", + "pull_request:46961|pull_request:46965", + "pull_request:46658|pull_request:46965", + "pull_request:46707|pull_request:46957", + "pull_request:44517|pull_request:46836", + "pull_request:43451|pull_request:46912", + "pull_request:45694|pull_request:46707", + "pull_request:43451|pull_request:46196", + "pull_request:46196|pull_request:46961", + "pull_request:46912|pull_request:46961", + "pull_request:46658|pull_request:46707", + "pull_request:45694|pull_request:47021", + "pull_request:46196|pull_request:46836", + "pull_request:45694|pull_request:46836", + "pull_request:46707|pull_request:46912", + "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:46950", + "pull_request:46949|pull_request:46951", + "pull_request:46927|pull_request:46949", + "pull_request:46907|pull_request:46927", + "pull_request:46927|pull_request:46971", + "pull_request:46908|pull_request:46926", + "pull_request:46986|pull_request:47006", + "pull_request:46907|pull_request:46949", + "pull_request:46970|pull_request:47006", + "pull_request:46970|pull_request:46986", + "pull_request:46907|pull_request:47006", + "pull_request:46907|pull_request:46970", + "pull_request:46907|pull_request:46986", + "pull_request:43451|pull_request:46968", + "pull_request:43451|pull_request:46961", + "pull_request:46707|pull_request:47021", + "pull_request:46658|pull_request:46836", + "pull_request:46707|pull_request:46836", + "pull_request:46836|pull_request:46912" + ], + "prepared_review_unit_hash": "ce217a7d16cacc2805166026e05fb02aba4acc2a72ac9ecc7d81d43e868f31d1", + "component_budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 108, + "serialized_chars": 125799, + "estimated_input_tokens": 31450, + "estimated_eval_tokens": 63156 + }, + "budget": { + "node_count": 25, + "item_count": 25, + "soft_pair_count": 36, + "serialized_chars": 68368, + "estimated_input_tokens": 17092, + "estimated_eval_tokens": 34440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated PRs; the only clear duplicate-like pair is the two Mamba2 fixes, which both address the same OOM failure path. The rest are distinct model additions, docs, or model-specific test fixes and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46950 is the best canonical PR because it fixes the underlying Mamba2 OOM behavior in code; pull_request:46971 is only a follow-up test/load adjustment around the same failure.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46950 is the strongest representative overall: it addresses the concrete root cause, is narrowly scoped, and is the only PR here that clearly matches its paired duplicate candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46836", + "right": "pull_request:46995", + "accept": false, + "reason": "Different features in different model areas: adding Unlimited OCR vs enabling MLU for flash linear attention." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46961", + "accept": false, + "reason": "Unrelated changes: Step 3.7 Flash model code/scripts vs a workflow for normalizing Serge branches." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46965", + "accept": false, + "reason": "One is workflow automation; the other is a DeepSeek V4 cache/use_cache behavior change. Not the same fix." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46965", + "accept": false, + "reason": "Different models and different concerns: Step 3.7 Flash conversion/loading vs DeepSeek V4 cache handling." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46957", + "accept": false, + "reason": "FSDP2 migration utilities and finegrained FP8 decode optimization are unrelated changes." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46836", + "accept": false, + "reason": "Distinct model additions: Qwen3 TTS vs Unlimited OCR." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 model addition vs RoPE test coverage changes; not the same underlying change." + }, + { + "left": "pull_request:45694", + "right": "pull_request:46707", + "accept": false, + "reason": "TrainingArguments batch-size fix vs native FSDP2 migration; same general training area but different bugs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 addition and wav2vec2 SDPA dispatch support are unrelated model changes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46961", + "accept": false, + "reason": "wav2vec2 SDPA support vs Serge branch normalization workflow; no shared bug or code path." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46961", + "accept": false, + "reason": "RoPE testing improvements vs workflow automation; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46707", + "accept": false, + "reason": "Different features: Step 3.7 Flash model support vs FSDP2 migration." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47021", + "accept": false, + "reason": "TrainingArguments batch-size behavior vs PEFT integration test routing; not the same issue." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46836", + "accept": false, + "reason": "wav2vec2 SDPA dispatch support vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:45694", + "right": "pull_request:46836", + "accept": false, + "reason": "Batch-size config fix and model addition are different changes." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": true, + "reason": "Both target the same Mamba2 OOM failure: one changes the model path, the other adjusts the integration tests/load to exercise the same fix." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Different models and different failures: AudioFlamingo3/Whisper cache handling vs Mamba2 OOM." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "AudioFlamingo3/Whisper test fix vs PEFT loading behavior; no shared concrete bug." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "glm46v input casting and audio/whisper cache fixes are separate model-specific issues." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup vs glm46v input casting; unrelated model fixes." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "glm46v input handling vs Mamba2 OOM/test load changes; not the same code path." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Both are test-load failures, but for different models and different setups; not the same underlying bug." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "glm_ocr output fix and gemma3 generation fix are separate model-specific issues." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "musicgen_melody output mismatch vs gemma3 generation behavior; different code paths." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "musicgen_melody and glm_ocr are unrelated model fixes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46949", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup vs audio/whisper cache fixes; unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "musicgen_melody output mismatch vs glm_ocr list-output mismatch; different models and bugs." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46970", + "accept": false, + "reason": "EdgeTam processor fix vs musicgen_melody test failures; not the same change." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "EdgeTam processor cleanup vs glm_ocr model fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46968", + "accept": false, + "reason": "Molmo2 model addition vs docs autolink cleanup; different kinds of change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46961", + "accept": false, + "reason": "Molmo2 model addition and Serge workflow normalization are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47021", + "accept": false, + "reason": "FSDP2 migration vs PEFT integration test routing; different areas and bugs." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step 3.7 Flash model scaffolding vs Unlimited OCR model addition; both are additions, but not the same feature." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46836", + "accept": false, + "reason": "FSDP2 infrastructure and Unlimited OCR model addition are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46912", + "accept": false, + "reason": "Unlimited OCR model addition vs RoPE test coverage changes; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "a4da8a56db1a9a568e6b87eafe0f61ed288236ee0420ab45250d12be9332178b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "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 feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. The soft duplicate link should be rejected.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for this cluster: the PRs implement different features in different codepaths and are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:41224 is the more focused and self-contained feature PR, but it is still unrelated to pull_request:40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes: TimesFM forecasting with covariates vs. DINOv3 image classification support. They do not fix or implement the same codepath and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "1c12f22f2caece99cb522edbd039e11919ae1fc41fbc1ea7626da20ee9b9712c", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34783, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34783, + "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 loose similarity bucket of unrelated PRs across different models/features. The only clear duplicate pair is the two `fixed_cross_entropy` PRs; the rest should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the strongest representative of the only true duplicate pair: it has the explicit issue target, a concrete bug-fix title, and the same `loss_utils.py` change as 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best single representative overall for the shared loss fix because it most directly addresses issue 43240 and subsumes the same `cross_entropy` kwargs change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different domains: Mistral tokenizer API additions vs adding a new MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method implementation work is unrelated to ExecuTorch dynamic-shape export tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes are unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix is unrelated to introducing a new model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch training/modeling areas, but they fix different concrete problems in different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export tests and Mistral4 test fixes are unrelated changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "No shared bug or code path; exportability tests vs MobileLLM model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model integration is unrelated to `cls.config` resolution ordering." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill/docs are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different concrete changes: Falcon output capture refactor vs Mistral4 fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the `layrnorm` rename cleanup." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and chat parsing updates do not target the same underlying bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests and TDT loss kernel integration are different features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes and config resolution ordering are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and model-creation skill/docs are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is unrelated to introducing the model-creation skill and scaffolding docs." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "These are the same underlying `fixed_cross_entropy` change: both update `loss_utils.py` to forward supported kwargs to `nn.functional.cross_entropy`, and both target issue 43240." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair is 43251/43254, supported by the shared `loss_utils.py` change and shared issue target 43240. The remaining verdicts are appropriately cautious and do not overclaim mergeability." + }, + "evaluator_used": true, + "retried": false, + "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": "efc5777d37d26ba3edb49f4fa66c3cce30ca4258d3414b2ed02843c43c95499a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different action families and different workflow maintenance tasks. They are related in theme, not the same underlying change, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good canonical duplicate target for the other: #42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while #42976 bumps docker/build-push-action and related workflow actions. They are separate change sets.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Same broad area (workflow action upgrades), but not the same concrete bug or change; one is Node 24 compatibility for workflow actions, the other is updating Docker build/push actions. 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": 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": "b4cca15495efc5a2647ad7e42c557243b7ebd40566e9e0a2929d67c6a5487548", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are unrelated model-addition pull requests, not duplicates of the same fix or change. They touch some overlapping framework registration/docs code, but each introduces a different model family and codepath.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR adds a different model integration (ViT NEPA, Molmo, CTSM, Step3p7) with distinct files, APIs, and tests.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for duplicate consolidation; none of these PRs appear to be the same underlying change or safely mergeable into one PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model integrations: ViT NEPA vs Molmo. Shared auto/docs registration is incidental, not the same concrete fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model integrations: ViT NEPA vs CTSM. They change separate model packages and behavior." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model integrations: Molmo vs CTSM. Overlap in auto/docs plumbing does not make them duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Different model integrations: CTSM vs Step3p7. They target different model codepaths and cannot 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": 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": "c4d0d11eb0f756420c204aae02fceedc231d3cb658c82c19f2ed57427982b5fc", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19599, + "estimated_input_tokens": 4900, + "estimated_eval_tokens": 10056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most candidates are unrelated PRs spanning different models or CI/test infrastructure. The only strong duplicate-like pair is the two YOLOS PRs, which target the same device-mismatch problem in the same file and issue context.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best canonical PR because it addresses the YOLOS device-mismatch fix more completely, including the explicit device move and the no-split-module adjustment, while 46886 is a narrower partial fix for the same code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest representative of the cluster\u2019s only real duplicate pair: it fixes the concrete YOLOS auto-device-map mismatch directly and subsumes the related split-module change, making it the most complete single change to keep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different problems: Whisper decode/test changes vs. CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer decode logic is unrelated to the FP8 dequant/loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems and bugs: Whisper decode vs. generation watermarking/config validation." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenization/tests are unrelated to the YOLOS device-mismatch fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Bogus test edits in CLIP/ViT are unrelated to Phimoe CI environment changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only edits in image models do not match the FP8 dequant/loading bug fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "The PRs touch different models and different bug classes; no shared underlying change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "CLIP/ViT test changes are unrelated to YOLOS runtime device placement." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization work is unrelated to CI memory patching for Phimoe tests." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "These are different fixes in different execution paths: FP8 quantization vs. generation config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No overlap in model, code path, or bug: FP8 dequant vs. YOLOS device mismatch." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config watermarking validation and CI runner memory handling are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and issues; nothing indicates a shared underlying bug or mergeable change." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI instance-sharing patches do not overlap with YOLOS model-device logic." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device-mismatch issue in the same file; 46922 includes the same no-split-module fix plus the direct device placement correction, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only plausible duplicate-like pair is the two YOLOS PRs, which share the same file and issue target and can reasonably be merged into one fix; the other pair judgments are sufficiently cautious given the diffs shown." + }, + "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": "109048ac9c6b9d13e26ce7cb7d1a71df3597fbe35692d98dfdd550f3a41e70b9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are unrelated throwaway/test PRs that touch different code paths (packaging, CI/comment workflows, and a security-gate workflow). The soft-similarity signals are too broad to treat any pair as a duplicate or mergeable single change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate exists in this set; if one PR must anchor the cluster, 43532 is the broadest representative because it spans multiple workflow/test files and has the most discussion activity.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the best representative only in the loose clustering sense: it has the widest surface area and most surrounding activity, but it is still not the same change as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different concrete changes: 43488 alters setup/dependency/versioning and a ViT test, while 46747 only switches the PR security-gate workflow trigger from pull_request_target to pull_request. Same broad repo area, not the same bug or change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about packaging/dependency setup plus a ViT test; 43532 is a workflow/comment CI and notification/test utility change. Shared test filename is incidental, not a shared code-path fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "43532 rewrites self-comment CI and related workflow/test plumbing, while 46747 changes the security-gate workflow trigger only. These are distinct workflow behaviors 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": 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": "c15fba2c8be01047b0927cd9c1724eaa527506000cd21814722f5ceb247da4b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs overlap in shared pipeline/doc scaffolding, but they implement different features: promptable concept segmentation vs promptable visual segmentation. The shared files are generic registration/docs/test updates, not evidence of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: #43612 and #43613 target different segmentation tasks and should not be treated as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for a duplicate cluster here; the two PRs are separate feature additions with different model and test surfaces.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete changes: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation. Similar scaffolding and shared docs/registry updates are not enough to merge them as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 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": "80533e80e2581c4d49ae7b87b2a54f4daff16f0b0a3f8197180094e3cab850f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs both touch `trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling behavior, the other extracts signature-column filtering into an overridable helper. They do not look like duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the more concrete behavior change: it adds explicit control over gradient-accumulation loss scaling. PR 43663 is a separate refactor/override hook for column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the strongest standalone candidate because it fixes a specific training-path behavior and has a clear user-facing effect; the other PR is a separate API-refactor change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file, but different code paths and goals: one adjusts loss scaling during training, the other adds a helper for signature-column filtering. They could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 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": "8f2e1b5fb1cf89db9ad0db7d2e062f0b8680daca5f6e067c8814fc447c9dca2b", + "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 but fix different NameError/typing-annotation problems. They should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more precise representative: it directly fixes the runtime NameError tied to optional pydantic/TypeAdapter handling by making the import TYPE_CHECKING-only and stringizing the annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best standalone fix because its change is narrowly scoped to the concrete pydantic-not-installed failure mode, with a minimal and targeted code-path correction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file, but different underlying bugs. #43656 appears to address broader annotation-evaluation issues via `from __future__ import annotations` and related type-hint cleanup, while #43842 specifically fixes `TypeAdapter`/optional-pydantic NameError handling. They are not the same concrete fix and would not naturally collapse into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "bcf172ac44e548d7a4e0839a8c19bb0c0a2883e84ed4f98364f007a20e484701", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75093, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of separate, model-specific output-tracing refactors that share an umbrella pattern but not the same concrete bug/change. The strongest duplicate-like area is the GPT-Neo lineage, and there is also a GPT-J/CodeGen lineage with overlapping revisions. The Flaubert/XLM pair is not strong enough to treat as a duplicate-like match here.", + "confidence": 0.69, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the best single representative PR because it is the clearest and most complete GPT-J/CodeGen output-tracing refactor in the cluster, with the broadest scope among the GPT-J-family revisions.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest representative PR to keep for this cluster: it is explicit, broad, and most likely to subsume the earlier GPT-J-family revisions, while the rest of the cluster is too heterogeneous to serve as one canonical change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; only the general output-tracing theme overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model implementations; same refactor pattern, not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing change in the same file; 44066 is broader, but the GPT-J core looks duplicate-like." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet vs EfficientNet: same standardized-tracing theme, but different concrete model code paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; only the umbrella refactor theme matches." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are different model-specific output changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same pattern, not the same concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file and same output-tracing refactor; 44068 looks like a later rewrite of the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; same family of refactors, but not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different models; only the refactor style is shared." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; different models and code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; only the umbrella tracing pattern is shared." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; same general theme, different concrete code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; same umbrella effort only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different model-specific refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "44101 is a mixed Flaubert/XLM refactor, not a clearly matching pure Flaubert duplicate." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer and MPT are different models; not the same change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; only the standardized-tracing theme matches." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated model paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT2; same refactor style, different code." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are different code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM vs LongT5; unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; same umbrella output-tracing work, not the same bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different models." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different concrete code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and Segformer are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa v2 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the later, broader revision." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target GPT-J output tracing in the same file; 44722 looks like the fuller later revision." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and ResNet are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are unrelated model-specific changes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise verdicts are mostly conservative, but the overall summary overstates the evidence a bit. In particular, the packet does not show direct soft-edge support for a Flaubert duplicate-like pair, and 44101 is Flaubert/XLM rather than a pure Flaubert revision. The GPT-Neo and GPT-J/CodeGen duplicate-like calls are grounded, but the Flaubert part should be softened or removed." + }, + "evaluator_used": true, + "retried": true, + "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": "009b4087da56941a01841bf1fca6101120826f80e5bb44a946ff8f3014b53dec", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "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": "All items are model-specific PRs in the same broad theme: migrating different Transformer models to standardized output-capture/tracing helpers. They are similar at a high level, but they do not fix the same concrete bug or implement the same change, so they should not be deduplicated together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single representative is needed, 44129 is the strongest candidate because it has an explicit issue target and a clear, self-contained SpeechT5 output-tracing refactor. But it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the most complete and well-scoped PR in the set: it is issue-linked, targets one concrete model path, and includes a substantive output-capture refactor rather than only a minimal decorator migration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model implementations (FocalNet vs ImageGPT) and different code paths, so they are not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model-specific migrations; this is the same refactor pattern, not one concrete duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert touch different architectures and output-recording hooks, so they cannot be merged as one PR for the same bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are unrelated model-specific output-tracing refactors; they share a theme but not an underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct model code paths, and these PRs are independent standardized-output migrations rather than duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different models with different tracing logic; they are similar refactors, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "dcc3678271030e30ff3ae0fb8b7ba7d24b60de91bd97e3e4e234385893e57ebf", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a broad theme match around output-tracing refactors, but the PRs are model-specific changes in different files and code paths. None of the soft edges look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate model-specific refactors, not one duplicate fix spanning the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the most representative of the theme because it covers two closely related depth-anything files and the same output-tracing pattern, but it still is not a merge target for the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward/output refactors." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; same theme, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` vs `univnet`; different model logic and output handling." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `mamba/falcon_mamba` are distinct implementations; not one concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` vs `rwkv`; unrelated model internals despite similar refactor wording." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are different model paths with different output semantics." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "`mobilenet_v1` vs `upernet`; same broad tracing theme, not the same bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` touch unrelated model implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` vs `vision_encoder_decoder`; different code paths and refactor goals." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` vs `speech_encoder_decoder`; unrelated model code." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` vs `univnet`; unrelated implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "`vision_text_dual_encoder` and `upernet` are different model families." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` vs `mamba/falcon_mamba`; different concrete code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are unrelated model changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` vs `upernet`; different model behavior and output types." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are separate changes, not one duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` vs `depth_anything`; same refactor style, different model code." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are unrelated model implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` vs `rwkv`; different subsystems and fixes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba` are unrelated model paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` vs `superpoint`; different models and concrete changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` vs `codegen`; not the same bug or patch." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are separate model families with different refactors." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` vs `codegen`; unrelated output-tracing edits." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` vs `codegen`; different concrete code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` vs `codegen`; similar theme only, not same fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` vs `vision_encoder_decoder`; different models and change scopes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` vs `speech_encoder_decoder`; unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` vs `superpoint`; different model behavior and implementation." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` vs `rwkv`; unrelated model family." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` vs `dpr`; different concrete refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` vs `rwkv`; unrelated model code." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision and speech encoder-decoder wrappers are different code paths; not one duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` vs `superpoint`; unrelated changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` vs `dpr`; different model implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` vs `superpoint`; unrelated models." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` vs `rwkv`; different code paths and refactors." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` vs `dpr`; not the same underlying change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` vs `rwkv`; unrelated model families." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` vs `dpr`; different model code and purpose." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` vs `dpr`; separate implementations, not a shared 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": 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": "288b63e494491c1c1b294e88a9257a12aafc386441489ec4b46ae196daa8346d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are separate model additions for different architectures (PenguinVL vs Voxtral TTS). Their overlap is limited to shared Transformers boilerplate and docs registration, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for this cluster: the PRs implement different models and do not fix the same code path. If a representative must be chosen, 45401 is more self-contained because it has an explicit issue target, but it is not a duplicate of 44662.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the cleaner representative only in the sense that it is tied to an explicit issue and a narrower model release; 44662 is a separate, unrelated model implementation. Neither is a good global best for a duplicate cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model implementations with different filenames, configs, and test suites. The shared auto/docs changes are generic model-registration boilerplate, not evidence of the same underlying bug or 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": 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": "b72f4ca5f92d87191a7b9981b1b18a6708c1e70850c55d262bff9090edb5e8c9", + "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 are not duplicates. One PR changes a docs-related workflow into a draft-conversion workflow, while the other changes CI routing for a smaller runner group and includes unrelated code/test noise.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46845 is the clearer representative of its own change set: it has a specific CI goal and coherent workflow edits, whereas 44965 is an opaque experimental PR with unrelated workflow/temp-file changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46845 is the better standalone representative for the cluster because its intent is explicit and its edits align around CI behavior; 44965 appears exploratory and unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different underlying changes: 44965 rewrites a documentation workflow into a draft-conversion workflow, while 46845 reroutes PR CI to a smaller group and adds unrelated code noise. They do not fix the same code-path problem and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "2a5c17d64d2363f4e7ebb09a626f62aa9ad9092fa6bb6ff46b1ac18e0eb98911", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4406, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4406, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by the broad theme of module/kernel fusion, but they implement different layers of the stack: one adds a generic Module Fusion API, the other wires n-to-1 kernel fusion into model loading via KernelConfig. They should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44979 is the cleaner canonical anchor for the cluster because it introduces the core reusable fusion abstraction itself, which is the broader foundation compared with the more specific kernel-config integration in PR 45363.", + "best_issue_reason": null, + "best_pr_reason": "PR 44979 is the best representative PR for the cluster since it defines the underlying API surface for module fusion rather than a narrower application-specific integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related topic, but not the same concrete change: 44979 adds a standalone Module Fusion API, while 45363 adds KernelConfig-based n-to-1 kernel fusion integration plus example wiring. They touch different code paths and would not plausibly be merged into one PR without collapsing distinct layers of functionality." + } + ] + }, + "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": "41efe6fa7ab91e2f622bddaab9ba4e462819a5f88af17e53a65e08825c28a53e", + "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 Mistral regex AttributeError in the same code path, with the same core patch in tokenization_utils_tokenizers.py; 45317 is the more complete version because it adds tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical representative: it fixes the same AttributeError as 45086 but also includes test coverage, making it the more complete patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest overall choice because it contains the core fix plus tests, while 45086 is just the minimal code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same concrete fix in the same file/code path; 45317 is effectively a superseding, more complete version of 45086." + } + ] + }, + "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": "b7f6af58a4309cd90af83d33e7b4decbaff380473f9085ba205a1d8c55624a61", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related Nemotron H pull requests, but they target different changes: one refactors NemotronH to inherit GraniteMoeHybrid and adds conversion mapping, while the other splits NemotronH into dense/sparse variants with broader docs/auto-mapping/model updates. They share files/subsystem, but not the same concrete fix.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete implementation for the NemotronH family split and updates the public model/docs/auto mappings, whereas #45115 is a narrower refactor focused on inheritance and checkpoint conversion.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the larger user-facing change set and is more likely to subsume the downstream model-structure work; #45115 looks like a related but separate refactor/conversion task.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same underlying change: #45115 is a conversion/refactor PR around GraniteMoeHybrid compatibility, while #45569 introduces dense/sparse NemotronH variants plus docs and auto-mapping updates. They would not plausibly merge 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": "eabb9699a649877e08050ff0503206b58d80ff083a51aaeb86a16be2490787cb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs introduce the new heterogeneous configuration docs and config utilities, but #45332 is a broader end-to-end feature PR that also adds modeling/runtime support, while #45333 is a narrower config-only slice. They overlap heavily, but they are not the same concrete change and would not be safely merged as one duplicate PR.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the more complete heterogeneous-model feature change: it includes the per-layer config work plus the downstream modeling, masking, cache, and model-support pieces.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best PR to keep as the cluster representative since it covers the full feature surface rather than only the configuration subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Overlap is real, but #45333 is config-only while #45332 includes broader modeling/runtime support; they are related feature slices, not the same concrete 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": 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": "7ae7d1069b4feb8d96f6365d3a90019231eb89291e279b0cf1e87b2b01b60e55", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they are not duplicates: one is a broad repo-wide type-checking cleanup, the other adds specific typing protocols and helper types for model/PEFT integrations. The overlap in a few files is incidental rather than the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "45425 is the narrower, more concrete typing-infrastructure change; 45415 is a broad sweep adding type checking across many files.", + "best_issue_reason": null, + "best_pr_reason": "45425 is the most self-contained representative PR in this cluster, but it should not be treated as a duplicate of 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: 45415 is a large type-checking cleanup across many modules, while 45425 introduces new typing protocols and support types for specific integrations. Shared files alone do not make them the same change or same bug." + } + ] + }, + "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": "ddb4b438c7042f4d65341ff9fd3119f38a7d3c2207991b716f7191cc7f034d15", + "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": "Both PRs are about expert-parallel loading behavior, but they fix different failure modes: one targets EP/ZeRO-3 loading via accelerate and config serialization, while the other fixes expert parameters being overwritten during FSDP2 load. They are related, but not the same underlying change.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical PR for this cluster because it addresses a concrete expert-parallel loading corruption bug with a clear code path (post-shard wrapping / rank-0 overwrite), whereas #45548 is narrower and more infrastructure-oriented around EP + ZeRO-3 loading and config handling.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest representative because it fixes a specific, user-visible correctness issue in model loading and includes multiple code-path updates tied to that bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share EP-related loading context, but the bugs differ: #45548 focuses on Accelerate/ZeRO-3 loading and config serialization, while #45662 fixes expert parameters being overwritten during FSDP2 loading. Same subsystem, different underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "6340ab06f0a63bfe8fe66faa8363a7b8648ae0164a9266d5bdef831ee5cef180", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are centered on the same captured_info/xdist collision problem in transformers testing utilities. PR 45645 is the broader, more complete fix because it includes the xdist-safe logging change plus the CI workflow update needed to read multiple per-worker files.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR: it covers the core xdist-safe captured_info fix and also updates the workflow to preserve and aggregate per-worker debug logs, making it the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the change set because it addresses the underlying collision in code and the downstream CI log handling, whereas 45639 appears narrower and partial.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "They target the same underlying captured_info xdist collision in testing_utils and share the same issue target and files; 45645 just adds the workflow-side log collection needed to support the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 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": "e2fb0f0963815105268dd8a31741ced090eb1aa1375e82818c5e89ecc8e87daf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests that both touch multiple transformer model files, but they implement different lint rules and modify different code paths. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46259 is the stronger anchor: it has the larger and more diverse code change set, substantially more review activity, and a clearer standalone scope around TRF018.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46259 is the best representative of the cluster only in the sense that it is the more substantial PR; however, it is not actually a duplicate of pull_request:45720 because the underlying fixes are different.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: TRF003 changes return-value handling via can_return_tuple/return_dict cleanup, while TRF018 changes model weight initialization logic. They affect different underlying behaviors 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": 25, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "051f9525be1d87fe781c7698f2f918be903b30100b583bd89bee870bb3d531a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one is a Grafana/CI and model-adjustment PR, while the other is a test migration PR with new kernel and vision tests. They do not appear to fix the same concrete code-path problem and would not plausibly be merged into one PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a clear duplicate representative for this cluster; the PRs address different changesets and different goals.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different purposes and file sets: 45932 touches CI secrets and model/config code, while 46100 adds/rewires tests. No shared 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": 27, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "b8685d7cfabd5816dd60abd6b832ba3c6f5491e0970f8dcc2a7c177875c314f1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap on distributed/EP-related files, but they are not the same underlying change: #46126 is a focused EP + Trainer integration, while #46269 is a much broader distributed-branch base sweep. The shared filenames are too broad to justify a duplicate/merge.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46269 is the broader umbrella change, touching many distributed and integration surfaces, so it is the better canonical representative than the narrower EP/trainer feature PR.", + "best_issue_reason": null, + "best_pr_reason": "#46269 is the best single representative of the cluster because it is the more comprehensive distributed base PR; #46126 is a specific follow-up feature change rather than the main umbrella change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share a distributed subsystem and a few filenames, but the scopes differ substantially (#46126 is EP/trainer integration; #46269 is a broad branch-base refactor with CI and many unrelated distributed modules). They do not look mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "3be1e4a27f05ca096d6f971e80210c4df98546a3ca95cc6b38e937c97b008981", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26676, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow-maintenance PRs that share a broad GitHub Actions/security theme, but they do not look like true duplicates of the same concrete change. The only exact-file group is the pr-ci-security-gate workflow, and even there each PR makes a different follow-up edit.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive single change: it introduces the main pr-ci-security-gate logic update (checkout of the PR head plus explicit workflow/CI-change checks). The others are separate workflow tweaks or follow-ups, not the same patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best representative of the cluster because it contains the clearest concrete bug/security fix and the broadest functional change in the shared workflow area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different change targets; only broad CI/workflow similarity." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow file and a separate security-gate tweak; not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow file and different edit; no shared concrete bug or patch." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow file and different change scope; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow file and different behavior change; only superficial CI similarity." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated updates to separate CI jobs." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files; both are workflow maintenance, but not the same concrete fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and distinct edits to separate jobs." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files; no same code-path problem." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different CI/security concerns." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Same general workflow area, but different concrete changes in different files." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Both are workflow tweaks, but to different files and different behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different files and unrelated shell/trigger edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different files; one changes checkout behavior, the other changes a command invocation." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and distinct fixes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different files and different CI trigger logic; not the same change." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated edits." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different concrete changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and separate CI/security behavior changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different concrete edits: one adds security checks, the other adjusts permissions and gating; not the same PR." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but this is a different follow-up change with comments/note text, not the same fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different security-related follow-up (secrets handling) rather than the same patch." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different edits: permissions/gating versus explanatory comments." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different follow-up changes to secrets handling and permissions." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different concrete updates; one adds notes, the other changes secrets passing." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and distinct CI shell changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated security/SSH changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated edits." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and no shared concrete bug." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file but different follow-on fixes; not a single mergeable duplicate." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file but different follow-up content, not the same underlying change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file but different secrets/permissions update, not the same patch." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file but different edits; one is gating/permissions, the other is commentary." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file but different security-related adjustments." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file but distinct changes; comments versus secrets behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "26ffe0cb2dfa7f3ffc1a5cbf5e47c074a63a451ff6d457750e94a259bc181781", + "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 harden path handling, but they fix different code paths: one validates sharded checkpoint filenames from an index `weight_map`, the other rejects traversal in `transformers_weights`. They are security-adjacent, not duplicates, and should not be merged into one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are separate fixes for different loaders/config paths, with different inputs and validation points.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global best duplicate target because they address distinct traversal vectors in different subsystems; pick each for its own bug rather than as a cluster representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Reject: both involve path-traversal hardening, but PR 46281 checks sharded checkpoint index shard filenames in `hub.py`, while PR 46890 validates `transformers_weights` in `modeling_utils.py`. Different concrete code paths and not plausibly one merged 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": 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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "47b315b9800cbb68b5eb5be43cf331572d2d834a401aa14d4feb701aeb7749a0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5959, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated: one adds multimodal support to continuous batching, the other introduces the HunYuan VL model and its docs/auto-mapping integration. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46417 is the better representative PR because it is a concrete, self-contained model integration with clear file scope, tests, and documentation, while the other PR is a broad draft architecture change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46417 is the most suitable standalone PR in this cluster: it has a specific feature target and implementation surface, whereas pull_request:46376 is a larger, draft multimodal batching effort with a broader and less comparable scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes and code paths: continuous batching/multimodal infrastructure versus adding a new HunYuan VL model package, docs, and auto mappings. They are not the same bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "71dc936430252988a2b98ea3d153cce67d83eec8b2c5e45ae3f53e7bdfecb911", + "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 both tokenizer-related but fix different underlying problems: one corrects CodeLlama decode stripping behavior, the other corrects DeepSeek-Coder/DeepSeek-LLM tokenizer-class selection in AutoTokenizer. They are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs target different bugs in different code paths, so neither subsumes the other.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a better duplicate representative of the other; each is the right fix for a separate issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and code paths: 46574 changes CodeLlama decode setup to preserve leading spaces, while 46580 changes AutoTokenizer checkpoint-prefix handling for misclassified DeepSeek checkpoints. They would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46847-2", + "nodes": [ + "pull_request:46847", + "pull_request:47009" + ], + "soft_pairs": [ + "pull_request:46847|pull_request:47009" + ], + "prepared_review_unit_hash": "e0aff1ab8b43676ed368dabfd228a95bdc086489f42cf8851c0cf07b87a54249", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4640, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4640, + "estimated_input_tokens": 1160, + "estimated_eval_tokens": 2576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs make the same Qwen3.5 tensor-parallel plan change for `linear_attn` in the same files and target the same issue, so they are duplicates of one another.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46847 is the earlier, slightly more established version of the same fix and has more discussion/inbound reference activity, so it is the better canonical representative.", + "best_issue_reason": null, + "best_pr_reason": "PR #46847 is a good cluster anchor because it contains the same concrete code change as the other PR and appears first chronologically.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46847", + "right": "pull_request:47009", + "accept": true, + "reason": "Same underlying change: identical Qwen3.5 `base_model_tp_plan` additions in the same files, same explicit issue target, and no meaningful code-path difference between the PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46933-2", + "nodes": [ + "pull_request:46933", + "pull_request:46942" + ], + "soft_pairs": [ + "pull_request:46933|pull_request:46942" + ], + "prepared_review_unit_hash": "7fbd1386f3bb09d95f4530df10abf39c91268d4e77079c9f774732d15cc5d0bc", + "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 model-specific PRs with a similar quantization-related dtype-casting pattern, but they fix different code paths in different architectures, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46933 is the better canonical PR for the cluster because it has an explicit issue target, more discussion activity, and a broader, well-scoped fix across both modeling and modular Gemma4 files.", + "best_issue_reason": null, + "best_pr_reason": "PR #46933 is the strongest representative artifact: it ties to an explicit issue, has inbound references, and directly addresses a concrete quantized-embedder casting bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Both PRs guard against casting quantized weights/input activations to non-floating dtypes, but they apply to different models and different forward paths (Gemma4 vision/audio embedders vs TimesFM 2.5 ResidualBlock). They are similar bug patterns, not the same underlying change, and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46993-2", + "nodes": [ + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "0d47b0d6c0a0d383683d998a2d7079b1e9a2f6832ff18571b8fe8a3b7610a552", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4309, + "estimated_input_tokens": 1078, + "estimated_eval_tokens": 2412 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4309, + "estimated_input_tokens": 1078, + "estimated_eval_tokens": 2412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated generation fixes: one corrects prompt lookup decoding\u2019s remaining-length calculation, the other adds validation for empty `bad_words_ids` / `sequence_bias` entries. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No strong canonical PR for the cluster; if forced, 46993 is slightly more user-facing and bug-specific, but it is not a better duplicate target than 46994.", + "best_issue_reason": null, + "best_pr_reason": "46993 is the cleaner standalone PR candidate because it addresses one concrete runtime bug in prompt lookup decoding and has a focused fix/test pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Different code paths and failure modes: 46993 fixes candidate generation exceeding max_length, while 46994 adds argument validation for empty lists in logits processors. They are not the same underlying bug or mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/manifest.json b/snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..237ff9cee5856282ff90691d7aa0fbb9dc48b248 --- /dev/null +++ b/snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260702t120811z", + "artifacts": { + "hybrid": "snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-02T12:20:13Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260702T120811Z", + "variant": "hybrid" +} diff --git a/snapshots/20260702T120811Z/manifest.json b/snapshots/20260702T120811Z/manifest.json index b6a444e8d063e9ae154e9c5f3183e1d8a6e25908..715ed91d6e7b09b57726886dbb925cf043c268d7 100644 --- a/snapshots/20260702T120811Z/manifest.json +++ b/snapshots/20260702T120811Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 408 }, "extracted_at": "2026-07-02T12:08:11Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260702t120811z", + "runs": { + "hybrid-model-20260702t120811z": { + "analysis_id": "hybrid-model-20260702t120811z", + "artifacts": { + "hybrid": "snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260702T120811Z/analysis-runs/hybrid-model-20260702t120811z/manifest.json", + "model": null, + "published_at": "2026-07-02T12:20:13Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260702T120811Z", "watermark": {